Content:
Presentation type:
OS – Ocean Sciences

EGU23-9125 | ECS | Orals | MAL13 | OS Division Outstanding Early Career Scientist Award Lecture

Atlantic Multidecadal Variability and the Implications for North European climate 

Florian Börgel, H. E. Markus Meier, Matthias Gröger, Cyril Dutheil, Monika Rhein, Leonard Borchert, and Hagen Radtke

The North Atlantic exhibits temperature variations on multidecadal time scales, summarized as the Atlantic Multidecadal Variability (AMV). The AMV plays an essential role in regional climate and is a crucial driver of the low-frequency variability in Northern Europe.

In this talk, I will first discuss the characteristic ocean-atmosphere interaction preceding an AMV maximum event. In the following, I will disentangle the seasonal impact of the AMV and show that a significant fraction of the variability in Baltic Sea winter temperatures is related to the AMV. The strong winter response can be linked to the interaction between the North Atlantic Oscillation, the Atlantic Meridional Overturning Circulation (AMOC), and the AMV. In contrast, the AMVs' impact on other seasons remains small.

How to cite: Börgel, F., Meier, H. E. M., Gröger, M., Dutheil, C., Rhein, M., Borchert, L., and Radtke, H.: Atlantic Multidecadal Variability and the Implications for North European climate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9125, https://doi.org/10.5194/egusphere-egu23-9125, 2023.

EGU23-16418 | Orals | MAL13 | Fridtjof Nansen Medal Lecture

Rewriting the tale of deep-ocean upwelling 

Alberto C. Naveira-Garabato

Since the seminal work of Walter Munk in the 1960s ('Abyssal Recipes'), oceanographers have believed that the upwelling of cold, abyssal waters that regulates the deep ocean's ability to sequester heat and carbon for decades to millennia is mainly driven by centimetre-scale turbulent mixing associated with breaking internal waves in the ocean interior. Measurements of deep-ocean turbulence over the last >20 years, however, have contested this scenario, and instead suggest that mixing by breaking internal waves drives *downwelling* of abyssal waters. Inspired by this conundrum, recent theoretical investigations have developed an alternative view of the role of mixing in sustaining deep-ocean upwelling. In this new view, upwelling is driven by highly localised turbulence within thin (typically tens of metres thick) layers near the seafloor, known collectively as the bottom boundary layer. In the BLT Recipes experiment, we recently set out to test this new view, and figure out how it works, by obtaining the first set of concurrent, systematic measurements of (1) large-scale mixing and upwelling, (2) their interior and bottom boundary layer contributions, and (3) the processes underpinning these contributions, in a representative deep-ocean basin (the Rockall Trough, in the Northeast Atlantic). This talk will review the insights emerging from the BLT Recipes experiment, and offer an outlook on how they might re-shape our understanding of the way in which turbulence sustains deep-ocean upwelling.

How to cite: Naveira-Garabato, A. C.: Rewriting the tale of deep-ocean upwelling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16418, https://doi.org/10.5194/egusphere-egu23-16418, 2023.

OS1 – Ocean Circulation and Climate

EGU23-442 | ECS | Posters on site | OS1.1

Time-Lapse Volumetric Seismic Imaging of Water Masses at a Major Oceanic Confluence in the South Atlantic Ocean 

Xiaoqing Chen, Nicky White, and Andy Woods

Water-mass interaction processes within the Southern Ocean strongly influence the global oceanic circulation system.  For example, the western side of the South Atlantic Ocean is dominated by the confluence between the Brazil Current (BC) and Falkland/Malvinas Current (MC). At this confluence, tropical/subtropical (i.e. warm and salty) waters are transported southward by the BC where they interact with subantarctic (i.e. cold and fresh) waters transported northward by the MC. This interaction creates a highly dynamic frontal system that is characterized by complex water mass interactions and intense diapycnal mixing. Here, we exploit time-lapse volumetric seismic imaging of the Brazil-Malvinas Confluence (BMC) in order to elucidate the detailed thermohaline structure of this critical region. Careful signal processing of a ~25 terabyte survey, acquired during February 2013, reveals a spectacular northeastward dipping oceanic front that extends as deep as ~1800 m. Significantly, a deep transient mesoscale eddy is embedded in this front. This eddy appears to grow and decay over ~11 day period and it has a maximum diameter of ~40 km. Time-lapsed imagery also reveals mesoscale to sub-mesoscale complexity at all depths. Long wavelength temperature fields extracted from our acoustic velocity measurements reveal a pattern of cool anomalies on the MC side together with a steep and fanning temperature gradient close to the front but above the eddy, indicative of heat transfer. Evolution of this prominent eddy embedded in the front can be independently investigated using velocity fields calculated from the GLORYS12v1 product for the period of interest. Tracked particles, which are released daily through the confluence area down to 1800 m, flow along the MC from 40° S  to 36° S and are deflected clockwise by the BMC. This flow suggests that the observed eddy is cyclonic and related to MC recirculation, as a result of the combination of the steep continental slope and geometry of the BMC. In this way, cooler water masses are juxtaposed against the front. A simple one-dimensional steady-state model is used to examine heat transfer across the front. Our results highlight the importance of combining high quality three-dimensional seismic imagery with hydrographic observations in order to elucidate the fluid dynamics of complex oceanic fronts.

How to cite: Chen, X., White, N., and Woods, A.: Time-Lapse Volumetric Seismic Imaging of Water Masses at a Major Oceanic Confluence in the South Atlantic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-442, https://doi.org/10.5194/egusphere-egu23-442, 2023.

EGU23-533 | ECS | Posters on site | OS1.1

Weakened AMOC upper limb compensated by strengthened South Atlantic subtropical gyre  circulation in CESM1-LE simulations 

Fernanda Marcello, Marcos Tonelli, Bruno Ferrero, and Ilana Wainer

The upper limb of the Atlantic Meridional Overturning Circulation (AMOC) brings shallow interocean contributions to replenish the North Atlantic export of deepwaters. It is primarily formed in the southern South Atlantic where the converging entrainment of Pacific and Indian Ocean waters meet and incorporate into the South Atlantic subtropical gyre (SASG). Here, the human-induced response of AMOC and SASG near-surface pathways is illustrated according to CESM1 Large Ensemble simulations from 1920 to 2100, where future projections derive from the most aggressive (yet most realistic) scenario in assumed fossil fuel use and greenhouse gas emissions. In terms of flow redistribution, it is shown that the AMOC upper limb weakens not because less waters are being imported from the adjacent ocean basins — but because they are being mostly directed to recirculate in the southwestern portion of a distorted SASG, turning back southward after reaching the South Atlantic western boundary.

How to cite: Marcello, F., Tonelli, M., Ferrero, B., and Wainer, I.: Weakened AMOC upper limb compensated by strengthened South Atlantic subtropical gyre  circulation in CESM1-LE simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-533, https://doi.org/10.5194/egusphere-egu23-533, 2023.

EGU23-558 | ECS | Orals | OS1.1

Characterizing the spatial coherence of mesoscale eddies using in-situ data 

Yan Barabinot and Sabrina Speich

Ocean mesoscale eddies are ubiquituos in the global ocean. They are responsible of about 80% of the total eddy kinetic energy and are suggested to exert a significant impact on air-sea interactions, ocean large-scale circulation, weather and marine ecosystems. They have been qualified as "coherent" structures as they can leave for months if not years propagating in the ocean interior. As ocean observations are very sparse, they have been essentially characterized from satellite altimetry fields, which provides access to a limited number of surface characteristics of only those eddies having an imprint on sea surface height.  Observations of mesoscale eddies 3D structure, or even 2D vertical sections are rare.  On the other hand, accurate description of ocean eddies from high-resolution ocean numerical simuation are also limited. In general, they have been accoubted for via statistics, instead of individual descriptions as the latter is difficult as they move away from fixed positions. In this work we present a detailed study of ocean eddies (surface and subsurface intensified) sampled during 10 oceanographic cruises which have a sufficient horizontal spatial resolution of the vertical eddy sampling - 9 in the Atlantic Ocean (during experiments EUREC4A-OA, M124, MSM60, MSM74, M160, HM2016611, KB2017606, KB 2017618), and one in the Indian (during the Physindien 2011 experiment). Our study characterizes the eddy core and boundary in a generic way using diagnostics based on active (PV, oxygen) and passive (temperature, salinity) tracers. Despite the different resolutions of the eddy sampling in the 9 studied regions, we show that the 3D boundary of an eddy behaves like a frontal zone characterized by the Ertel PV where the water mass trapped in the eddy joins with the surrounding waters. Whatever the  origin and size of the eddy are, the core is homogeneous in properties with the anomaly maximum located at depth, which makes its altimetric characterization difficult. Moreover, these analyses provide a new metrix for defining the coherence of an ocean eddy, a concept that has been always ill-defined because of the elusive character and undersampling of these structures.

 

How to cite: Barabinot, Y. and Speich, S.: Characterizing the spatial coherence of mesoscale eddies using in-situ data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-558, https://doi.org/10.5194/egusphere-egu23-558, 2023.

Mesoscale ocean turbulence is the best-known expression of Chaotic Intrinsic Variability (CIV), which spontaneously emerges from the unstable ocean circulation regardless of the atmospheric variability. Substantial amounts of CIV are also found up to the scale of basins and decades, potentially produced by large-scale baroclinic instability or resulting from spatiotemporal inverse cascade processes.

A 56-year atmospherically-forced 50-member 1/4° large ensemble simulation of the global eddying ocean/sea-ice system has been performed to explore these phenomena using the NEMO model. We first show that the low-frequency large-scale (LFLS) CIV has climate-relevant imprints over most of the globe, is largest in western boundary currents and south of about 30°S, and competes with (and in certain zones exceeds) the atmospherically-forced ocean variability (AFV) in terms of amplitude.

However, the separability of AFV and CIV is questionable in certain cases. Concepts from dynamical system and information theories are leveraged to avoid this separation, and to probabilistically describe the ocean variability as an atmospherically-modulated oceanic "chaos". The partly random character of multi-scale ocean fluctuations in the eddying regime questions the attribution of observed signals to sole atmospheric drivers, the turbulent ocean predictability and its potential influence in high-resolution coupled simulations.

How to cite: Penduff, T.: Describing the ocean variability as an atmospherically-modulated oceanic "chaos", EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2013, https://doi.org/10.5194/egusphere-egu23-2013, 2023.

EGU23-2308 | ECS | Posters on site | OS1.1

On AMOC and climate feedback: Evidence from Coupled and Slab-ocean models 

Kai-Uwe Eiselt and Rune Graversen

It has recently been established that in numerical model experiments climate sensitivity and feedback change over time and that this time dependence may result from a so-called “pattern effect”, i.e., changing patterns of surface warming. The Atlantic Meridional Overturning Circulation (AMOC) influences surface warming patterns as it redistributes energy across the globe. Thus, it may be an important factor for climate feedback change over time.

In this study, members of the Coupled Model Intercomparison Project (CMIP) phases 5 and 6 are investigated and two groups of models distinguished, one with weak and one with strong feedback change over time. It is found that the model groups differ significantly in the AMOC response to quadrupling of CO2. To investigate if the difference in AMOC development between the two groups may be responsible for the differences in feedback, experiments with a slab-ocean model (SOM) are performed where the AMOC change is mimicked by changing the ocean heat uptake pattern. Especially in the Northern-Hemisphere Extra-Tropics the differences between the CMIP model groups are found to be qualitatively reproduced but other factors are needed to explain differences in the Southern Hemisphere and the Tropics.

How to cite: Eiselt, K.-U. and Graversen, R.: On AMOC and climate feedback: Evidence from Coupled and Slab-ocean models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2308, https://doi.org/10.5194/egusphere-egu23-2308, 2023.

MaCOM model takes the international advanced numerical model NEMO as the power core, coupled with the sea ice model, with the horizontal grid resolution better than 10 km and a total of 75 layers in vertical direction. On this basis, a comprehensive integrated numerical forecasting system with data collection system as the root, ensemble assimilation system as the backbone, forecasting system as the branch and product production system as the terminal has been developed, forming a distributed and loosely coupled tree operation and maintenance architecture with four subsystems: data collection, data assimilation, numerical forecasting and product distribution.

In order to test the MaCOM model forecasting effect, the MaCOM model is used to make day-by-day forecasts of temperature, salt, current, sea surface height and other variables of the global ocean for the whole year of 2020. This experiment focuses on evaluating the model performance, and to avoid differences in assimilation systems, the global 1/12 resolution day-by-day analysis field of the PSY4 model v3r1 version of the Mercator Center in France is selected as the initial field of the model; the GFS meteorological forecast field data is used as the model upper surface forcing field to drive the model; the model is run from the forecast moment with a forecast time limit of 7 days, and after each forecast process the The forecast results are interpolated to the standard latitude and longitude grid and depth after each forecast process; other settings of the model remain unchanged.The model forecasts are compared using the GOV IV-TT (The GODAE Oceanview Intercomparison and Validation Task Team) Class 4 standard method, which is commonly used to evaluate the performance of forecast systems and forecast skill. The statistics used in the evaluation are based on the comparison of model forecasts with observations, including root mean square error (RMES), bias (Bias), and anomaly correlation, as well as comparing forecasts with climatology and persistence.The following conclusions were obtained from the 2020  evaluation:

  • The MaCOM model sea surface temperature forecasts are less biased and closer to the live observations, with RMSE around 0.6℃ and better forecast stability, and PSS and CSS show that the model has obvious positive skill.
  • The vertical structure test of the MaCOM model shows that the RMSE is around 0.6℃, and the forecastability of temperature profiles in the Southern Ocean, Indian Ocean, South Pacific, North Pacific and other Southern Hemisphere regions is better than that of the PSY4 model.
  • The RMSE of sea surface height anomaly of MaCOM model is around 0.05m, which is smaller than that of PSY4. The PSS test indicates that the forecasting skill of MaCOM model for sea surface height anomaly needs further improvement.
  • MaCOM has better forecasts than PSY4 for sea surface temperature, vertical structure of temperature and salt, and sea surface height anomalies; among them, it has effective forecasting techniques for vertical structure of temperature and salt and sea surface temperature, and can better simulate the weather-scale variability, which has good operational application value.

How to cite: Qi, D. and Chen, D.: The Forecast Performance Evaluation of numerical prediction model of ocean temperature and salt flow (MaCOM), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2562, https://doi.org/10.5194/egusphere-egu23-2562, 2023.

We analyzed physical oceanic parameters gathered by a mooring array at mesoscale spatial sampling deployed in Argentine Basin within the Ocean Observatory Initiative, a National Science Foundation Major Research Facility. The array was maintained at 42°S 42°W, a historically sparsely sampled region with small ocean variability, during 34 months from March 2015 to January 2018. The data documented four anticyclonic extreme structures events in 2016 and the presence of near-inertial waves (NIWs) trapped at depth within the anticyclones. Although the four anticyclonic structures had different characteristics (size, vertical extension, origin, lifetime, Rossby Number) they all featured low Richardson values well below the mixed layer associated to NIWs. Low Richardson values suggest favorable conditions for mixing. The anticyclonic features act as mixing structures at the pycnocline bringing heat and salt from the South Atlantic Central Water to the Antarctic Intermediate Waters. The extreme events were unique in the 29-year-long satellite altimetry record at the mooring site. However, the Argentine Basin is populated with many anticyclones and mixing associated to trapped NIWs probably plays an important role in setting up the upper water masses characteristics in the Basin.

How to cite: Artana, C. and Provost, C.: Intense Anticyclones and Near Inertial Trapped Waves at the Global Argentine Basin Array of the Ocean Observatory Initiative, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3318, https://doi.org/10.5194/egusphere-egu23-3318, 2023.

EGU23-3615 | Orals | OS1.1

The role of internal variability and feedbacks controlling AMOC stability 

Anastasia Romanou, David Rind, Jeff Jonas, Ron Miller, Maxwell Kelley, Gary Russell, Clara Orbe, Larissa Nazarenko, Rebecca Latto, and Gavin A. Schmidt

A bi-stable mode of the Atlantic Meridional Overturning Circulation (AMOC) is found in a 10-member ensemble simulation of the SSP2-4.5 scenario using the NASA GISS-E2-1-G climate model. Local feedbacks in the subpolar North Atlantic region in conjunction with internal variability in sea-ice transport and melt play a critical role in causing the divergent behavior of the AMOC in the ensemble members. While other fully coupled models have demonstrated the important role of surface freshening in leading to AMOC shutdown, either through hosing experiments or increased precipitation and greenhouse gas warming at high latitudes, in the GISS simulations, there are no external freshwater perturbations. This is the first time that a CMIP-class model has shown such a bifurcation across an initial condition ensemble.

 

How to cite: Romanou, A., Rind, D., Jonas, J., Miller, R., Kelley, M., Russell, G., Orbe, C., Nazarenko, L., Latto, R., and Schmidt, G. A.: The role of internal variability and feedbacks controlling AMOC stability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3615, https://doi.org/10.5194/egusphere-egu23-3615, 2023.

EGU23-4006 | Orals | OS1.1

On the Entrainment of Glacial Meltwater by the Gulf Stream 

Olivier Marchal and Alan Condron

The fate of glacial meltwater introduced into the ocean is an important problem both in paleoceanography and in modern oceanography. A long-standing question in paleoceanography concerns the evolution and consequences of the glacial meltwater delivered from the great ice sheets which covered a large fraction of North America and Europe during glacial periods. Although the associated rise in mean sea level of about 130 m has long been estimated, the pathways and impacts of the glacial meltwater for ocean circulation and climate remain poorly understood. Notably, the ocean components of climate models do not generally have a spatial resolution that is fine enough to properly simulate coastal phenomena which are known to contribute to the offshore export of shelf water in the modern ocean.

Here we apply a regional eddy-revolving numerical model of ocean circulation in order to explore the pathways of glacial meltwater emanating from the St. Lawrence Channel – a major ice stream of the Laurentide Ice Sheet of North America during the last glacial period. Emphasis is placed on the offshore entrainment of glacial water by the Gulf Stream (GS), which according to paleoceanographic observations detached from the continental slope near Cape Hatteras, as it does today. First, a simulation of the eddying circulation in the glacial western North Atlantic is obtained by integrating the regional model to statistical steady state under glacial atmospheric forcing. Second, a series of glacial water discharge experiments are conducted for various assumptions about the discharge, including its volume transport, its density, and its seasonal timing. Mechanisms of glacial water export away from the slope are identified, such as the eastward entrainment by (anticyclonic) warm core rings and the subsequent incorporation of the glacial water into the GS offshore. The implications of our results for the interpretation of sediment records from the Laurentian Fan and for the simulation of glacial water discharges in paleoclimate models are then clarified.

How to cite: Marchal, O. and Condron, A.: On the Entrainment of Glacial Meltwater by the Gulf Stream, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4006, https://doi.org/10.5194/egusphere-egu23-4006, 2023.

EGU23-4562 | Posters on site | OS1.1

A regime shifts in North Pacific subtropical mode water formation 

Sang-Yeob Kim, Young-Oh Kwon, Wonsun Park, and Ho Jin Lee

A regime shift in the formation mechanisms of the North Pacific subtropical mode water (NPSTMW) was investigated using 50-year (1960-2009) ocean general circulation model (OGCM) and 2,000-year fully coupled atmosphere–ocean–sea ice model (Kiel Climate Model; KCM). We found that primary driving mechanism for NPSTMW formation is alternated between air–sea interaction (ASI) and ocean dynamics (OD) from two model simulations. In the OGCM simulation, we revealed that the local air-sea interaction process is a main driver of the NPSTMW formation prior to late-1980s, while ocean dynamics including the vertical entrainment become dominant since then. In the KCM simulation, the relative importance of two (ASI and OD) has periodically alternated in multidecadal timescales of approximately 50–70 years. The regime shift of the NPSTMW formation was closely related to the meridional (50 years) and zonal (70 years) movements of the Aleutian Low (AL). When AL shifted to the south or east, it induced the sea surface height anomalies propagating westward from the central North Pacific and preconditions for the NPSTMW formation, thus the ocean dynamics became relatively more important.

How to cite: Kim, S.-Y., Kwon, Y.-O., Park, W., and Lee, H. J.: A regime shifts in North Pacific subtropical mode water formation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4562, https://doi.org/10.5194/egusphere-egu23-4562, 2023.

Based on data collected from 14 air–sea buoys in the Gulf Stream, this study presents an examination of how the hourly air–sea turbulent heat fluxes vary on subdaily timescales under persistent marine atmospheric boundary layer (MABL) stability conditions. The annual mean magnitudes of the subdaily variations in the latent heat (LH) and sensible heat (SH) at all stations are determined to be 40 and 15 Wm-2, respectively. Under near-neutral conditions, the hourly anomalies of the air–sea humidity and temperature differences are the major drivers of the subdaily variations in LH and SH, respectively, followed by nonlinear effects and wind anomalies. Wind anomalies play dominant roles in determining the subdaily variations in LH and SH when the MABL is stable. In contrast, the contributions of the hourly anomalies of the air–sea differences in humidity and temperature are secondary but also significant. For a convectively unstable MABL, the wind anomalies control the subdaily variations in LH, whereas the subdaily variations in SH are dominated by the air–sea temperature anomalies. Accordingly, the above mechanism also controls the subdaily magnitudes. Quantitative estimates of the above relations are given in this study. However, compared to the observations when using daily mean SST, the subdaily variations in the reanalysis are found to be underestimated on average by 17% and 5% for LH and SH, respectively. Resolving the subdaily variations contributes significantly to the mean LH/SH estimates. For near-neutral and unstable MABLs, the subdaily contributions are O(100) and O(20) Wm-2 for LH and SH, respectively, while they are O(10) Wm-2 for LH/SH under stable conditions.

How to cite: Song, X., Xie, X., Yan, Y., and Xie, S.-P.: Observed subdaily variations in air–sea turbulent heat fluxes under different marine atmospheric boundary layer stability conditions in the Gulf Steam, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4621, https://doi.org/10.5194/egusphere-egu23-4621, 2023.

EGU23-4760 | Orals | OS1.1

Future changes in Antarctic coastal polynyas and bottom water formation simulated by a high-resolution coupled model 

Hyein Jeong, Sun-Seon Lee, Hyo-Seok Park, and Andrew Stewart

Antarctic coastal polynyas produce Dense Shelf Water, a precursor to Antarctic Bottom Waters (AABW) that supply the global abyssal circulation. Recent studies suggest that increasing atmospheric CO2 concentrations will weaken AABW export by suppressing heat loss to the atmosphere. However, future projections of DSW formation are hindered by the small spatial scales of atmosphere-sea ice-ocean interactions in polynyas. Here, using a high-resolution ocean-ice-atmosphere coupled model, this study shows that wintertime sea ice production rates are still active under elevated CO2 concentrations, although delayed freeze-up decreases autumn sea ice production. In winter, Antarctic coasts exhibit a nonlinear response CO2 concentration: doubling CO2 decreases sea ice production only by around 6–8%, versus 10–30% under CO2 quadrupling. Despite continued sea ice production in winter, doubling or quadrupling CO2 substantially freshens Dense Shelf Water, primarily due to increased precipitation, implying a shutdown of AABW formation.

How to cite: Jeong, H., Lee, S.-S., Park, H.-S., and Stewart, A.: Future changes in Antarctic coastal polynyas and bottom water formation simulated by a high-resolution coupled model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4760, https://doi.org/10.5194/egusphere-egu23-4760, 2023.

EGU23-7387 | ECS | Orals | OS1.1

Diagnosing the AMOC slowdown in a coupled model: a cautionary tale 

Justin Gérard and Michel Crucifix

It is now established that the increase in atmospheric CO2 is likely to cause a weakening, or perhaps a collapse of the Atlantic Meridional Overturning Circulation (AMOC). To investigate the mechanisms of this response in CMIP5 models, Levang and Schmitt (2020) have estimated offline the geostrophic streamfunction in these models, and decomposed the simulated changes into a contribution caused by the variations in temperature and salinity. They concluded that under a warming scenario, and for most models, the weakening of the AMOC is fundamentally driven by temperature anomalies while freshwater flux changes actually act to stabilize it.

However, given that both ocean temperature and salinity are expected to respond to a forcing at the ocean surface, it is unclear to what extent the diagnostic is informative about the nature of the forcing. To clarify this question, we used the Earth system Model of Intermediate Complexity (EMIC) cGENIE, which is equipped with the C-GOLDSTEIN friction-geostrophic model (Marsh et al. (2011)). First, we reproduced the experiments simulating the RCP8.5 warming scenario and observed that cGENIE behaves similarly to the majority of the CMIP5 models considered by Levang and Schmitt (2020), with the response dominated by the changes in the thermal structure of the ocean.

Next, we considered hysteresis experiments associated with (1) water hosing and (2) CO2 increase and decrease. In all experiments, changes in the ocean streamfunction appear to be primarily caused by the changes in the temperature distribution, with variations in the 3-D distribution of salinity compensating only partly for the temperature contribution. These experiments reveal also limited sensitivity to changes in the ocean's salinity inventory. That the diagnostics behave similarly in CO2 and freshwater forcing scenarios suggests that the output of the diagnostic proposed in Levang and Schmitt (2020) is mainly determined by the internal structure of the ocean circulation, rather than the forcing applied to it.

Our results illustrate the difficulty of inferring any information about the applied forcing from the thermal wind diagnostic and raise questions about the feasibility of designing a diagnostic or experiment that could identify which aspect of the forcing (thermal or haline) is driving the weakening of the AMOC.

Acknowledgements

This is a contribution to the WarmAnoxia project funded by the Belgian National Fund of Scientific Research.

References:

Levang, S. J. and Schmitt, R. W. (2020). What causes the amoc to weaken in cmip5? Journal of Climate, 33(4):1535–1545.

Marsh, R., Müller, S., Yool, A., and Edwards, N. (2011). Incorporation of the c-goldstein efficient climate model into the genie framework:" eb_go_gs" configurations of genie. Geoscientific Model Development, 4(4):957–992.

How to cite: Gérard, J. and Crucifix, M.: Diagnosing the AMOC slowdown in a coupled model: a cautionary tale, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7387, https://doi.org/10.5194/egusphere-egu23-7387, 2023.

EGU23-7637 | Posters on site | OS1.1

Accelerated North Atlantic climate variability triggered by increased seasonal melt 

Marilena Oltmanns, Sheldon Bacon, Penny Holliday, and Ben Moat

Freshwater plays a key role in the Arctic - North Atlantic climate system. On the one hand, it has been suggested as a precursor of large-scale weather extremes and as a potential trigger of rapid climate changes in the past. On the other hand, it is, itself, a sensitive climate change indicator that increases in response to the melting cryosphere. Yet, future risks arising from enhanced glacial and sea ice melt remain difficult to assess due to the complexity of the involved ice-ocean-atmosphere feedbacks and the interference of signals on different timescales. Combining observations, models, theory, and a sophisticated statistical approach, we demonstrate the central role of freshwater anomalies in North Atlantic climate variability over the last 70 years, assess the extent to which they have been contributing to weather extremes, and discuss the risk of a more fundamental climate change under increased freshwater fluxes in future.

How to cite: Oltmanns, M., Bacon, S., Holliday, P., and Moat, B.: Accelerated North Atlantic climate variability triggered by increased seasonal melt, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7637, https://doi.org/10.5194/egusphere-egu23-7637, 2023.

EGU23-8246 | Posters on site | OS1.1

Changing Atlantic Freshwater Transports in Response to Future Climate Projections 

Jennifer Mecking, Sybren Drijfhout, and Bablu Sinha

Changes in Atlantic meridional freshwater transports have been hypothesized to play an important role in Atlantic Meridional Overturning Circulation (AMOC) stability, redistributing precipitation and evaporation and dynamic sea level changes.  Freshwater transports can be altered by both changes in ocean circulation and changes in salinity.  In this study CMIP5 and CMIP6 models are analyzed to investigate how salinity and velocity changes impact the freshwater transports in the ScenarioMIP future projections.  In the multi-model means of CMIP5 and CMIP6 data there is only a slight increase (< 0.1Sv) in southward freshwater transport across the Atlantic basin.  This slight increase comes from a balance of changes in overturning (zonal mean) and azonal freshwater transports.  The changes in overturning and azonal freshwater transports are largest in the subtropical Atlantic where the salinity driven azonal changes drive an increase in southward freshwater transport which are almost completely counteracted by a velocity driven overturning freshwater transport.  Changes in these freshwater transports are larger in CMIP6 relative to CMIP5, which is especially noticeable in the velocity driven overturning changes (due to the larger AMOC weakening in CMIP6) and salinity driven azonal changes (due to a comma shaped freshening pattern in the North Atlantic, typically associated with a weakening of the AMOC).

How to cite: Mecking, J., Drijfhout, S., and Sinha, B.: Changing Atlantic Freshwater Transports in Response to Future Climate Projections, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8246, https://doi.org/10.5194/egusphere-egu23-8246, 2023.

EGU23-8749 | ECS | Orals | OS1.1

An abrupt transition in the Antarctic sea ice–ocean system 

F. Alexander Haumann, François Massonnet, Paul R. Holland, Mitchell Bushuk, Ted Maksym, Will Hobbs, Michael P. Meredith, Ivana Cerovečki, Thomas Lavergne, Walter N. Meier, Marilyn Raphael, and Sharon Stammerjohn

Over the past decade, Antarctic sea ice extent exhibited a sequence of record maxima, followed by a rapid decline in 2015/16, and record minima since. In this presentation, we show that this sudden and remarkable ice loss marks an abrupt transition from a high to a low ice state that cannot be explained by year-to-year variability. Instead, it is most likely associated with a longer term variability arising from ice–ocean feedbacks. The abrupt transition was preceded by a multi-decadal increase in persistence and variance of the sea ice anomalies, an increasing upper Southern Ocean density stratification, and an accumulation of heat at the subsurface; suggesting a decoupling of the surface from the subsurface ocean. During this period, the sea ice anomalies shifted from being structured predominantly regionally and seasonally to a largely circumpolar and interannual regime. In 2015/16, the upper ocean density stratification in the ice-covered region suddenly weakened, leading to a release of heat from the subsurface, contributing to the sea ice decline during winter. Our analysis suggests that the sudden sea ice loss in 2015/16, and the persisting low ice conditions since, arose from a systematic change in the physical state of the coupled circumpolar ice–ocean system. This change will have wide implications for global climate, ecosystems, and the Antarctic Ice Sheet.

How to cite: Haumann, F. A., Massonnet, F., Holland, P. R., Bushuk, M., Maksym, T., Hobbs, W., Meredith, M. P., Cerovečki, I., Lavergne, T., Meier, W. N., Raphael, M., and Stammerjohn, S.: An abrupt transition in the Antarctic sea ice–ocean system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8749, https://doi.org/10.5194/egusphere-egu23-8749, 2023.

EGU23-9602 | Orals | OS1.1

An Atlantic-Pacific Seesaw in Circulation and Biogeochemistry 

James Rae, Charlotte O'brien, Louisa Bradtmiller, Andrea Burke, Holger Gebhardt, William Gray, Eloise Littley, Robb Wills, Xu Zhang, Michael Sarnthein, and David Thornalley

By regulating the supply of carbon, nutrients, and heat, ocean circulation at high latitudes plays a critical role in global climate.  During the last ice age, the Atlantic’s overturning circulation was repeatedly perturbed, associated with major changes in climate, but little is known of the response of biogeochemistry and circulation in the Pacific.  Here we present new high-resolution data that illuminate the coupled changes in circulation, CO2 and nutrient supply, and biological productivity associated with rapid climate change events at northern high latitudes.  We show that abrupt stadial cold events are consistently associated with pulses of enhanced nutrient supply and diatom productivity at mid latitudes in the North Atlantic.  Abrupt changes are also seen in the North Pacific, but are anti-phased, with peaks of productivity and nutrient supply occurring during abrupt interstadial warming.  Using model simulations, we show that these productivity changes can be explained by abrupt switches in the mode of overturning circulation, with weakened overturning associated with accumulation of nutrients in the subsurface waters that supply the surface via winter mixing and upwelling, alongside a southward shift of nutrient-rich subpolar waters.  Our results demonstrate the persistent operation of an Atlantic-Pacific seesaw in overturning circulation and biogeochemistry on centennial to millennial timescales and provide a valuable test for simulation of interlinked changes in circulation, biogeochemistry, and climate.

How to cite: Rae, J., O'brien, C., Bradtmiller, L., Burke, A., Gebhardt, H., Gray, W., Littley, E., Wills, R., Zhang, X., Sarnthein, M., and Thornalley, D.: An Atlantic-Pacific Seesaw in Circulation and Biogeochemistry, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9602, https://doi.org/10.5194/egusphere-egu23-9602, 2023.

EGU23-10855 | ECS | Orals | OS1.1

Increasing role of Kuroshio-Oyashio Extension variations as a conveyor of decadal ocean oscillation to seasonal air-sea heat exchange since the late 1980s 

Youngji Joh, Thomas Delworth, Andrew Wittenberg, Xiaosong Yang, Anthony Rosati, Nathaniel Johnson, and Liwei Jia

The Kuroshio-Oyashio Extension (KOE) is the North Pacific oceanic frontal zone where air-sea heat and moisture exchanges allow strong communication between the ocean and atmosphere. Using satellite observations and reanalysis datasets, we show that the KOE surface heat flux variability constitutes an essential component of the seasonal and decadal Pacific ocean/atmosphere variability. We first show a strong covariability between the winter air-sea heat exchange and decadal fluctuations of the Kuroshio Extension (KE) sea surface height (SSH; the SSH reflects upper-ocean heat content anomalies). Interannual to decadal variations of ocean subsurface heat content become strongly connected to the surface during early winter (i.e., November-December-January, NDJ), where they influence the strong ocean-to-atmosphere heat transfer over the KOE. During the early winter (NDJ), the enhanced Aleutian-Low-like atmospheric circulation associated with KE SSH helps to induce a substantial sea-air temperature difference through northwesterly winds over the warm ocean surface. The analysis over an extended time period (i.e., 1959-2022) exhibits that the KOE upward latent and sensible heat flux anomalies have been significantly enhanced since the late 1980s mainly due to increasing variance of the oceanic variability (e.g., KOE sea surface temperature) rather than atmospheric forcing changes (e.g., Aleutian Low). Our findings suggest that winter KOE heat flux variations can be useful climate proxies (e.g., KE SSH) as a physical indicator that links the subsurface ocean and atmosphere.

How to cite: Joh, Y., Delworth, T., Wittenberg, A., Yang, X., Rosati, A., Johnson, N., and Jia, L.: Increasing role of Kuroshio-Oyashio Extension variations as a conveyor of decadal ocean oscillation to seasonal air-sea heat exchange since the late 1980s, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10855, https://doi.org/10.5194/egusphere-egu23-10855, 2023.

EGU23-11728 | ECS | Orals | OS1.1

Using super-residual heat transport to elucidate ocean heat storage in a resolution hierarchy of models 

Jiheun Lee, Till Kuhlbrodt, Remi Tailleux, and Dave Storkey

The large spread in projections of ocean heat uptake found in CMIP simulations is known to be problematic, leading to large uncertainties in the projected future ocean heat storage. This study introduces a new diagnostic, super-residual transport (SRT), to trace ocean heat uptake processes consistently in different models. SRT is the contribution to ocean heat uptake associated with residual mean advection and isopycnal diffusion, and therefore explains large and mesoscale heat transports in terms of spatial scale regardless of model resolution. We compare two different resolutions (eddy-parameterising and eddy-present models) of the global coupled HadGEM3-GC3.1 models to investigate performance of ocean heat uptake simulation and suggest where focus should be applied in model development.

We find that high-latitude regions show substantial inter-resolution differences in SRT of the mean state. Due to strong along-isopycnal heat uptake poleward of 50°S, a large amount of heat is stored in the Southern Ocean with little sea surface warming. The ocean heat uptake in the mixed layer is stronger and deeper near Drake passage in the eddy-present model which has steeper isopycnal surfaces of the Southern Ocean. The deep ocean warming varies with model resolution due to different properties of deep water formation in Weddell Sea and North Atlantic, which provides different paths from the surface to the bottom of the ocean. We demonstrate that mesoscale eddy advection due to baroclinic instability, implemented by Gent-McWilliams parameterisation, is key to understanding the differences in warming Antarctic Bottom Water and North Atlantic Deep Water across resolutions.

In the context of CO2-forced change, SRT shows much higher similarity across model resolutions than in the mean state. For both model resolutions, the mixed layer warming driven by SRT is much reduced in the high-latitude Southern Ocean. This results mainly from slumping of isopycnals, which brings excessive heat further northward of 50°S and then downward by enhanced Deacon cell. Consistent with our findings in the mean state, deep ocean warming penetrated to the bottom of the Southern Ocean is only observed in the eddy-present model. An important implication of this result is that better agreement across model resolutions in AMOC strength and North Atlantic warming is achieved in CO2-induced SRT. This suggests that whether ocean mesoscale is explicitly resolved or parameterised becomes less influential with respect to the patterns of ocean warming as the climate warms, which results from abrupt changes in mean circulation and reduced effect of Gent-McWilliams parameterisation.

How to cite: Lee, J., Kuhlbrodt, T., Tailleux, R., and Storkey, D.: Using super-residual heat transport to elucidate ocean heat storage in a resolution hierarchy of models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11728, https://doi.org/10.5194/egusphere-egu23-11728, 2023.

EGU23-11881 | ECS | Posters on site | OS1.1

Modelling of Arabian Sea processes and investigation of Turbulent Kinetic Energy using Modular Ocean Model 

Rajesh Chauhan, Manasa Behera, and Sridhar Balasubramanian

Arabian sea (AS), a north Indian Ocean basin plays a significant role in the transfer of energy and moisture flux during the Indian summer monsoon. It is crucial to understand mixing in AS that affects ocean properties and subsequently the interaction between ocean and atmosphere. A huge amount of energy from the atmosphere in the form of winds is enforced to the ocean surface of Arabian Sea in summer monsoon which develops various large scale features such as Somali current, the great whirl, Socotra eddy and helps in churning the ocean layers. Thus in this study, standalone Ocean circulation model, Modular Ocean Model (MOM5) is used to study the dynamics and energetics of Arabian Sea in regional ocean domain. Regional AS with domain extent between 38 to 79⁰ E in longitude and 10⁰ S to 31⁰ N is chosen and open boundary condition is implemented at the southern and eastern part of the lateral boundaries for smooth exchange with the open ocean. Grid resolution is 0.25x0.25 ⁰ in horizontal and varies in vertical depth from 5m near surface to 500m near ocean bottom. Model is initialised from state of rest with an annual average Temperature and Salinity profile as background state and forced with 10 years climatology of daily average momentum flux from NASA JPL ECCO2 and heat fluxes from WHOI and precipitation from TRMM. At the lateral boundaries sea surface height anomaly is prescribed at 7 days interval to maintain the mass conservation. At lateral boundaries, vertical profiles of temperature and salinity are also prescribed at 5 days interval obtained from SODA. Model run is integrated for 10 years as spin up and then restarted for 5 years with instantaneous data from same source. The instantaneous 5-year output data is analysed to investigate the circulation and energetics in AS. It is observed that model very well represents the Somali current and south-eastward net water transport during summer monsoon and current reversal in winter monsoon with reversing winds and weak currents during boreal spring and fall. Salinity which plays dominant role in AS is also represented well in the model. Model produces a positive warm bias in the equatorial and south-western part of the domain which could be due to improper latent heat flux exchange. Investigation of Turbulent kinetic Energy (TKE) reveals that TKE is strong along Somali coast in summer monsoon and relatively weak in winter monsoon due to strong winds. Dissipation also shows strong signatures along Somali coast and quite strong features in equatorial region in winter monsoon. This indicates that AS is largely influenced by momentum flux exchange that in turn influences the energy budget.

How to cite: Chauhan, R., Behera, M., and Balasubramanian, S.: Modelling of Arabian Sea processes and investigation of Turbulent Kinetic Energy using Modular Ocean Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11881, https://doi.org/10.5194/egusphere-egu23-11881, 2023.

EGU23-13140 | ECS | Orals | OS1.1

Overturning and heat transport variations in the South Atlantic in an ocean reanalysis ensemble and other estimates 

Jonathan Baker, Richard Renshaw, Laura Jackson, Clotilde Dubois, Doroteaciro Iovino, Hao Zuo, Renellys Perez, Shenfu Dong, Marion Kersalé, Michael Mayer, Johannes Mayer, Sabrina Speich, and Tarron Lamont

The variability of the South Atlantic meridional overturning circulation and meridional heat transport measured across 34.5°S during 2013–2017 differs significantly between observational and ocean reanalysis estimates. Variability in an ocean reanalysis ensemble and an eddy-resolving reanalysis is similar to an altimeter-based estimate, but smaller than energy-budget and mooring-based estimates. Over 1993–2020, there is no long-term trend in the ensemble-mean overturning and heat transport, although there are inter-model differences, whereas the altimeter-based and energy-budget estimate transports increase over this period. Time-mean overturning volume transport (and the depth of maximum overturning) across 34.5°S in the ensemble and observations are similar, whereas the corresponding mean heat transports differ by up to 0.3 PW. The seasonal cycle of these transports varies between estimates, due to differences in the methods for estimating the geostrophic flow and the sampling characteristics of the observational approaches. The baroclinic, barotropic and Ekman MOC components tend to augment each other in mooring-based estimates, whereas in other estimates they tend to oppose each other so the monthly-mean, inter-annual and seasonal MOC anomalies have a greater magnitude in the mooring-based estimates. Thus, the mean and variation of real world South Atlantic transports, and the amplitude of their fluctuations, are still uncertain. Ocean reanalyses may be useful tools to understand these differences and the mechanisms that control volume and heat transport variability in the South Atlantic, a region critical for determining the global overturning pathways and inter-basin transports.   

How to cite: Baker, J., Renshaw, R., Jackson, L., Dubois, C., Iovino, D., Zuo, H., Perez, R., Dong, S., Kersalé, M., Mayer, M., Mayer, J., Speich, S., and Lamont, T.: Overturning and heat transport variations in the South Atlantic in an ocean reanalysis ensemble and other estimates, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13140, https://doi.org/10.5194/egusphere-egu23-13140, 2023.

EGU23-13731 | Orals | OS1.1

Easterlies/Westerlies convergence in the tropical Pacific triggering El Niño initiation? 

Sandro Carniel and Gianluca Eusebi Borzelli

Climate change and climate variability play a relevant role on the occurrence of conflicts in several parts of the world, including the tropics, where events of flooding and droughts are dictated by El Niño Southern Oscillation (ENSO). In order to better analyze possible relations between conflicts hot-spots and ENSO impacts on society and security, a better understanding of the dynamics of the latter is needed. ENSO is the result of an ocean-atmosphere feedback, which produces an irregular oscillation between a warm (El Niño) and a cold (La Niña) phase, peaking in boreal winter and recurring every 2-5 years. During La Niña phase, intensified trade winds accumulate warm water in to the west of the Pacific, leading to droughts in the northern US and catastrophic floods in regions such as northern Australia. During El Niño warm phase, westerly winds advect warm waters eastward towards the coasts of America, generating dry conditions in northern US and Canada, and wetter periods in the US Gulf Coast areas. Most of the studies on ENSO focused on the coupling between changes in the depth of the main thermocline, heat content in the surface layer of the water column and oceanic feedback on the zonal wind pattern. According to these works, the subsurface memory of the ocean (i.e. the heat stored in the surface layer), depends on the depth of the thermocline and the zonal shape of the isothermal surfaces is sustained by the dynamical balance between the zonal pressure gradient and the trade winds. This process systematically transfers heat westward and “charges” the western Pacific, which is then “discharged” through the action of eastward propagating internal Kelvin Waves (KW). While westerly wind events are known to play an important role in the generation of KW associated with El Niño, much less is known on the role of easterly winds. Here we show that the encountering between Westerlies and Easterlies determines the convergence, providing the initial forcing exciting internal, downwelling Rossby and Kelvin waves. Only KW formed east of 175oE  reach the eastern Pacific boundary and determine an El Niño events, that become the more intense the more the waves are formed eastward, indicating a “zonal position” triggering of El Niño. It is shown here that the zonal shifts of the Easterlies/Westerlies convergence region displaces zonally in phase with region of the deep atmospheric convection and with the Southern Oscillation Index, indicating that changes in the large scale pressure system, the zonal position of westerly wind events, the easterly wind variability, the position of the deep atmospheric convection and El Niño are all intimately related features of the whole tropical Pacific climate system.

Funding from the STO Office of Chief Scientist 907EUR30 is gratefully acknowledged.

How to cite: Carniel, S. and Eusebi Borzelli, G.: Easterlies/Westerlies convergence in the tropical Pacific triggering El Niño initiation?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13731, https://doi.org/10.5194/egusphere-egu23-13731, 2023.

EGU23-13931 | Orals | OS1.1

Breaking down the overturning circulation to local mixing 

Knut Klingbeil, Erika Henell, Ulf Gräwe, and Hans Burchard

I will present an analytical relation that directly shows how mixing locally drives the overturning circulation. The theory is based on the application of the well-known Water Mass Transformation framework to each local water column. The budgets for volume and tracer content mapped to tracer space are supplemented by a budget for the squared tracer. Mixing is defined by the destruction term of squared tracer, which is equivalent to the decay of tracer variance. I will present maps of the simulated diahaline mixing and the associated diahaline exchange velocity in the Baltic Sea. In addition, our numerical model offers to separately diagnose the mixing due to turbulence parameterizations and the spurious mixing due to discrete transport schemes. This enables us to also quantify the amount of spuriously induced overturning circulation. The planned application to diapycnal exchange and the global overturing circulation will be outlined.

How to cite: Klingbeil, K., Henell, E., Gräwe, U., and Burchard, H.: Breaking down the overturning circulation to local mixing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13931, https://doi.org/10.5194/egusphere-egu23-13931, 2023.

The rates and mechanisms of ocean mixing are important controls on how the oceans function; yet, our understanding of mixing in the ocean is significantly limited by complex variability in mixing rates and processes and by a scarcity of direct observations. In the Arctic Ocean, the challenges involved in understanding mixing space-time geography and its implications are significant: mixing measurements are especially sparse, and latitude, ice, and stratification make the mixing environment unique. In this talk, I’ll discuss various ways we are mapping Arctic Ocean mixing rates and deriving insights into what sets their variability in space and in time using pan-Arctic measurements from a variety of autonomous instrument platforms and the archived data record. I’ll also show results from our experiments with realistic ocean models to argue that this map matters both to our understanding of Arctic Ocean functioning and our ability to make robust predictions of climate change.

How to cite: Waterman, S.: Filling in the Map: Arctic Ocean mixing space-time geography & its implications, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13961, https://doi.org/10.5194/egusphere-egu23-13961, 2023.

Vertical velocities are several orders of magnitude smaller than the horizontal ones when looking at patterns larger than the sub-mesoscales in the open ocean. Hence, direct measurement attempts of open ocean w are scarce. Methods for estimating w in the real ocean combine theory and observation-based fields. In the present work, climatological circulation patterns in Linear Vorticity Balance (LVB: βv=f∂w/∂z) are first identified in an eddy-permitting OGCM. Then, for such regime of circulation, we show that it is possible to reconstruct a robust w field for the climatological mean.

In the first part, we present a thorough baroclinic analysis of the climatological LVB. Below the Mixed Layer, the LVB holds to first order in the tropical and subtropical gyres interior and part of subpolar and austral circulation throughout the water column. Within western boundary currents, the equatorial band, areas of the subpolar gyres and the Circumpolar Circulation, significant departures occur due to the dominance of other terms in the vorticity budget, such as nonlinearities or friction. Although the ocean transport adjustment occurs on time scales constrained by basin-crossing times of Rossby waves, we show that the LVB often holds at much shorter time scales of a few years. When the climatology is reduced, the LVB's strength to describe the ocean circulation is relatively maintained. However, the time-dependent of the vorticity balance becomes significant and impacts the vorticity balance in western boundary currents and western tropical regions.

These results allow us to reconstruct the interannual variability of w for flows in LVB using geostrophic meridional velocities and satellite wind fields within large fractions of the global ocean. In the last part, we explore the differences at regional scale between our observation-based reconstruction and two other available estimates of w: one produced by an ocean reanalysis and the other reconstructed with observations and the Omega equation theory.

How to cite: Cortés Morales, D. and Lazar, A.: Estimating the interannual variability of vertical velocity within the global ocean thermocline from observation-based geostrophic meridional velocities., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14367, https://doi.org/10.5194/egusphere-egu23-14367, 2023.

EGU23-14931 | Orals | OS1.1

New improvements for monitoring the Ocean Heat Content and the Earth Energy imbalance (MOHeaCAN). 

Florence Marti, Alejandro Blazquez, Benoit Meyssignac, Michaël Ablain, Anne Barnoud, Robin Fraudeau, Victor Rousseau, Jonathan Chenal, Gilles Larnicol, Julia Pfeffer, Marco Restano, Jérôme Benveniste, Gérald Dibarboure, and Francois Bignalet-Cazalet

The Earth energy imbalance (EEI) at the top of the atmosphere is responsible for the accumulation of energy in the climate system. While necessary to better understand the Earth’s warming climate, measuring the EEI is challenging as it is a globally integrated variable whose variations are small (0.5-1 W.m−2) compared to the amount of energy entering and leaving the climate system (~ 340 W.m-2). Accuracies better than 0.1 W.m−2 are needed to evaluate the temporal variations of the EEI at decadal and longer time-scales. The CERES experiment provides EEI time variations with a typical uncertainty of ± 0.1 W.m−2 and shows a trend in EEI of 0.50 +/- 0.47 W.m−2 per decade over the period 2005-2019.

The combination of space altimetry and space gravimetry measurements provides an estimate of the ocean heat content (OHC) change which is an accurate proxy of EEI (because >90% of the excess of energy stored by the planet in response to the EEI is accumulated in the ocean in the form of heat). 

In Marti et al. (2021), the global OHC was estimated at global scales based on the combination of space altimetry and space gravimetry measurements over 2002-2016. Changes in the EEI were then derived with realistic estimates of its uncertainty.

Here we present the improvements brought to the global OGC and EEI over an extended period (2002-2021), such as the calculation of the expansion efficiency of heat over the total water column, the improvement of ocean mass solution, the empirical correction of the wet tropospheric correction of Jason-3 altimeter measurements (Barnoud et al., 2022).

The space geodetic GOHC-EEI product based on space altimetry and space gravimetry is available on the AVSIO website at https://doi.org/10.24400/527896/a01-2020.003.

 

References:

Barnoud A., Picard B., Meyssignac B., Marti F., Ablain M., Roca R. Reducing the uncertainty in the satellite altimetry estimates of global mean sea level trends using highly stable water vapour climate data records. Submitted to JGR: Oceans.

Marti, F., Blazquez, A., Meyssignac, B., Ablain, M., Barnoud, A., Fraudeau, R., Jugier, R., Chenal, J., Larnicol, G., Pfeffer, J., Restano, M., and Benveniste, J.: Monitoring the ocean heat content change and the Earth energy imbalance from space altimetry and space gravimetry, Earth Syst. Sci. Data, 14, 229–249, https://doi.org/10.5194/essd-14-229-2022, 2022.



How to cite: Marti, F., Blazquez, A., Meyssignac, B., Ablain, M., Barnoud, A., Fraudeau, R., Rousseau, V., Chenal, J., Larnicol, G., Pfeffer, J., Restano, M., Benveniste, J., Dibarboure, G., and Bignalet-Cazalet, F.: New improvements for monitoring the Ocean Heat Content and the Earth Energy imbalance (MOHeaCAN)., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14931, https://doi.org/10.5194/egusphere-egu23-14931, 2023.

The Atlantic Meridional Overturning Circulation (AMOC) transports heat and salt between the tropical Atlantic and Arctic Oceans. The interior of the North Atlantic Subpolar Gyre (SPG) is responsible for the much of the water mass transformation in the AMOC, and the export of this water to intensified boundary currents is crucial for projecting air-sea interaction onto the strength of the AMOC. However, the magnitude and location of exchange between the SPG and the boundary remains unclear. We present a novel climatology of the SPG boundary using quality controlled CTD and Argo hydrography, defining the SPG interior as the oceanic region bounded by 47° N and the 1000m isobath.  From this hydrography we find geostrophic flow out of the SPG around much of the boundary with minimal seasonality.  The horizontal density gradient is reversed around West Greenland, where the geostrophic flow is into the SPG.  Surface Ekman forcing drives net flow out of the SPG in all seasons with pronounced seasonality, varying between 2.45 ± 0.73 Sv in the summer and 7.70 ± 2.90 Sv in the winter.  We estimate heat advected into the SPG to be between 0.14 ± 0.05 PW in the winter and 0.23 ± 0.05 PW in the spring, and freshwater advected out of the SPG to be between 0.07 ± 0.02 Sv in the summer and 0.15 ± 0.02 Sv in the autumn. These estimates approximately balance the surface heat and freshwater fluxes over the SPG domain. Overturning in the SPG varies seasonally, with a minimum of 6.20 ± 1.40 Sv in the autumn and a maximum of 10.17 ± 1.91 Sv in the spring, with surface Ekman the most likely primary driver of this variability.  The density of maximum overturning is at 27.30 kgm-3, with a second, smaller maximum at 27.54 kgm-3.  Upper waters (σ0 < 27.30 kgm-3) are transformed in the interior then exported as either intermediate water (27.30-27.54 kgm-3) in the North Atlantic Current (NAC) or as dense water (σ0 > 27.54 kgm-3) exiting to the south.  Our results support the present consensus that the formation and pre-conditioning of subpolar Mode Water in the north-eastern Atlantic is a key determinant of AMOC strength.

How to cite: Jones, S., Fraser, N., Cunningham, S., Fox, A., and Inall, M.: Observation-based estimates of volume, heat and freshwater exchanges between the subpolar North Atlantic interior, its boundary currents and the atmosphere, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15026, https://doi.org/10.5194/egusphere-egu23-15026, 2023.

EGU23-15466 | ECS | Orals | OS1.1

Mixing Processes in the Dotson Ice Shelf Outflow 

Tiago Dotto, Rob Hall, Peter Sheehan, Gillian Damerell, Yixi Zheng, Lars Boehme, Sharon Stammerjohn, and Karen Heywood

The Dotson Ice Shelf (DIS) shows high rates of basal melting in recent decades. Relatively warm ocean currents access the sub-ice shelf cavity and interact with the base of the ice shelf providing heat for its melting. The water mass transformation associated with the mixture of warm water and meltwater creates buoyant plumes that shallow as they flow out from the cavity. Here, we show that high turbulent kinetic energy (TKE) dissipation rates (up to order 10−7 W kg−1) and diapycnal eddy diffusivities (up to order 10−2 m2 s−1) are associated with the outflow current from DIS. Four high-resolution Vertical Microstructure Profile (VMP) and ship-based Acoustic Doppler Current Profiler (SADCP) sections were conducted in January and February 2022 at the western side of DIS spanning the outflow as it hugs the steep topographic slope. Near-bed TKE dissipations rates are elevated by up to 3 orders of magnitude and elevated mixing rates are also observed mid-water column around the edges of the outflow. These elevated TKE are associated with friction near the bed and current shear at the outflow boundary. In this presentation, we explore the consequences for dissipation of physical and biogeochemical properties.

How to cite: Dotto, T., Hall, R., Sheehan, P., Damerell, G., Zheng, Y., Boehme, L., Stammerjohn, S., and Heywood, K.: Mixing Processes in the Dotson Ice Shelf Outflow, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15466, https://doi.org/10.5194/egusphere-egu23-15466, 2023.

EGU23-16257 | ECS | Posters on site | OS1.1

Sensitivity of the observed and modeled discrepancy in tropical Pacific Sea Surface temperatures to the time interval 

Shreya Dhame, Dirk Olonscheck, and Maria Rugenstein

The time-evolving pattern of ocean surface warming in the Pacific Ocean affects the radiation budget and estimates of global climate sensitivity. Over the historical period, models consistently show a different equatorial Pacific SST warming pattern than observed.

Some studies attribute the large discrepancies between the observed and modeled SST trends in the Pacific Ocean, in recent decades, to systemic model biases and their response to greenhouse gas forcing or model biases in the spatial and temporal pattern of multi-decadal variability (e.g., Seager et al, 2019, 2022; Wills et al, 2022). Other studies find that the observed warming pattern can be explained by internal variability (e.g., Olonscheck et al, 2020; Watanabe et al, 2021). Here, we examine whether these analyses of regional temperature changes in the tropical Pacific Ocean are sensitive to the time interval selected to calculate the multi-decadal trends and whether the sensitivity to the time interval can explain the conflicting results of previous studies.

Olonscheck, D., Rugenstein, M., & Marotzke, J. (2020). Broad consistency between observed and simulated trends in sea surface temperature patterns. Geophysical Research Letters47(10), e2019GL086773.

Seager, R., Cane, M., Henderson, N., Lee, D. E., Abernathey, R., & Zhang, H. (2019). Strengthening tropical Pacific zonal sea surface temperature gradient consistent with rising greenhouse gases. Nature Climate Change9(7), 517-522.

Seager, R., Henderson, N., & Cane, M. (2022). Persistent discrepancies between observed and modeled trends in the tropical Pacific Ocean. Journal of Climate, 1-41.Watanabe, M., Dufresne, J. L., Kosaka, Y., Mauritsen, T., & Tatebe, H. (2021). Enhanced warming constrained by past trends in equatorial Pacific sea surface temperature gradient. Nature Climate Change11(1), 33-37.

Wills, R. C., Dong, Y., Proistosecu, C., Armour, K. C., & Battisti, D. S. (2022). Systematic Climate Model Biases in the Large‐Scale Patterns of Recent Sea‐Surface Temperature and Sea‐Level Pressure Change. Geophysical Research Letters49(17), e2022GL100011.

How to cite: Dhame, S., Olonscheck, D., and Rugenstein, M.: Sensitivity of the observed and modeled discrepancy in tropical Pacific Sea Surface temperatures to the time interval, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16257, https://doi.org/10.5194/egusphere-egu23-16257, 2023.

EGU23-314 | ECS | Posters on site | OS1.2

Current feedback in an anticyclonic eddy during the passage of cold frontal systems over the Gulf of Mexico 

Ivonne García Martínez and Julio Sheinbaum Pardo

In autumn and winter, the dynamics and thermodynamics of the anticyclonic eddies detached from the Loop Current in the Gulf of Mexico are strongly influenced by the passage of cold fronts and Northerly winds. In turn, the interaction between the wind and these anticyclonic eddies modulates vertical nutrient fluxes, biomass, and phytoplankton community distribution at mesoscale and sub-mesoscale. In this work, the physical mechanisms of eddy-cold front interactions are analysed based on high-resolution (3 km) numerical simulations of the NEMO (Nucleous for European Modeling of the Ocean) model, contrasting simulations that partially include or not the effect of ocean currents on the wind stress (the so-called current feedback). This analysis is part of a work in progress focused on developing and implementing a high-resolution ocean-atmosphere coupled model for the Gulf of Mexico.

How to cite: García Martínez, I. and Sheinbaum Pardo, J.: Current feedback in an anticyclonic eddy during the passage of cold frontal systems over the Gulf of Mexico, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-314, https://doi.org/10.5194/egusphere-egu23-314, 2023.

EGU23-514 | ECS | Orals | OS1.2

Impact of Bay of Bengal mesoscale eddies on Indian Summer Monsoon Rainfall 

Kiran Vg, Suryachandra A Rao, and Prasanth A Pillai

The northern Indian Ocean serves as an ideal space to study the interaction between Ocean and atmosphere as it accommodates unique and versatile oceanic conditions and the largest monsoonal circulation in the world. The South Asian Monsoon System, the largest of its kind, directly impacts the lives and livelihoods of billions of people living in the Indian Subcontinent. Various factors that influence its strength and characteristics have been studied extensively throughout the years. But, owing to its complex and dynamic nature, a comprehensive understanding and accurate monsoon prediction remain a work in progress. Several Oceanic components that play a part in monsoon processes have been identified. Our study focuses on the Bay of Bengal, distinguished from other oceans due to its highly stratified upper layers. Through this study, we aim to understand the Impact of mesoscale eddies in the Bay of Bengal on the Indian Summer monsoon.

 

The influence of oceanic mesoscale eddies on the circulation and precipitation directly over them has been addressed through different studies after the advent of high-resolution satellite data. The current research focuses on the large-scale influence of the eddies in the Bay of Bengal on the seasonal rainfall during the Indian summer monsoon(ISM). Indices were created using the Okubo Weiss parameter to understand the inter-annual variation of eddies (classified according to polarities and regions of occurrence). These indices correlated with the ISM system suggested that Anticyclonic eddies in the  Western Bay of Bengal strongly influenced wind and rainfall patterns over the monsoon region. The Anticyclonic Eddy activity that peaked during the El Nino years countered the suppression of rainfall by El Nino through enhanced synoptic activity in BoB. The low-pressure system formation and propagation in BoB were found to be stronger in the years having more anticyclonic eddies. The warming created by the warm-core Anticyclonic eddies initiates an Anticyclonic(Clockwise) circulation around the region, which feeds back into the existing oceanic conditions. This coupled Ocean-Atmospheric system mediated through the mesoscale eddies needs to be further analyzed through stand-alone and coupled modeling experiments. Improving the representation of the mesoscale processes in the Northern Indian Ocean can serve as a crucial step in improving the monsoon prediction systems.

How to cite: Vg, K., A Rao, S., and A Pillai, P.: Impact of Bay of Bengal mesoscale eddies on Indian Summer Monsoon Rainfall, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-514, https://doi.org/10.5194/egusphere-egu23-514, 2023.

The Bay of Bengal is a unique tropical ocean basin because of seasonally reversing monsoon
winds; copious freshwater discharge from nearby continental rivers helps barrier layer formation. 
Again, due to its capacity to keep warm SST beyond 28oC, the bay is prone to tropical cyclones
during the transition between two monsoons. Geographically, the basin is land bounded on three 
sides and connected to global oceans through its southern boundary. Vicinity to the equatorial 
The Indian Ocean facilitates the propagation of Kelvin waves through its rim as coastally trapped 
waves. Hence, local and remote forcings make the bay an active basin for brewing mesoscale 
features like eddies. Eddies play a vital role in the bay's upper ocean mesoscale dynamics (O[100s 
Km]). Surface intensified eddies are well studied, but very little is known about subsurface 
circulations. Limited literature reports active subsurface eddy fields in the basin. Observations by 
a RAMA buoy at 90oE, 15oN from 2007 to 2020 shows a thermocline bulge. For about a month, 
this peculiar subsurface feature is characterized by the doming (denting) of the seasonal 
thermocline's upper (lower) part. The bulge is a regular seasonal feature during the winter 
monsoon as denoted by time series analysis of D26 (depth of 26oC isotherm) – D12 (depth of 
26oC isotherm) from RAMA temperature. This research, using a suite of in-situ moored buoy 
observations, satellite altimetry, OSCAR surface current, near-surface ASCAT wind and HYCOM 
re-analysis data, suggests a possible mechanism for the formation of thermocline bulge. Usually, 
it isn't easy to detect a subsurface feature from the sea surface variables like SST or SLA. But 
eddy-wind interactions can lead to the local generation of lens-shaped features in the 
thermocline of a pre-existing surface-intensified anti-cyclonic eddy. Observations show the 
simultaneous development of a surface anti-cyclone off the Irrawaddy delta (hereafter referred 
to as ICAE) and upwelling-favourable winter monsoon winds in the background. The interaction 
of background wind stress with the IACE facilitates the formation of a bulge by doming the 
seasonal thermocline at the eddy core. The thermocline bulge starts its westward journey along 
with the parent eddy due to Rossby wave forcing in December and crosses the RAMA buoy in 
mid-January. Three factors are responsible for a bulged IACE off the Myanmar coast: 1. the arrival 
of coastal Kelvin waves due to intense remote equatorial forcing by Wrytki jets, 2. eddy 
separation from the coast, and 3. Ekman suction (or upwelling) at the centre of IACE due to local 
"eddy-wind" interaction during late fall to winter. The IACE that wraps a bulged thermocline in 
its core is an example of seasonal mode-water ACE or intra-thermocline eddy during the winter, 
typical in higher latitudes but only recently observed in tropical basins like the Bay of Bengal.

How to cite: Kalita, B. K. and Vinayachandran, P.: Role of coastally trapped waves of remote origin and local eddy-wind interaction in the formation of seasonal thermocline bulge in the Bay of Bengal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-713, https://doi.org/10.5194/egusphere-egu23-713, 2023.

In this study, two years (2021-2022) of High Frequency Radar (HFR) sea surface current data (30 min time resolution) and modelled near-bottom wind data (1 h time resolution) in the Gulf of Trieste (Northern Adriatic Sea) are analysed through a superstatistical (a superposition of different statistics) approach.
 
Three distinct main wind forcing regimes are present in the Gulf of Trieste: Bora, Sirocco and low wind. Bora and Sirocco are strong winds whose characteristics are different: the Bora is a cold wind that blows in gusts from the East-North-East with a short fetch, the Sirocco is a warm wind that blows from the South with a fetch along the entire Adriatic.
 
The currents in the Gulf of Trieste are forced and highly dependent on such variable wind conditions. It results in a succession of different sea current dynamics on different time scales, asking for a superstatistical analysis of the sea surface current data. From the oceanic signal it is possible to extract two different time scales: a relaxation time τ, the time the system spends to reach the local equilibrium and a larger timescale T, the time for which the signal is locally gaussian. This permits extracting a slowly varying β(t) strictly connected to the original time series’ local variance σ2-1. Neither β nor σ2 show well known PDFs and have algebraic tails. Contrary to what one might expect, they show a universal behaviour with respect to the different wind regimes blowing over the Gulf of Trieste.

How to cite: Flora, S., Ursella, L., and Wirth, A.: Superstatistical analysis of sea surface currents in the Gulf of Trieste, measured by HF Radar, and its relation to wind regimes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1063, https://doi.org/10.5194/egusphere-egu23-1063, 2023.

EGU23-1996 | ECS | Posters on site | OS1.2

Resolution sensitivity of tropical turbulent fluxes and precipitation in NorESM models 

Fangxing Tian, Noel Keenlyside, Ingo Bethke, Shunya Koseki, and Fei Li

We evaluated the ¼° model NorESM1.3 in which the well-known “double-ITCZ problem” in the Pacific is mitigated. However, excessive precipitation is produced in the northern branch of the ITCZ. The excessive precipitation is consistent with overevaluated latent heat flux in the tropical ocean. Further analysis shows that in NorESM1.3, the latent heat flux is too sensitive to the surface wind. The increased sensitivity in the ¼° model is partly contributed by small-scale air-sea interaction. The sensitivity of latent heat flux to surface wind, with the scale finer than 2.5°, is up to 40 (Wm-2 / ms-1), which is almost twice of that with scale coarser than 2.5°. This study helps to understand extra air-sea interaction resolved by higher-resolution models, and helps to tune and correct the related model bias.  

How to cite: Tian, F., Keenlyside, N., Bethke, I., Koseki, S., and Li, F.: Resolution sensitivity of tropical turbulent fluxes and precipitation in NorESM models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1996, https://doi.org/10.5194/egusphere-egu23-1996, 2023.

EGU23-2108 | ECS | Posters on site | OS1.2

Impact of Diurnal Warm Layers on Atmospheric Convection 

Radomyra Shevchenko, Cathy Hohenegger, and Mira Schmitt

The phenomenon of sea surface temperature (SST) anomalies created by oceanic diurnal warm layers has been extensively studied for the last decades, but the assessment of its importance for atmospheric convection has come within reach only very recently, thanks to the development of kilometre-scale simulations. We use the output of a global coupled simulation with a 5km horizontal grid spacing and near-surface ocean layers of order O(0.5m) to explicitly resolve both atmospheric convection and diurnal warm layers. As expected, the simulations produce daily SST fluctuations of up to several degrees. The increase of SST during the day causes an abrupt afternoon increase of atmospheric moisture due to enhanced latent heat flux. This increase is followed by an increase in cloud cover and cloud liquid water content. However, although the daily SST amplitude is exaggerated in comparison to reanalysis, the impact on cloud cover and cloud liquid water content only lasts for 5-6 hours. Moreover, the global daily average of these quantities is not influenced by their increase. All in all, we conclude that the global short-timescale impact of diurnal warm layers is negligible.

How to cite: Shevchenko, R., Hohenegger, C., and Schmitt, M.: Impact of Diurnal Warm Layers on Atmospheric Convection, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2108, https://doi.org/10.5194/egusphere-egu23-2108, 2023.

EGU23-2957 | Orals | OS1.2 | Highlight

Extreme air-sea turbulent heat fluxes over the global oceans: determination, implications and mechanisms 

Sergey Gulev, Konstantin Belyaev, and Natalia Tilinina

Extreme surface turbulent heat fluxes affecting convective processes in subpolar ocean regions may amount to 1000-3000 W/m2. Their quantitative estimation is critically important for many oceanographic and meteorological applications. Extreme turbulent fluxes are largely responsible for the vertical mixing in the ocean, especially in the subpolar latitudes where deep convection forms intermediate waters. Over western boundary currents and their extension regions very strong turbulent heat fluxes may result in local responses in the lower atmosphere on time scales from several hours to days and spatial scales from several kilometers to several tens of kilometers. Accurate estimation of extreme turbulent fluxes also strongly relates to the sampling problem especially for the poorly and irregularly sampled regions. Estimation of extreme turbulent fluxes is thus requires knowledge of probability distribution of fluxes. We suggest a concept for determination of extreme surface turbulent heat fluxes based upon theoretical probability distributions, which allow for accurate estimation of extreme fluxes. In this concept the absolute extremeness of surface turbulent fluxes is quantified from the Modified Fisher-Tippett (MFT) distribution. Further we extend MFT distribution to a fractional distribution, quantifying the so-called relative extremeness, representing the fraction of surface flux accumulated during continuous time (e.g. months, season) due to most intense surface fluxes (e.g. the strongest 1% of flux events). We provide explicit form of the fractional distribution and effective algorithms for parameter estimation.

Further we demonstrate applications of the concept for the global ocean using reanalyses and Voluntary Observing Ship (VOS) data for the period 1979 onwards. Global climatologies reveal that the regions with the strongest relative extremeness are not collocated with the strongest mean fluxes. Moreover, interannual variability of the absolute and relative flux extremes is not necessarily correlated with variability of mean fluxes. Growing mean flux may result in both increase and decrease of absolute and relative extremes that has implications for estimates of linear trends which may have different signs for mean fluxes, absolute and relative flux extremes – the situations found for the western boundary currents and major convections sites. Suggested concept has also profound implications for comparative assessments of surface turbulent fluxes from reanalyses (ERA5, ERA-Interim, CFSR, MERRA2, NCEP-DOE, JRA55) and satellite (IFREMER, J-OFURO, HOAPS, SEAFLUX) products. High mean fluxes in some products are not necessarily associated with the strongest absolute and relative extremeness in the same products and vice versa. Also a new concept allows for accurate estimation and minimization of sampling biases in VOS and satellite flux products. Finally, we analyzed the mechanisms responsible for forming extreme surface turbulent fluxes associated with cold air outbreaks in the rear parts of midlatitudinal cyclones under locally high winds and strong air-sea temperature gradients.

How to cite: Gulev, S., Belyaev, K., and Tilinina, N.: Extreme air-sea turbulent heat fluxes over the global oceans: determination, implications and mechanisms, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2957, https://doi.org/10.5194/egusphere-egu23-2957, 2023.

EGU23-3127 | ECS | Orals | OS1.2

Develop an ocean-atmosphere-wave regional coupled model Windwave version 1.0 for predicting wind and wave conditions of the Northwest Pacific Ocean 

Shu Fu, Wenyu Huang, Runqing Lv, Zifan Yang, Tianpei Qiu, Danyi Sun, Jingjia Luo, Xiaomeng Huang, Haohuan Fu, Yong Luo, and Bin Wang

A new ocean-atmosphere-wave regional coupled model named Windwave version 1.0 for simulating and predicting winds and waves has been developed for the Northwest Pacific Ocean. In particular, the global-to-regional nesting technique is adopted for the ocean component to alleviate the bias due to the inconsistency in the lateral boundary. This paper is devoted to describing the coupling details of Windwave and the initialization scheme and assessing its basic performance, especially in predicting surface winds and significant wave heights (SWH) on the weather timescale. The control experiment set contains 31 experiments for August 2020, with seven typhoons passing through the Northwest Pacific. Each experiment starts at 0:00 am UTC of each day and runs for three days. Experiment results show that the new coupled model performs well in predicting surface winds, SWH, surface air temperature, and sea surface temperature on the weather timescale. In particular, the Root Mean Square Errors (RMSEs) of surface winds at 10 m height over the Northwest Pacific of the control experiment are 1.82 m s-1, 2.22 m s-1, and 2.59 m s-1, respectively, at lead times of 24 h, 48 h, and 72 h. Meanwhile, the RMSEs of SWH at lead times of 24 h, 48 h, and 72 h are 0.39 m, 0.43 m, and 0.51 m. In addition, we have explored the impacts of the different sea surface aerodynamic roughness parameterization schemes on predicting surface winds and SWH. In total, five different sea surface aerodynamic roughness parameterization schemes are adopted, corresponding to one control set and four sensitivity sets of experiments. Under normal conditions, the sea surface aerodynamic roughness parameterization scheme considering the effects of wind-wave direction tends to perform better for winds and waves, while that depending on wave age and SWH tends to perform worse. Under extreme wind and wave conditions, the schemes considering the effects of wind-wave direction and that considering wave age and peak wave length have better performance. These findings can provide new insights for developing a more advanced sea surface aerodynamic roughness parameterization scheme.

How to cite: Fu, S., Huang, W., Lv, R., Yang, Z., Qiu, T., Sun, D., Luo, J., Huang, X., Fu, H., Luo, Y., and Wang, B.: Develop an ocean-atmosphere-wave regional coupled model Windwave version 1.0 for predicting wind and wave conditions of the Northwest Pacific Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3127, https://doi.org/10.5194/egusphere-egu23-3127, 2023.

EGU23-3608 | Orals | OS1.2 | Highlight

Lessons learned from the EUREC4A-OA experiment on the impact of ocean small scales on air-sea interactions in the Northwest Tropical Atlantic 

Sabrina Speich, Johannes Karstensen, Gilles Reverdin, Léa Olivier, Pablo Fernandez, Pierre L'Hégaret, Solange Coadou, Rémi Laxenaire, Dongxiao Zhang, Chelle Gentemann, Peter Landschutzer, Jacqueline Boutin, Hugo Bellenger, Claudia Pasquero, Agostino Meroni, Matteo Borgnino, Claudia Acquistapace, and Laurent Bopp

EUREC4A-OA is a large international project, connecting experts of ocean and atmosphere observations and modelling to enhance the understanding of key ocean and air-sea processes at the and to improve the skill of forecasts and future projections.

The core of EUREC4A-OA has been a one-month (Jan/Feb 2020) field study in the western tropical North Atlantic Ocean where high-resolution, synchronized observational data have been collected using cutting-edge technology on ships, airplanes and autonomous vehicles. EUREC4A-OA investigates heat, momentum, water and CO2 transport within the ocean and exchanges across the air/sea interface using innovative high-resolution ocean observations and a hierarchy of numerical simulations. EUREC4A-OA focuses on ocean dynamics at the small-scale (0.1–100 km) and related atmospheric boundary layer processes. EUREC4A-OA is centered on the tropics where the primary external time scale affecting air-sea exchange is the diurnal cycle. However, the internal ocean and atmosphere dynamics convolute the diurnal, synoptic, seasonal and longer time scales to climate variability.

The talk will present some of the results we obtained so far from the observations collected during the field experiment and from numerical simulations. The analyses carried out revealed with unprecedented detail the particular characteristics of the ocean small-scale dynamics, enlightening that such scales are also very active in the tropical regions and not only over the mid and higher latitudes ocean.  Observations and models also unveil that the ocean small scales is important in contributing to the exchanges of heat, freshwater and CO2 between the ocean and the atmosphere. Moreover, the evaluation of the intensity of the coupling between the ocean and the atmosphere assessed from data and high-resolution simulations show that they are very important and intimately linked with the 3D structure of the small-scale ocean dynamics. The project has also provided preliminary results in terms of parametrization of different processes influencing the ocean and atmosphere exchanges that have been uncovered by the EUREC4A-OA field experiment. Notably a better representation of the small-scale freshwater patches due to precipitation has been introduced in the French Earth-System model that improves the overall simulations of air-sea interactions and clouds. A similar parametrization is now been introduced to take into account these physical processes in air-sea fluxes of CO2.

How to cite: Speich, S., Karstensen, J., Reverdin, G., Olivier, L., Fernandez, P., L'Hégaret, P., Coadou, S., Laxenaire, R., Zhang, D., Gentemann, C., Landschutzer, P., Boutin, J., Bellenger, H., Pasquero, C., Meroni, A., Borgnino, M., Acquistapace, C., and Bopp, L.: Lessons learned from the EUREC4A-OA experiment on the impact of ocean small scales on air-sea interactions in the Northwest Tropical Atlantic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3608, https://doi.org/10.5194/egusphere-egu23-3608, 2023.

EGU23-3693 | Orals | OS1.2

Seasonal buildup and downward transfer of Warm Pool heat content by wind-driven ocean mixing 

Noel Gutierrez Brizuela, Yi Xia, Shang-Ping Xie, Matthew Alford, and James Moum

Ocean heat stored in the Western Pacific Warm Pool (WPWP) helps drive some of the foremost modes of weather and climate variability including ENSO, Intraseasonal Oscillations, and tropical cyclones. To understand the associated coupled mechanisms that regulate ocean temperature, we use reanalysis and a novel moored microstructure dataset yielding estimates of the turbulent ocean heat flux (Jq(z)) to describe how WPWP mixing is regulated by seasonal, intraseasonal, and synoptic-scale atmospheric disturbances. It is argued that observed variations in Jq(z) impact seasonal-to-synoptic trends in SST and mixed-layer depth. Jq(z) is weakest during Spring (dry season), when heat fluxes into the ocean (Qnet > 0) create a shallow mixed layer (ML) of warm water that lays undisturbed atop the seasonal thermocline. In the Summer, westerly winds associated with the Asian Monsoon create favorable conditions for tropical depression-like (TD-like) storms, which in turn cause episodic spikes in Jq(z) that gradually deepen the ML and momentarily cool sea surface temperature (SST) while the background SST continues to rise. Towards the end of the summer, SST at our mooring was greater than 30.7 °C but rapidly dropped and stabilized below 29.5 °C after a strong pulse of the Madden-Julian Oscillation (MJO) cooled the upper ocean and deepened the ML for almost 15 days in a row. Enhanced upper ocean mixing continued to be episodic throughout the Fall as TD-like storms and intraseasonal disturbances moved over the mooring site. Mixing remained high throughout the Winter, when cold outbreaks forced the upper ocean at high frequencies and mean convective cooling (Qnet < 0) further contributed to mixing. A similar seasonality is observed at the thermocline level, where Jq(z) is enhanced by storm-driven near-inertial internal waves (NIWs) whose power peaks between Fall and Winter. While intraseasonal wind bursts had the greatest impact on near-surface mixing, synoptic disturbances generated greater-amplitude NIWs and thus had a greater potential to mix temperature gradients in the permanent thermocline. Lastly, we use reanalysis data to argue that storm-driven mixing shapes interannual relations between SST, storm activity, and the Asian Monsoon. 

How to cite: Gutierrez Brizuela, N., Xia, Y., Xie, S.-P., Alford, M., and Moum, J.: Seasonal buildup and downward transfer of Warm Pool heat content by wind-driven ocean mixing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3693, https://doi.org/10.5194/egusphere-egu23-3693, 2023.

Reanalysis and current generation global coupled climate models have shown a dominant role of atmospheric forcing for the ocean such as stronger winds that increase turbulent heat flux and consequently cools sea surface temperatures (SSTs) . While satellite observations and eddy-resolving global coupled climate models have additionally shown clear imprints of mesoscale ocean forcing on the atmosphere, such as warm SST anomalies that can destabilise the overlying atmosphere and enhance surface winds by transferring momentum from aloft to the surface (vertical mixing mechanism; VMM). With winds blowing along downwind or crosswind SST gradients, this can subsequently induce wind stress divergence or curl respectively, particularly over mesoscale ocean features. The dominance of forcing from either atmosphere or ocean indicate a spatial scale dependency for the coupling variability of air-sea interactions.
 
Using a global coupled 5-km ICON-ESM simulation, we derive a global distribution map of the air-sea coupling associated with the VMM, and investigate the spatial and temporal scale dependency of the vertical mixing mechanism. Choosing various regions over the ocean, we evaluate the frequency-wavenumber cross-spectra between downwind SST gradients and windstress divergence in order to identify the dominant temporal and spatial scales between them. For example, we found that over the tropical Pacific, such interactions are prevalent on spatial scales of about 300-3000km and longer than 10-days timescale, while over the Gulf stream region, they are dominant at scales of roughly 100-1000km and longer than 5-days timescale. This is the first time that the dominant spatial and temporal scales for the vertical mixing mechanism in various regions of the world's ocean is quantified. 

How to cite: Putrasahan, D. and von Storch, J.-S.: Geographical distribution and spatio-temporal scale dependence of air-sea coupling via the vertical mixing mechanism, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4685, https://doi.org/10.5194/egusphere-egu23-4685, 2023.

EGU23-4800 | ECS | Posters on site | OS1.2

Intense atmospheric frontogenesis by air-sea interaction captured at Ieodo Ocean Research Station during Typhoon Lingling (2019) 

Sinil Yang, Il-Ju Moon, Hyo-Jun Bae, Baek-Min Kim, Do-Seong Byun, and Hwa-Young Lee

The Ieodo Ocean Research Station (Ieodo ORS) is a fixed marine observation platform at the boundary of the Yellow and East China Seas. In 2019, a Category 4 Typhoon Lingling passed by the Ieodo ORS very closely. At that time, the Ieodo ORS observed Sea Surface Temperature (SST) cooling of 4.5°C by vertical mixing and negative turbulent heat flux (i.e., the sum of sensible and latent heat fluxes) due to the SST cooling. In this study, uncoupled and coupled simulations were conducted to examine the role of air-sea interactions in changes in atmospheric frontogenesis around the typhoon passage. In the coupled simulation, SST cooling up to 6°C occurred over the dangerous semicircle due to vertical mixing induced by wind stress. Strong wind stress also enhanced the SST gradient and, therefore, contributed to the formation of a steeper atmospheric frontal zone. Moreover, the comparison with reliable datasets supports the physical linkage between SST cooling and atmospheric frontogenesis by utilizing the meridional theta-e gradient and moisture convergence zone. Therefore, we hope to improve our understanding of atmospheric frontogenesis by air-sea coupling processes in developing a coupled atmosphere-ocean modeling system from the simulation results.

How to cite: Yang, S., Moon, I.-J., Bae, H.-J., Kim, B.-M., Byun, D.-S., and Lee, H.-Y.: Intense atmospheric frontogenesis by air-sea interaction captured at Ieodo Ocean Research Station during Typhoon Lingling (2019), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4800, https://doi.org/10.5194/egusphere-egu23-4800, 2023.

EGU23-4940 | Orals | OS1.2

The rate of information transfer as a measure of ocean-atmosphere interactions 

David Docquier, Stéphane Vannitsem, Alessio Bellucci, and Claude Frankignoul

Exchanges of momentum, energy and mass between the ocean and atmosphere are of large importance in regulating the climate system. Here we apply the Liang-Kleeman rate of information transfer to quantify interactions between the upper ocean and lower atmosphere over the period 1988-2017 at monthly time scale in two different case studies. In the first case study, we investigate dynamical dependencies between sea-surface temperature (SST), SST tendency and turbulent heat flux in satellite observations. We find a strong two-way influence between SST or SST tendency and turbulent heat flux in many regions of the world, with largest values in eastern tropical Pacific and Atlantic oceans, as well as in western boundary currents. The total number of regions with a significant influence of turbulent heat flux on SST and SST tendency is reduced when considering the three variables, suggesting an overall stronger ocean influence compared to the atmosphere. In the second case study, we focus on the influence of ocean heat transport convergence (dynamical influence) and net surface heat flux (thermodynamical influence) on upper ocean heat content tendency in three global climate models with at least two different ocean resolutions. We find that low-resolution model configurations (1° in the ocean) show a much larger number of regions with a significant dynamical influence compared to high-resolution model configurations. The reason for the large difference in dynamical influence between low and high resolutions partly comes from the spatial distribution of ocean velocity field, which displays a larger spatial variability at high resolution.

How to cite: Docquier, D., Vannitsem, S., Bellucci, A., and Frankignoul, C.: The rate of information transfer as a measure of ocean-atmosphere interactions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4940, https://doi.org/10.5194/egusphere-egu23-4940, 2023.

EGU23-5161 | ECS | Orals | OS1.2

Partial control of the Gulf of Mexico dynamics by the current feedback to the atmosphere 

Marco Larrañaga, Lionel Renault, and Julien Jouanno

The feedback of ocean surface currents to the atmosphere (CFB) has been shown to correct long-lasting biases in the representation of ocean dynamics by providing an unambiguous energy sink mechanism. However, CFB effects on the Gulf of Mexico oceanic circulation, mainly dominated by the Loop Current and large anticyclonic eddies that shed from it), remain unknown. Here, twin ocean-atmosphere eddy-rich coupled simulations, with and without CFB, are performed over 24 years (1993-2016) to assess to which extent CFB modulates the dynamics of the Gulf of Mexico. We show that CFB damps the mesoscale activity by roughly 20% over the Gulf of Mexico through the eddy killing mechanism and the associated transfer of momentum from mesoscale currents to the atmosphere, but also by modifying the production of eddy kinetic energy via barotropic and baroclinic instabilities. This energy adjustment results in increasing the mean Loop Current penetration into the Gulf of Mexico and plays a key role in determining the shedding of Loop Current Eddy and their subsequent preferential trajectories and properties.

How to cite: Larrañaga, M., Renault, L., and Jouanno, J.: Partial control of the Gulf of Mexico dynamics by the current feedback to the atmosphere, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5161, https://doi.org/10.5194/egusphere-egu23-5161, 2023.

EGU23-7362 | ECS | Orals | OS1.2

A Preliminary Forecast Study of the North Indian Ocean Tropical Cyclones Using a Coupled Atmosphere-Ocean Model 

Aref Farhangmehr, Sarmad Ghader, Abbas Ali Ali Akbar Bidokhti, and Zahra Ranji

Tropical cyclones (TCs) are severe weather marvels, occur in warm tropical waters. These phenomena are among the most influential atmospheric-oceanic events in subtropics regions as the northern part of the Indian Ocean, affecting the Arabian Sea and the Oman Sea, which often cause severe damage to the coastal areas. The interaction between the atmosphere and the upper ocean plays an important role in the structure of TCs, in which successful connections between ocean circulations and the intensity and track of TCs have been identified. TCs derive their energy primarily from the release of latent heat through evaporation and sea spraying in the atmosphere boundary layer. This implies that the presence of a moisture source, with sufficiently warm sea surface temperature (frequently above 26°C) is required to sustain the flux of moisture from the ocean to the atmosphere. The most visible effect of TC passage is the cooling of the sea surface temperature (SST) as the response of the ocean mixed layer (OML) temperature. This decrease in SST has a negative feedback on the intensity of TCs, as it suppresses the heat exchange flux between the atmosphere and the ocean, consequently it can affect the TC track.

To investigate the effect of the temperature field on TCs structure, TC Shaheen (2021) with unusual track and entry into the Gulf of Oman is studied. In this regard, Weather Research and Forecasting (WRF) model was used with two different configurations. First, WRF was ran standalone and SST field was only adopted from global models as initial conditions and were not updated during the simulation. Then, as the second configuration, WRF model was coupled with an ocean finite volume model and the SST field was updated online during the simulation. The initial conditions of the ocean temperature, salinity and velocity field were taken from GOFS 3.1 global reanalysis product from the HYCOM Consortium. Primary result for the selected event implies that SST correction during TC simulation with WRF improves air-sea heat flux and has a pronounced effect on the TCs’ intensity and track predictions. Cold wake underside of the TC led to a remarkable heat flux loss from ocean surface into the storm. Hence, the TC size is reduced and the maximum wind speed of the storm is intensified.

How to cite: Farhangmehr, A., Ghader, S., Ali Akbar Bidokhti, A. A., and Ranji, Z.: A Preliminary Forecast Study of the North Indian Ocean Tropical Cyclones Using a Coupled Atmosphere-Ocean Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7362, https://doi.org/10.5194/egusphere-egu23-7362, 2023.

EGU23-8166 | Orals | OS1.2

Observing the Air-Sea Transition Zone using Combined Uncrewed Systems and Other Conventional Platforms 

Chidong Zhang and the Saildrone Hurricane Observations Mission Team

Full understanding of air-sea interaction requires observations not only at the air-sea interface but also through the entire air-sea transition zone (the upper ocean, air-sea interface, and marine atmospheric boundary layer as a single identity). Our capabilities of observing collocated and simultaneous profiles through the entire column of the air-sea transition zone are currently limited. This study explores the feasibility of using combined uncrewed robotic systems in conjunction with conventional platforms to provide such collocated and simultaneous profiles of the air-sea transition zone. An introduction is given to experimental deployments of uncrewed surface vehicles (saildrones), underwater vehicles (gliders), aerial vehicles in coordination with profiling floats, surface drifters, airborne dropsondes, and moored buoys to observe the air-sea transition zone. Based on the preliminary results and lessons learned, a vision of potential capabilities of observing the air-sea transition zone in the future using combined uncrewed systems is offered.

How to cite: Zhang, C. and the Saildrone Hurricane Observations Mission Team: Observing the Air-Sea Transition Zone using Combined Uncrewed Systems and Other Conventional Platforms, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8166, https://doi.org/10.5194/egusphere-egu23-8166, 2023.

EGU23-8293 | Orals | OS1.2

Beyond Mesoscale off Mauretania 

Heiner Dietze, Ulrike Löptien, Robinson Hordoir, and Matthias Renz

Hitherto unresolved oceanic sub-mesoscale variability may retard air-sea exchange of heat and carbon in contemporary IPCC-type model projections. Here, we set out to put this hypothesis to the test in the Atlantic in a region off Mauretania that is renown for its complex coastal dynamics. Results from a suite of coupled ocean-circulation biogeochemical models suggest that the oceanic bottleneck between the atmosphere and the vast abyssal stocks of heat and carbon is relatively insensitive in the range from mesoscale and to sub-mesoscale resolution. More specifically we find that the sensitivity of effective vertical mixing to changes in spatial resolution is comparable to infamous uncertainties associated with contemporary numerical algorithms.

How to cite: Dietze, H., Löptien, U., Hordoir, R., and Renz, M.: Beyond Mesoscale off Mauretania, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8293, https://doi.org/10.5194/egusphere-egu23-8293, 2023.

EGU23-10356 | ECS | Posters on site | OS1.2 | Highlight

The Competing Forces of Hurricane-Induced Ocean Cooling 

Lev Looney and Gregory Foltz

It is known that oceanic conditions can play a crucial role in the intensification of tropical cyclones (TCs) when atmospheric conditions are conducive. However, the relative roles of ocean temperature and salinity stratification on ocean mixing and TC-induced sea surface temperature (SST) cooling are unclear. Temperature stratification has competing effects on cooling from ocean mixing: stronger stratification leads to cooler water near the surface which can enhance SST cooling (thermodynamic effect), yet it also leads to resistance to vertical mixing due to a stronger density gradient and increased static stability (mixing effect). In contrast, salinity stratification almost always acts to reduce mixing and cooling. To investigate the mechanisms that control the amount of ocean cooling under a storm, we use a one-dimensional mixed layer model, initialized with different oceanic profiles and forced with cyclones of various intensities, translation speeds, and sizes. We then compare output from the mixed layer model with observations. Results consistently show that the thermodynamic effect (changes in vertical temperature gradient with density gradient held constant) is 2-3 times that of the mixing effect (changes in density stratification with temperature stratification held constant). Furthermore, we find that translation speed and storm size are the two most important factors for SST cooling, followed by temperature stratification, maximum wind speed, and mixed layer depth, respectively. These results emphasize the importance of temperature stratification over most of the tropical cyclone basins and the often overlooked role of storm size.

How to cite: Looney, L. and Foltz, G.: The Competing Forces of Hurricane-Induced Ocean Cooling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10356, https://doi.org/10.5194/egusphere-egu23-10356, 2023.

EGU23-11795 | ECS | Orals | OS1.2

Atmospheric and Oceanic Responses to Surface Current Coupling near the Kuroshio Current 

Ajin Cho, Hajoon Song, and Hyodae Seo

The so-called frontal-scale air-sea interaction describing the atmospheric responses to oceanic fronts has been mainly discussed in the context of interactions between sea surface temperature and surface winds. The ocean current also influences the surface winds, which can significantly affect the atmosphere, especially in regions of energetic ocean currents and mesoscale activities as in the western boundary current systems. This study uses an atmosphere-ocean coupled model to analyze how the Kuroshio Current affects the momentum and turbulent heat fluxes and the atmospheric boundary layer and how these responses feed back to the ocean and atmosphere in this region. The ocean current coupling influences the path of Kuroshio extension and the eddy activities by mechanical and thermal current feedbacks. Mechanical current feedback reduces momentum flux and damps eddy kinetic energy (EKE) by reducing wind work as expected. On the other hand, the thermal current feedback associated with turbulent heat fluxes injects EKE by baroclinic energy conversion. Overall, the shift of Kuroshio Current and the change of eddy activities impact the region of strong turbulent heat release to the atmosphere, which can eventually trigger changes in weather systems.

How to cite: Cho, A., Song, H., and Seo, H.: Atmospheric and Oceanic Responses to Surface Current Coupling near the Kuroshio Current, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11795, https://doi.org/10.5194/egusphere-egu23-11795, 2023.

EGU23-13039 | ECS | Orals | OS1.2

Mesoscale and Submesoscale air-sea interactions in the lower North Atlantic trades 

Carlos Conejero, Lionel Renault, and Hervé Giordani

In the past decades, numerous studies have shown that oceanic mesoscale activity, over scales of O(50–250) km, has a strong influence on the atmosphere through both the Thermal FeedBack (TFB) and the Current FeedBack (CFB). However, at the submesoscale, over scales of O(1–10) km, both TFB and CFB are not well understood, mainly due to technical barriers (observation and simulation). Here, a realistic high-resolution coupled oceanic model (dx = 1 km), including tidal forcing and river discharge, and atmospheric (dx = 2 km) model in the lower North Atlantic trades region over a period of 1-year (from July 2019 to June 2020) is used to assess the atmospheric response to submesoscale processes. We used classic coupling coefcients between the ocean and the atmosphere to quantify spatial and temporal variabilities of the TFB and CFB coupling.

Our results show that, similar to oceanic mesoscale activity, at the submesoscale, both TFB and CFB have an imprint on the low-level wind, surface stress and turbulent heat fluxes. On the one hand, the linear relationship between surface wind (stress) curl and surface current vorticity existing at the mesoscale regime is also supported at the submesoscale. At submesoscale, CFB, as at the mesoscale, is acting as a sink of energy from the ocean to the atmosphere, acting as an submesoscale eddy killer. Furthermore, the magnitude of surface stress curl introduced by submesoscale processes is greater by ~17 % than that presented by mesoscale processes, which is explained by a reduction of the wind response by ~55 %. On the other hand, the linear relationship between wind stress magnitude, or latent heat flux, and sea surface temperature (SST) anomalies, widely present at the mesoscale, is also found at the submesoscale. Similar results are found when considering wind stress curl/divergence and crosswind/downwind SST gradients coupling coefficients. However, the magnitude of the corresponding TFB coupling at submesoscale is reduced by ~30 % with respect to those at mesoscale.

Overall, our results emphasize the significant impact of both oceanic currents and strong SST fronts on the local wind/stress and latent heat flux response at the submesoscale regime.

How to cite: Conejero, C., Renault, L., and Giordani, H.: Mesoscale and Submesoscale air-sea interactions in the lower North Atlantic trades, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13039, https://doi.org/10.5194/egusphere-egu23-13039, 2023.

EGU23-14929 | ECS | Posters on site | OS1.2

Overview of aerosol observations from the Marion Dufresne Atmospheric Program – Indian Ocean (MAP-IO) program 

Meredith Dournaux, Pierre Tulet, Joris Pianezze, Karine Sellegri, and Jérôme Brioude

The study of marine aerosols size distribution and cloud condensation nuclei (CCN) properties is of major interest as they influence clouds life and clouds radiative properties, particularly in the remote ocean which remains poorly documented. Several short campaigns focusing on specific regions as phytoplankton bloom regions, pristine regions or remote areas influenced by continental air masses took place to address this issue. However, long sampling periods targeting different in-situ conditions had not been realized.

In this context, the MAP-IO program was launched with the aim of providing a large new set of marine aerosol observations (size distribution from 10 nm to 10 µm and CCN properties) on different sea state and meteorological conditions. Thus, the Marion Dufresne vessel has been equipped with a set of various instruments described in Tulet et al. (in preparation) or on the website www.mapio.re. Two years after the launch of the program, we now have aerosol observations (about 200 days) over an area covering 50 ° of latitudes and extending from the Tropics to the upper Southern Ocean. 

These measurements were first used to investigate the size distribution and CCN variability of marine aerosols according to local conditions (sea states and wind speed).The results highlight that at the lowest latitudes (south of 50 °S) the minimum concentration of CCN tends to increase when the wind speed exceeds approximately 12 m s-1, which is consistent with the literature as sea salt  emissions are mechanically driven by local conditions and tend to be predominant from 10 m s-1. .When analyzing the size distributions of aerosols according to the wind speed during a 5-day storm that occurred in the Southern Ocean, we found that: (1) the number of particles with a diameter less than 500 nm is predominant and stable over the full range of wind speeds (4 to 33 m s-1), (2) the number of aerosols with diameter greater than 500 nm remains low under 10 m s-1 and increases from 10 m s-1 to 33 m s-1 to finally reach the concentration of the particles with diameter less than 500 nm at 33 m s-1. 

Taking this first analysis into account, further work will focus on average size distributions per region, season, origin of air masses (from simulated FLEXPART back trajectories) and wind speed conditions. Analysis of these distributions is unique due to the size of the database, the variability of regions encountered and knowing that the measurements were carried out with the same experimental device. 

 Finally, to deepen the study, the activation diameter of marine aerosols will be determined and the hygroscopicity parameter Kappa-Köhler will be calculated (Petters and Kreidenweis, 2007) in this case to distinguish sea salts (Kappa~1.2) from organic matter (0.01<Kappa<0.5).

How to cite: Dournaux, M., Tulet, P., Pianezze, J., Sellegri, K., and Brioude, J.: Overview of aerosol observations from the Marion Dufresne Atmospheric Program – Indian Ocean (MAP-IO) program, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14929, https://doi.org/10.5194/egusphere-egu23-14929, 2023.

EGU23-15444 | ECS | Posters virtual | OS1.2

Surface attached vortices as a proxy for gas transfer in free-surface turbulent flow 

Omer Babiker, Ivar Bjerkebæk, Anqing Xuan, Lian Shen, and Simen A Ellingsen

Gas transfer between ocean and atmosphere is largely governed by the turbulence in the topmost centimetres beneath the free surface. It has been frequently observed that areas of strong positive divergence of the surface-tangential velocity field correspond to efficient surface renewal and consequently increased transfer of gas across the interface. Patches of strong positive surface divergence occur in the form of intermittent upwelling events visible as ``boils'' on the surface.

It has been qualitatively observed that surface-attached ``bathtub'' vortices tend to appear at the edges of upwelling boils, hence a correlation between the density of these long-lived vortices and average surface divergence might be expected. Surface-attached vortices leave imprints on the surface which are particularly simple to detect: they live for a long time compared to turbulence turn-over, and their imprints are in the form of nearly circular dimples.

From direct numerical simulations, we show that a very high correlation exists between the time-dependent number of surface-attached vortices and the mean square of the surface divergence. A correlation coefficient of over 0.9 is found, where peaks in the number of vortices occur a little time after the peak in surface divergence, approximately half of the integral timescale of the bulk turbulence.

We use a newly developed method whereby the surface-attached vortices are identified with high precision and accuracy from their surface imprint only. Thus, observation of surface dimples can act as a proxy for surface divergence, with the prospect of remote sensing of gas transfer rate.

How to cite: Babiker, O., Bjerkebæk, I., Xuan, A., Shen, L., and Ellingsen, S. A.: Surface attached vortices as a proxy for gas transfer in free-surface turbulent flow, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15444, https://doi.org/10.5194/egusphere-egu23-15444, 2023.

EGU23-16033 | Posters on site | OS1.2

Investigating the Impact of Sea Waves on Offshore Wind Simulation: A Study Using the WRF Model 

Mohammadreza Mohammadpour Penchah, Mostafa Bakhoday Paskyabi, and Hai Bui

Previous studies showed that interaction between the atmosphere and sea is very important for simulating offshore wind, due to the effects of sea waves on momentum, mass and energy exchanges. In numerical weather prediction models, this effect is typically represented by a parameter known as roughness length. However, many atmospheric models do not take into account the impact of waves on roughness length over the sea.

In this study, we aimed to investigate the effects of waves on offshore wind simulation by applying some new roughness length formula in Weather Research and Forecasting (WRF) to consider wave characteristics in roughness length calculation. The simulations were compared with observations during some cases of misalignment and alignment of wind and wave directions at FINO1 station. We compared wind speed and wind power density of the simulated and observed data using met mast and lidar data.

How to cite: Mohammadpour Penchah, M., Bakhoday Paskyabi, M., and Bui, H.: Investigating the Impact of Sea Waves on Offshore Wind Simulation: A Study Using the WRF Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16033, https://doi.org/10.5194/egusphere-egu23-16033, 2023.

EGU23-16379 | Posters on site | OS1.2

The diurnal warm layer and its consequences for the upper ocean: from EUREC4A-OA observations and the global coupled ICON-ESM 

Florian Schuette, Diego Lange, Dian Putrasahan, Ruben Carrasco, Pierre L'Herguet, Dongxiao Zhang, Sabrina Speich, Jin-Song von Storch, and Johannes Karstensen

The uppermost 0-20m depth of the ocean within the mixed layer (ML) were investigated on diurnal scales using data collected during the EUREC4A campaign in the western tropical Atlantic. The results are compared against data from the global coupled Earth System model ICON. In both datasets is the diurnal impulse generator the penetrating shortwave solar radiation, heating the first meters of the ocean. During day on top of the ML a stably stratified near-surface layer, called the diurnal warm layer (DWL), can be formed. Depending on the wind conditions or the amount of incoming solar radiation the depth of such a DWL can reach from several centimeters to tens of meters. Associated to the stable stratification (and the wind) shear is produced which propagates down with time. At that point, the model and the observations start to differ. Using high-resolution current measurements of ADCP’s mounted on saildrones the detailed structure of the descending shear layer is observed. The cycle of shear instability leads the diurnal mixing cycle, typically by 2–3 h, consistent with the time needed for instabilities to grow and break (observed by microstructure measurements). In the morning, the turbulence decays and the upper ocean restratifies. At this point, wind accelerates the near-surface flow to form a new unstable shear layer, and the cycle begins again. Since the study area is located around 15°N, the excited layers are affected by the Coriolis force, which causes the descending shear layer to rotate around the inertial frequency of 1.8 days. Compared to the global coupled earth system model, these processes cannot be represented in such detail here. This leads to lower shear (and also mixing) at the different time and depth. Different model configurations show that even small differences in the upper 20m of the ocean, such as those observed, can lead to quite large changes in the model, e.g., a different strength of the ocean current system down to 1000m depth.

How to cite: Schuette, F., Lange, D., Putrasahan, D., Carrasco, R., L'Herguet, P., Zhang, D., Speich, S., von Storch, J.-S., and Karstensen, J.: The diurnal warm layer and its consequences for the upper ocean: from EUREC4A-OA observations and the global coupled ICON-ESM, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16379, https://doi.org/10.5194/egusphere-egu23-16379, 2023.

EGU23-16810 | ECS | Posters on site | OS1.2

Comparison of ECMWF-ERA5 turbulent Air-Sea Fluxes and related environmental variables to data from to the OCARINA wave following platforms 

Saïd Benjeddou, Denis Denis Bourras, Boris Dewitte, Christopher Luneau, and Philippe Fraunié

The ECMWF-ERA5 reanalysis is amongst the best products to access the hourly state and trend of the global Atmosphere, Wave field, and Ocean over several decades, for many scientists and in many studies. In the proposed presentation, we will compare the turbulent momentum and heat exchange flux values output from the reanalysis to corresponding estimates that were not assimilated in the model. Those estimates were computed from data collected with a wave following platform that was deployed in several basins since 2012, including the Chile-Peru upwelling region in 2014. Not only the fluxes and the bulk variables will be statistically compared, but the focus will also be laid on the sensitivity of the results to the surface current, to the proximity of coast and, where it applies, to the direction of the wind (onshore, offshore and parallel to the coast).

How to cite: Benjeddou, S., Denis Bourras, D., Dewitte, B., Luneau, C., and Fraunié, P.: Comparison of ECMWF-ERA5 turbulent Air-Sea Fluxes and related environmental variables to data from to the OCARINA wave following platforms, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16810, https://doi.org/10.5194/egusphere-egu23-16810, 2023.

EGU23-16883 * | ECS | Orals | OS1.2 | Highlight

Identifying an Evaporative Thermal Refugium for the Preservation of Coral Reefs in a Warming World—The Gulf of Eilat (Aqaba) 

Shai Abir, Hamish A. McGowan, Yonathan Shaked, and Nadav Lensky

Coral bleaching events are more frequent and severe as global temperatures rise and marine heat waves are more frequent. However, quantifying the surface energy fluxes in coral reefs at various geoclimatic regions and the mechanisms by which the air-water interactions regulate water temperature is rare. We measure surface energy fluxes over coral reefs using Eddy Covariance towers in two contrasting geo-climatic regions: The typical setup of humid/tropical coral reefs (Heron Reef, Great Barrier Reef, Australia) and the rarer desert coral reef (Golf of Eilat, Israel). We analyze how the surface heat fluxes regulate the temperature of shallow coral reef environments. We show that in the desert reefs, the dry air overlying the shallow coral reef results in extremely high evaporation rates which in turn results in extensive cooling of the water. In humid/tropical reefs, evaporation is suppressed by humidity and is limited in the ability to offset the heating of the water. The extreme difference in evaporative cooling in desert versus tropical reefs is key in the response to marine heat waves. Marine heat waves which impose thermal stress on corals are a result of synoptic-scale circulation variations which suppress evaporation and increase heating. The most severe marine heatwave ever measured at the Gulf of Eilat (August 2021) was found to be caused by low evaporation rates, which resulted from synoptic circulation with weak winds and high humidity. After the onset of water temperature rise and the return of the dry winds, evaporation instantly cooled the water overlying the corals- relieving potential stress. Whereas, at the humid/tropical Heron Reef (Great Barrier Reef, Australia) evaporation solely is unable to reduce the high water temperature and therefore coral heat induce stress events are inevitably longer and more frequent. We conclude that evaporative cooling is a key mechanism protecting coral reefs located in deserts from extreme high-water temperatures, thereby representing possible thermal refugium for corals against background global warming.

How to cite: Abir, S., McGowan, H. A., Shaked, Y., and Lensky, N.: Identifying an Evaporative Thermal Refugium for the Preservation of Coral Reefs in a Warming World—The Gulf of Eilat (Aqaba), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16883, https://doi.org/10.5194/egusphere-egu23-16883, 2023.

EGU23-187 | ECS | Orals | OS1.3

A parameter space for evaluating oceanic convection regimes 

Alexandre Legay, Bruno Deremble, Thierry Penduff, and Pierre Brasseur

Oceanic convection, parameterized through vertical mixing schemes, is still not well captured by ocean general circulation models. A preliminary step necessary to improve these schemes is to evaluate and compare how the models behave for different forcing regimes. Literature often proposes single-case comparison (either on a specific location or a specific time or with a specific metrics). The goal of our work is to propose a more systematic framework allowing evaluations and comparisons over a larger range of forcing regimes. For doing so, we define a parameter space which has been derived thanks to a theoretical 1D model of the mixed-layer depth (MLD) evolution. This parameter space is formed by two dimensionless numbers : λs which describes the relative contribution of the buoyancy flux and the wind in the surface layer, and the Richardson number Rh which characterizes the stability of the water column at the mixed layer base. In this presentation, I will highlight the key features of this parameter space and I will illustrate its physical robustness with an ensemble of 1D simulations. These simulations were conducted by applying a 10 years JRA55-do 1.4.0 atmospheric forcing within a 1D standalone code making use of the NEMO Turbulent Kinetic Energy + Enhanced Vertical Diffusivity (TKE + EVD) scheme. Then, I will present a test case to study the impact of the horizontal resolution on the convection regimes for a TKE + EVD scheme in 1D, 1°, 1/12° and 1/60° realistic NEMO simulations. I will define convective regimes by sorting the values according to the normalized evolution of the mixed layer depth dt MLD / MLD and I will show that these regimes are almost kept in the parameter space between 1D and 1° but become generally less convective / more restratifiying when increasing the resolution, highlighting the restratification processes by lateral fluxes. Moreover, I will show that the dynamics in the Mediterranean is much more affected by the increase of resolution than the Labrador sea, suggesting that it involves more intense lateral restratification processes.

How to cite: Legay, A., Deremble, B., Penduff, T., and Brasseur, P.: A parameter space for evaluating oceanic convection regimes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-187, https://doi.org/10.5194/egusphere-egu23-187, 2023.

EGU23-726 | ECS | Orals | OS1.3

Ocean small-scale fronts in the Northwestern Tropical Atlantic: Assessment from the EUREC4A-OA/ATOMIC field experiment 

Solange Coadou, Sabrina Speich, Sebastiaan Swart, Chelle Gentemann, Dongxiao Zhang, and Johannes Karstensen

Upper-ocean fronts are dynamically active features of the global ocean that have significant implications for air-sea interactions, vertical mass and heat transfers, stratification and phytoplankton production and export. They have a large range of spatial scales from submesoscale (1 – 10 km) to mesoscale (10 – 100s km) characterized by temporal variability from days to months. The small dimensions and short duration of these structures have limited our capacity of observing, modelling and understanding fully these processes and their impact.

The EUREC4A-OA/ATOMIC field experiment, that took place during January-February 2020 in the Northwest Tropical Atlantic, has tried to address this challenge. In particular, five Saildrones, which are uncrewed platforms instrumented to measure the air-sea interface, have been deployed. This region showed to be a well-suited laboratory to investigate horizontal density surface gradients over a wide range of scales. Strongly affected by the outflow of the Amazon River, the generation of fine-scale horizontal thermohaline gradients is favored by the stirring of this freshwater input by large anticyclonic eddies (a.k.a. North Brazil Current Rings). The distribution of these frontal structures highlights the presence of very intense gradients, including at the smaller spatial scales. The coherence of temperature and salinity fronts was estimated by a wavelet transform analysis. It reveals that large-scale density fronts are primarily controlled by horizontal variations in salinity but with increasing temperature-salinity coherence at the small scales range of the spectrum (O (0.1 km)) for strong gradients whereas they are poorly correlated for weaker fronts.

Our study shows that processes such as the mixed layer depth, the diurnal cycle, and air-sea exchanges are strongly affected by these small-scale frontal regimes. The parallel and quasi synchronous tracks of a 4-Saildrone formation provide a detailed picture of the upper ocean vorticity, divergence, and strain from their ADCP current measurements. Overall the methodology that has been developed could be extended on other datasets in order to assess the phenomenology of fine-scale structures in other dynamical regions.

How to cite: Coadou, S., Speich, S., Swart, S., Gentemann, C., Zhang, D., and Karstensen, J.: Ocean small-scale fronts in the Northwestern Tropical Atlantic: Assessment from the EUREC4A-OA/ATOMIC field experiment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-726, https://doi.org/10.5194/egusphere-egu23-726, 2023.

EGU23-2545 | ECS | Orals | OS1.3

Surface cooling as an internal wave generator in high latitudes. 

Matheus Azevedo and Yujiro Kitade

Heat-forced convection is a phenomenon observed frequently in high-latitude oceans. An inherent part of the Global Ocean Conveyor, it affects the global climate state over a wide range of spatial and temporal scales while being fundamentally tied to the diurnal cycle. Despite the importance of convective phenomena, most ocean general circulation models do not fully resolve it, instead parametrizing convection with adjustment schemes that remove static instability in the water by mixing vertically adjacent grid cells. However, the mixed layer response to daily-averaged fluxes is not necessarily the same as the average response to the diurnal cycle. Neglecting the diurnal cycle replaces periodic nightly convective pulses with chronic mixing that does not reach as deep. (Soloviev and Klinger, 2008).

Furthermore, the current understanding of upper-layer processes does not elucidate the consequences of the oscillatory behavior of the diurnal convection at the boundaries of the mixed layer. To address this issue, we devised a numerical experiment to investigate whether an upward heat flux is enough to generate internal waves capable of propagation despite their original forcing having a non-propagating period (~24 hours).   

To reproduce the surface cooling-induced convection and the consequent internal wave generation, we formulated a 2-D model incorporating non-hydrostatic dynamics. Although pressure is the most computationally intensive term to calculate in such models, we could exclude it from our calculation by employing the Navier-Stokes equation with a rigid-lid, incompressible, and Boussinesq approximation, and cross-differentiating the equation system to reach a single equation defined in terms of vorticity and stream function. The model was set with a 60s time step, implemented using a leap-frog scheme, constant step Δx=200m for the horizontal and Δz=5m for the vertical axis, over a 40000 x 2000 m domain. The bottom and lateral boundaries were respectively set to a reflective non-slip and a cyclic boundary. The inertial period for the domain was set at 13.81h, simulating the 60°S latitude. The experiment started from a stratified condition and was forced using a sinusoidal heat-flux function at the middle of the domain with a diurnal period and varying amplitudes.

Our experiment indicates that internal waves are generated at the boundary of the mixed layer by nonlinear wave-wave interactions of the diurnal and inertial periods. The enhancement of the near-inertial period was observed as well as the generation of higher frequency waves of 8, 6 and 4 hours. These waves travel far beyond their generation site and propagate down to 2000 m deep, as deep as the vertical domain allows.

The internal waves observed in the numerical experiment might play an important role in enhancing mixing in the ocean interior at high latitudes, especially during the winter. This mechanism could also help to explain deep and bottom ocean variability and establish a pathway for the upper layer and deep ocean interaction.

How to cite: Azevedo, M. and Kitade, Y.: Surface cooling as an internal wave generator in high latitudes., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2545, https://doi.org/10.5194/egusphere-egu23-2545, 2023.

EGU23-2874 | ECS | Orals | OS1.3

Local variability of internal wave driven upwelling at four remote Pacific Reefs 

Megan O'Hara, Peter Robins, Gareth Williams, and Mattias Green

Internal wave driven upwelling has been shown to deliver cool, nutrient-rich water (‘cold pulses’) to the shallow shores of remote reefs, providing potential thermal refugia and nutrient enrichment. However, the spatial variability within nearby islands is yet to be explored. Two methods were used to quantify the distribution of cold pulse events between two sets of remote tropical Pacific Islands: Kingman Reef and Palmyra Atoll (66 km apart), and Howland and Baker Islands (70 km apart); the two groups of islands are ~1700 km apart.

Using data from subsurface temperature loggers (STR’s) from 2008 to 2018, moored on the forereefs of our four Islands, we show that there were clear differences in upwelling behaviour. Around Palmyra Atoll, the northwest and west logger sites are <1 km apart and have a difference in degree cooling hours (DCH – hours in a day during which cold pulses were present) of up to 0.6 per day. The temperature drop at these sites differs by up to 1°C per cold pulse. Kingman Reef showed up to 0.5 DCH difference between sites (~4 km apart) per day, with temperature drop differences of up to 2°C per pulse. In contrast, Howland and Baker Islands showed up to 3 DCH difference per day between islands, whereas the temperature drop around Baker Island differed by up to 2°C per pulse. During the very strong 2015/2016 El Niño, Palmyra showed an increase of up to 1.3 DCH in a day, whereas Kingman reached <0.2 DCH per day. Howland and Baker Islands showed a similar response during this El Niño event but differed during normal ENSO phases. For example, during 2013/2014, Baker Island showed a maximum of up to 2.75 DCH per day, whereas Howland Island did not reach past 0.5 DCH per day.

We conclude that cold pulse behaviour varies between geographically close reefs and so one reef’s data cannot be used as a proxy for other islands and reefs. Subsequently, we hypothesise that the slope angle of the reef may be correlated to the presence of cold pulse activity, and that increased cold pulses may be able to mitigate the effects of a global warming on reefs with specific characteristics.

How to cite: O'Hara, M., Robins, P., Williams, G., and Green, M.: Local variability of internal wave driven upwelling at four remote Pacific Reefs, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2874, https://doi.org/10.5194/egusphere-egu23-2874, 2023.

EGU23-3283 | ECS | Orals | OS1.3 | Highlight

Sub-frontal niches of marine plankton driven by transport and trophic interactions at ocean fronts 

Inès Mangolte, Marina Lévy, and Mark Ohman

Observations and theory have suggested that ocean fronts are ecological hotspots, associated with higher diversity and biomass across many trophic levels. The hypothesis that these hotspots are driven by frontal nutrient injections is seemingly supported by the frequent observation of opportunistic diatoms at fronts, but the behavior of the rest of the plankton community is largely unknown.
Here we investigate the organization of planktonic communities across fronts by analyzing 8 high resolution transects in the California Current Ecosystem containing extensive data for 24 groups of bacteria, phytoplankton and zooplankton.
We find that a distinct frontal plankton community characterized by enhanced biomass of not only diatoms and copepods but many other groups of plankton such as chaetognaths, rhizarians and appendicularians emerges over most fronts. Importantly, we find spatial variability at a finer scale (typically 1-5 km) than the width of the front itself (typically 10-30 km) with peaks of different plankton taxa at different locations across the width of a front. Our results suggest that multiple processes, including both horizontal stirring and biotic interactions, are responsible for creating this fine-scale patchiness.

How to cite: Mangolte, I., Lévy, M., and Ohman, M.: Sub-frontal niches of marine plankton driven by transport and trophic interactions at ocean fronts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3283, https://doi.org/10.5194/egusphere-egu23-3283, 2023.

In the last decade, three persistent warm blob events (2013–2014, 2015, and 2019–2020) in the Northeast Pacific (NEP) have been hotly debated given their substantial effects on climate, ecosystem, and socioeconomy. This study investigates the changes of such long-lived NEP warm blobs in terms of their intensity, duration, structure, and occurrence frequency under Shared Socioeconomic Pathway (SSP) 119 and 126 low-warming scenarios of the Coupled Model Intercomparison Project Phase 6. Results show that the peak timing of the warm blobs shifts from cold season to boreal summer. For the summer-peak warm blobs, their maximum intensity increases by 6.7% (10.0%) under SSP119 (SSP126) scenario, but their duration reduces by 31.0% (20.4%) under SSP119 (SSP126) scenario. In terms of their vertical structure, the most pronounced temperature signal is located at the surface, and their vertical penetration is mostly confined to the mixed layer, which becomes shallower in warming climates. Based on a mixed-layer heat budget analysis, we reveal that shoaling mixed layer depth plays a dominant role in driving stronger intensity of the warm blobs under low-warming scenarios, while stronger magnitude of ocean heat loss after their peaks explains the faster decay and thus shorter duration. Regarding occurrence frequency, the total number of the warm blobs does not change robustly in the low-warming climates. Following the summer peak of the warm blobs, extreme El Niño events may occur more frequently under the low-warming scenarios, possibly through stronger air-sea coupling induced by tropical Pacific southwesterly anomalies.

How to cite: Shi, J., Tang, C., and Zhang, Y.: Changes and mechanisms of long-lived warm blobs in the Northeast Pacific in low-warming climates, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3723, https://doi.org/10.5194/egusphere-egu23-3723, 2023.

Two extremely low surface chlorophyll concentration events in the southeast Arabian Sea (SEAS, 6oN-15oN, 72oE-77oE) during summers of 2015 and 2019 have been found since 1998. Although warm sea surface temperature (SST) and low nutrients are the direct cause for the anomalously low surface chlorophyll concentration, the physical processes leading to the warm SST anomalies during 2015 and 2019 summer are different. Satellite observations, model outputs and reanalysis data are used to explore the related mechanisms. In 2019, the combined effects of northward local wind anomaly due to extreme positive IOD and westward-propagating downwelling Kelvin wave driven by the easterly anomaly in eastern Sri Lanka weaken the upwelling in the SEAS, leading to warm SST anomaly and suppressing the upward transport of the subsurface nutrients to the surface. A weaker positive IOD occurred in 2015, leading to stronger upwelling in the SEAS than during 2019. Yet, seawater in the SEAS experienced extreme warming (lowest SST exceeded 28.5oC) due to the development of super El Niño in 2015. The significant seawater warming can shoal mixed layer and prevent the nutrients in the subsurface from reaching surface, which is unfavorable for the chlorophyll growth. The thermal balance analysis suggests that the extreme warming in the SEAS was mainly related to more downward shortwave radiation.

How to cite: Huang, H.: Negative surface chlorophyll concentration anomalies in the southeastern Arabian Sea during 2015 and 2019 summers, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4833, https://doi.org/10.5194/egusphere-egu23-4833, 2023.

EGU23-7758 | ECS | Posters on site | OS1.3 | Highlight

Seasonal variation in the barrier layer of the Banda Sea 

Mochamad Furqon Azis Ismail and Johannes Karstensen

The Banda Sea is crucial to the circulation of the world's oceans and atmosphere due to its location within the equatorial regions of the Indonesian Maritime Continent. It links the Pacific and Indian Oceans' circulation via the Indonesian Throughflow and contributes to driving atmospheric conditions via heat and moisture fluxes. Strong salinity-stratified barrier layers have the potential to play a significant role in air-sea interaction by separating the base of the mixed layer from the top of the thermocline and reducing the exchange of surface heat and momentum with the ocean's subsurface. In this study, we present the seasonal variability of barrier layer thickness (BLT) and its formation mechanism in the Banda Sea using the eddy-resolving ocean reanalysis Bluelink version 2020 (BRAN2020) for 1993 to 2021 and air-sea flux data. The findings show that the BLT is a persistent feature in the Banda Sea with a strong seasonal cycle. The BLT maxima appear in the southeast monsoon season period from May to July and the minima in the pre-northwest monsoon season from October-November. The spatial distribution of BLT is zonally oriented along the sea surface salinity (SSS) front from the west to the east of the Banda Sea. We suggest that the horizontal advection of low salinity water from the Java Sea and precipitation contributes to the formation of BLT formation and variability in the Banda Sea.

How to cite: Ismail, M. F. A. and Karstensen, J.: Seasonal variation in the barrier layer of the Banda Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7758, https://doi.org/10.5194/egusphere-egu23-7758, 2023.

EGU23-8162 | Posters on site | OS1.3

The mixed layer depth in Ocean Model Intercomparison Project (OMIP) high resolution models 

Anne Marie Tréguier, Clement de Boyer Montégut, Eric Chassignet, Baylor Fox-Kemper, Andy Hogg, Doroteaciro Iovino, Andrew Kiss, Julien le Sommer, Camille Lique, Pengfei Lin, Hailong Liu, Guillaume Serazin, Dmitry Sidorenko, Steve Yeager, and Qiang Wang

The ocean mixed layer is the interface between the ocean interior and the atmosphere or sea ice, and plays a key role in climate variability. Numerical models used in climate studies should therefore have a good representation of the mixed layer, especially its depth (MLD). Here we use simulations from the Ocean Model Intercomparison Project (OMIP), which have been forced by a common atmospheric state, to assess the realism of the simulated MLDs. For model validation, an updated MLD dataset has been computed from observations using the fixed density threshold recommended by the OMIP protocol. We evaluate the influence of horizontal resolution by using six pairs of simulations, non-eddying (typically 1° resolution) and eddy-rich (1/10° to 1/16° resolution). In winter, low resolution models exhibit large biases in the deep water formation regions. These biases are reduced in eddy-rich models but not uniformly across models and regions. The improvement is most noticeable in the mode water formation regions of the northern hemisphere, where the eddy-rich models produce a more robust MLD and deep biases are reduced. The Southern Ocean offers a more contrasted view, with biases of either sign remaining at high resolution. In eddy-rich models, mesoscale eddies control the spatial variability of MLD in winter. Contrary to an hypothesis that the deepening of the MLD in anticyclones would make the MLD deeper globally, eddy-rich models tend to have a shallower MLD in the zonal mean. In summer, a deep MLD bias is found in all the non-eddying models north of the equator; this bias is greatly reduced at high resolution. In addition, our study highlights the sensitivity of the MLD computation to choice of a reference level and the spatio-temporal sampling, which motivates new recommendations for MLD computation in future model intercomparison projects.

How to cite: Tréguier, A. M., de Boyer Montégut, C., Chassignet, E., Fox-Kemper, B., Hogg, A., Iovino, D., Kiss, A., le Sommer, J., Lique, C., Lin, P., Liu, H., Serazin, G., Sidorenko, D., Yeager, S., and Wang, Q.: The mixed layer depth in Ocean Model Intercomparison Project (OMIP) high resolution models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8162, https://doi.org/10.5194/egusphere-egu23-8162, 2023.

EGU23-8346 | ECS | Posters on site | OS1.3

Variability of Warming at Mixed Layer Base in the Subtropical South Indian Ocean Salinity Maxima Region 

Madhu Kaundal, Jithendra Raju Nadimpalli, and Mihir Kumar Dash

Subtropical South Indian Ocean salinity maxima region plays an important role in transporting temperature anomalies towards north along the isopycnals following geostrophic pathways. In this study, interannual and decadal changes in temperature and salinity at the base of mixed layer during austral winters are investigated for the Argo era. Winter time deep mixed layer allows these Temperature/Salinity (T/S) changes to penetrate to the permanent pycnocline. Interannual changes in the mixed layer depth (MLD) are mostly driven by convective buoyancy and wind forcing. Contribution of different atmospheric and oceanic forcing to the changes in mixed layer temperature and salinity are shown using mixed layer budget calculation. It is observed that net heat flux term dominates the temperature changes whereas meridional advection plays a important role in driving salinity changes in the mixed layer. Mixed layer T/S changes are subducted to the permanent pycnocline mainly by lateral induction process because of large meridional MLD gradient. Density compensated anomalies also contribute to the T/S changes at the bottom of the mixed layer. Interannual temperature anomalies due to spiciness and heaving are further explored.

How to cite: Kaundal, M., Nadimpalli, J. R., and Dash, M. K.: Variability of Warming at Mixed Layer Base in the Subtropical South Indian Ocean Salinity Maxima Region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8346, https://doi.org/10.5194/egusphere-egu23-8346, 2023.

EGU23-8431 | Posters on site | OS1.3

Imaging small-scale ocean dynamics at interfaces of the Earth System with the SeaSTAR Earth Explorer 11 mission candidate 

Christine Gommenginger, Adrien C. H. Martin, David L. McCann, Alejandro Egido, Kevin Hall, Petronilo Martin-Iglesias, and Tânia Casal

SeaSTAR is a satellite mission candidate for ESA Earth Explorer 11 that proposes to measure small-scale ocean dynamics below 10 km at ocean/atmosphere/land/ice interfaces of the Earth System. SeaSTAR products consist of high-resolution images of total surface current vectors and wind vectors of unprecedented resolution (1 km) and accuracy over a wide swath. A key objective of SeaSTAR is to characterize, for the first time, the magnitude, spatial structure, regional distribution and temporal variability of upper ocean dynamics on daily, seasonal and multi-annual time scales, with particular focus on coastal seas, shelf seas and Marginal Ice Zone boundaries. The mission addresses an urgent need for new measurements of small-scale ocean processes to help understand and model their impacts on air-sea interactions, horizontal water pathways, vertical mixing and marine productivity. High-resolution imaging of total currents with collocated wind and waves data would bring new means of validating and developing models to improve operational forecasts and climate projections. The presentation will outline the key elements of the mission and the latest status of the mission concept evolution, with the technical solutions and trade-offs that are being considered. We will also present the latest results of the SEASTARex airborne campaign in Iroise Sea using the OSCAR (Ocean Surface Current Airborne Radar) demonstrator.

How to cite: Gommenginger, C., Martin, A. C. H., McCann, D. L., Egido, A., Hall, K., Martin-Iglesias, P., and Casal, T.: Imaging small-scale ocean dynamics at interfaces of the Earth System with the SeaSTAR Earth Explorer 11 mission candidate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8431, https://doi.org/10.5194/egusphere-egu23-8431, 2023.

EGU23-8577 | ECS | Posters on site | OS1.3

On the ability of OMIP models to simulate the seasonal cycle of the ocean mixed layer depth in pan-Arctic Seas 

Sofía Allende, Thierry Fichefet, Hugues Goosse, and Anne-Marie Tréguier

In this study, we assess the ability of the ocean-sea ice general circulation models that participated in the Ocean Model Intercomparison Project (OMIP) to simulate the seasonal cycle of the ocean mixed layer depth in pan-Arctic seas. We focus on the central Arctic Ocean, Beaufort, Chukchi, East Siberian, Laptev, Kara, and Barents Seas. All models underestimate the mixed layer depth by about 15m on average during summertime compared to the MIMOC (Monthly Isopycnal/Mixed layer Ocean Climatology) observational data. In fall and winter, differences of several tens of meters are noticed between the models themselves, and between the models and the observational data. Some models generate too deep mixed layers, while others produce too shallow mixed layers. The magnitude of these inter-model variations differs depending on the sea under consideration.

In almost all the seas, OMIP models with similar ocean stratification compared to MIMOC observational data display the best mixed layer depth at the end of the winter. Furthermore, all models simulate more or less the same sea ice mass balance and thus salt flux into the ocean during sea ice freezing. We argue that the discrepancies between models are not so much linked to the surface salt balance but rather to the accuracy with which those models reproduce the ocean stratification. To substantiate this behavior, we apply a simple conceptual model, which simulates the fall/winter month-to-month evolution of the mixed layer depth in ice-covered regions. In almost fully sea ice-covered regions such as the central Arctic Ocean, Beaufort, and Chukchi Seas, this simplified dynamics captures very well the behavior of the general circulation models, and this highlights that the main difference between the models is the ocean stratification. At the same time, in the East Siberian, Laptev, and Kara Seas, inter-model variations are not explained by the differences in ocean stratification, even though they contain a significant concentration of sea ice. In not fully sea ice-covered regions, such as the Barents Sea, the mixed layer depth dynamics is different: the retreat of the ice cover during summer is more significant than in fully covered regions, hence favoring exchanges with the atmosphere.

How to cite: Allende, S., Fichefet, T., Goosse, H., and Tréguier, A.-M.: On the ability of OMIP models to simulate the seasonal cycle of the ocean mixed layer depth in pan-Arctic Seas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8577, https://doi.org/10.5194/egusphere-egu23-8577, 2023.

EGU23-9721 | ECS | Posters on site | OS1.3

Effects of Ocean Mesoscale Processes on Biogeochemistry 

Lucas Casaroli, Tatiana Ilyina, and Fatemeh Chegini

Mesoscale processes contemplate movements in the ocean ranging from tens to hundreds of kilometers. At this scale it is possible to observe phenomena such as eddies, vortices, fronts among others. These processes are of great importance to biogeochemical cycles as they, for example, can affect the transport of nutrients to the euphotic zone by vertical movements, alter the mixed layer depth through vertical displacement of isopycnals, as well as trap biological, chemical and physical properties inside eddies and meanders.
Ocean General Circulation Models (OGCM’s) either resolve the mesoscale eddies by increasing the model resolution or parameterize them. The chosen approach regarding the eddies comes with some caveats as it can lead to simulations limited to small time periods or substantial simplifications of the physical processes, which in turn can alter results and obtain a different configuration for ocean and atmosphere dynamics. Regarding biogeochemical tracers, how eddies are represented in the model bring different outcomes, showing solutions that are model dependent such as ocean regions acting as a net source or sink of nutrients, oxygen and carbon. Hence we can’t accurately constrain the ocean’s role as a carbon sink. Not only the results are model dependent, but also resolution dependent. Ocean models with higher resolutions indicate that the vertical profiles of salinity and temperature are substantially altered by mesoscale activity, thus it is expected that biogeochemical tracers are altered by eddy induced disturbances.
We present some preliminary results of the output of the HAMburg Ocean Carbon Cycle model (HAMOCC; Ilyina et al 2013, Jungclaus et al 2020) in a 40 km and 10 km resolution on a global setup. As a result we show how changing the resolution affect on the upper ocean and mixed layer the major biogeochemical tracers and overall the carbon cycle.

How to cite: Casaroli, L., Ilyina, T., and Chegini, F.: Effects of Ocean Mesoscale Processes on Biogeochemistry, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9721, https://doi.org/10.5194/egusphere-egu23-9721, 2023.

EGU23-9840 | ECS | Orals | OS1.3

Observing and Modeling the variability of DWLs during the summer Monsoon in the Northern Indian Ocean 

Siddhant Kerhalkar, Amit Tandon, Tamara Schlosser, J.Thomas Farrar, Andrew Lucas, Leah Johnson, Verena Hormann, and Luca Centurioni

Diurnal Warm Layers (DWLs) play an important role in coupling the atmosphere and the ocean, but their observations in the freshwater dominated Northern Indian Ocean in summer Monsoons are rare. This study focuses on the following aspects of DWLs observed during a 5-day suppressed atmospheric convection phase of the southwest monsoon season in 2019: (i) DWL observations using innovative drifting flux profilers to simultaneously measure high resolution shear and stratification as well as the surface meteorological forcing variables to compute air-sea fluxes (ii) Observed spatial gradients of SST over 1-100 km scales and (iii) Modeling using the popular one-dimensional models increasing in complexity. These observations show regions of marginal shear instability at the DWL base in agreement with previous studies in the tropical Pacific. The commonly used constant stratification assumption within the DWL (e.g. Fairall et al. 1996) breaks down in scenarios with weaker winds and salinity-driven stratification. The vertical structure of DWLs is therefore explored using k-e turbulence closure scheme in General Ocean Turbulence Model (GOTM) framework. Insights from model-observation comparisons show that for days with similar wind speeds, the DWL response can vary based on whether warm water or freshwater advection plays a role. Notably, warm water advection leads to deeper DWLs, whereas the freshwater advection traps the DWL to shallower depths. Further, spatial differences of O(1 C) in diurnal cycles of SST are observed over O (1-100 km), showing remarkable lateral inhomogeneity in the evolution of DWLs. 

How to cite: Kerhalkar, S., Tandon, A., Schlosser, T., Farrar, J. T., Lucas, A., Johnson, L., Hormann, V., and Centurioni, L.: Observing and Modeling the variability of DWLs during the summer Monsoon in the Northern Indian Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9840, https://doi.org/10.5194/egusphere-egu23-9840, 2023.

EGU23-10370 | ECS | Posters on site | OS1.3

Atmospheric weather patterns and their contributions to the fall stratification breakdown on the Southern New England shelf 

Lukas Lobert, Glen Gawarkiewicz, and Al Plueddemann

High-wind events predominantly cause the rapid breakdown of seasonal stratification on mid-latitude continental shelfs. It is well established that downwelling-favorable wind forcing, i.e., wind vectors with the coastline to their right (on the northern hemisphere), leads to enhanced coastal destratification. A categorization scheme for high-wind events has identified the two atmospheric weather patterns that locally cause such favorable wind conditions on the Southern New England shelf and have the largest contribution to the annual breakdown of stratification in the region. These patterns are i) cyclonic storms that propagate south of the continental shelf and cause strong anticyclonically rotating winds, and ii) persistent large-scale high-pressure systems over eastern Canada causing steady north-easterly winds. Despite both patterns generally producing downwelling-favorable winds on the shelf, the two patterns differ in their wind direction steadiness and tend to produce opposite temperature and salinity contributions to destratification, implying differences in the dominant processes driving ocean mixing. We hypothesize that local mechanical mixing and surface cooling dominate for cyclonic storms due to their strong wind energy input and shear production. In contrast, the weaker but steady downwelling-favorable winds from high-pressure systems can lead to an enhanced cross-shelf Ekman cell that advects salty and less buoyant Slope Water onto the continental shelf. To assess which process dominates for the different impactful high-wind event patterns, we apply a simplified two-dimensional mixed-layer model framework that incorporates horizontal buoyancy gradients across the shelfbreak front. The model allows to determine the stratification change caused by one-dimensional surface forcing (wind stress and surface buoyancy flux) and Ekman-driven advection individually. Observations from moorings and glider transects across the shelfbreak, provided by the Ocean Observatories Initiative Coastal Pioneer Array (2015-2022) at the Southern New England shelfbreak, allow a comparison to investigate the importance of along-shelf processes for predicting shelf stratification changes on synoptic to intra-seasonal timescales.

How to cite: Lobert, L., Gawarkiewicz, G., and Plueddemann, A.: Atmospheric weather patterns and their contributions to the fall stratification breakdown on the Southern New England shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10370, https://doi.org/10.5194/egusphere-egu23-10370, 2023.

EGU23-10563 | ECS | Posters on site | OS1.3

Buoy Observations of Turbulent Mixing in the northwestern subtropical Pacific Ocean 

Hsin-I Lin and Yiing-Jang Yang

Strong winds from typhoons decrease sea surface temperatures, and this cooling area is called the cold wake. It is well known that the primary mechanisms causing this phenomenon include turbulent mixing and Ekman pumping that result in the upwelling of cold water in the lower layer. The amplitude of surface cooling is influenced by the typhoon’s moving speed, strength, the radius of the storm, and the pre-typhoon conditions of the upper ocean. The cooling phenomenon affects air-sea interactions, but observing the upper ocean in such an extreme environment is challenging. To understand the physical process of mixing, and to improve the predictions of numerical models, more observations of turbulent mixing are needed. In addition, the passage of eddy also affects the occurrence of background conditions and turbulent mixing. The northwestern subtropical Pacific Ocean is an area where typhoons are prevalent, and eddies often pass through it. Therefore, this is a suitable area to study turbulent mixing when typhoons and eddies pass by.

These data were obtained from the surface buoy and the ADCP subsurface moorings located in the northwestern subtropical Pacific Ocean. In September 2022, category 5 typhoon Hinnamnor passed the buoy site during observation period. The upper ocean profiles of temperature and current were obtained, in order to estimate the Richardson numberwhen the typhoon and the cold eddy passed by. The observation results show that the peak value of the probability distribution of the Richardson number was about 3 to 4, and the probability of being less than 0.25 was about 12% at a depth of 20 m before the passage of Typhoon Hinnamnor. When the buoy system was within the 34-knot wind radius (R34) of a typhoon, the peak value of the probability distribution of the Richardson number decreased to slightly smaller than 0.25, and the probability of being less than 0.25 is about 62% at a depth of 20 m. At a depth of 75 m, the probability distribution of the Richardson number did not significantly change within the 34-knot wind radius (R34) of a typhoon,and it was not even close to 0.25. It shows that typhoon-induced turbulent mixing has no effect at this depth. In addition, during the normal period without a cold eddy, the mixed layer was deeper than the depth of 20 m. Marginal instability was evident within the mixed layer, in which the probability distribution of the Richardson number oscillated around 0.25. During the passage of the cold eddy, the upwelling of cold water made the surface mixed layer thinner, and stratification was more stable. Therefore, the cold eddy would prohibit turbulent mixing. The probability distribution of the Richardson number shifted to a larger value. However, the probability distribution of the Richardson number at a depth of 75 m did not change significantly. As a result, the observed cold eddy had no effect on the turbulent mixing at this depth. These results will be presented herein in detail.

How to cite: Lin, H.-I. and Yang, Y.-J.: Buoy Observations of Turbulent Mixing in the northwestern subtropical Pacific Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10563, https://doi.org/10.5194/egusphere-egu23-10563, 2023.

EGU23-11167 | ECS | Orals | OS1.3

Unveiling the Recent Changes in Barrier Layer Dynamics over the Arabian Sea Mini Warm Pool 

Sankar Prasad Lahiri and Vimlesh Pant

The reversal of monsoon wind and restriction of further northward oceanic heat transport makes the Indian Ocean unique compared to the other two tropical oceans. The circulation over the north Indian Ocean (NIO) also reverses following this change in the wind pattern. Two basins of NIO, i.e., the Bay of Bengal and the Arabian Sea, witness distinct physical and dynamical properties in response to this wind pattern and freshwater influx, although they lie within the same latitudinal band. The focus of this study is over the south-eastern Arabian Sea (SEAS) (7.5 - 12.5°N, 72.5 - 76.5°E), where sea surface temperature (SST) of more than 29.5°C is observed during late April and early May. This warm temperature over the SEAS is associated with the formation of a monsoon onset vortex that influences the onset of the Indian Summer Monsoon. Previous studies have suggested that high SST over the SEAS is independent of the tropical Indian Ocean warm pool. This high SST region is referred to as the Arabian Sea Mini Warm Pool (ASMWP). The development of ASMWP starts in November when the coastal Kelvin wave packets initiate the formation of an equatorward flowing boundary current along the east coast of India, East Indian Coastal Current (EICC). EICC transports the low saline Bay of Bengal water to the SEAS, resulting in a strong haline stratification which leads to the formation of a barrier layer. Once this layer forms, it restricts the vertical mixing of water in the mixed layer with the thermocline water. The objective of this study is to observe the recent change in the dynamics of this barrier layer thickness (BLT) over SEAS. Using reanalysis data from Copernicus Marine Services, the seasonal and yearly evolution of BLT is analyzed from 1993 to 2018. This study calculates the isothermal layer depth (ILD) based on the 1°C temperature criteria. The density change is computed following this temperature change which is used to calculate mixed layer depth (MLD). The monthly climatology suggests the presence of thick BLT (i.e., ILD - MLD) over SEAS from December to February, although some remnant is present in March. A seasonal average (December - February) of BLT suggests a significant increasing trend from 1993 to 2018. Although the MLD is not showing any significant changes, the ILD is witnessing a substantial increase over these years. The effect of the ILD increase is also reflected in the stratification and heat content. Using geostrophic eddy kinetic energy, the energetics of the EICC in October-November are noticed in three different regions along the southeast coast of India and south of Sri Lanka. The influence of local forcings on the dynamics of the BLT is investigated to understand the mechanism behind this evolution of BLT and its role in ASMWP variability.

How to cite: Lahiri, S. P. and Pant, V.: Unveiling the Recent Changes in Barrier Layer Dynamics over the Arabian Sea Mini Warm Pool, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11167, https://doi.org/10.5194/egusphere-egu23-11167, 2023.

EGU23-14268 | ECS | Posters on site | OS1.3

Observations of Sea Ice Melt and Ice-Ocean Boundary Layer Heat Fluxes in the Marginal Ice Zone North of Fram Strait 

Simon F. Reifenberg, Wilken-Jon von Appen, Ilker Fer, Christian Haas, Mario Hoppmann, and Torsten Kanzow

Given the prospect of a merely seasonally ice-covered Arctic Ocean in the future and a consequential new quality of atmosphere-ocean coupling, understanding and quantifying oceanic processes that contribute to sea ice melt is of particular relevance.

A region of intense melting is the marginal ice zone (MIZ) north of Fram Strait, where inflowing warm Atlantic Water meets sea ice advected southward by the Transpolar Drift. We present observations of the ice-ocean boundary layer (IOBL) from a cruise of German research vessel Polarstern to that region in summer 2022, where we gathered continuous-in-time hydrographic observations from autonomous drifting stations on three separate ice floes, supplemented by intense observation periods of vertical microstructure profiles and ice cores from crewed stations during three revisits per floe throughout the drifting period.

The three occupied floes were oriented on a line approximately perpendicular to the ice edge, initially about 25 km apart from each other, with the southernmost floe located 75 km away from the edge. The drifting instrument platforms cover a common time period of approximately two weeks, under relatively quiescent atmospheric conditions. First results show that, while the floes exhibited similar drift trajectories dominated by superimposed diurnal and semidiurnal oscillations, the evolution of key IOBL variables, such as stratification, melt rates, friction velocity, and turbulent fluxes, varied considerably – both in time and among the occupied floes.

We plan to assess how this observed variability relates to other measured properties of sea ice (e.g., ice roughness, ice thickness distribution, floe size distribution) and of the upper ocean (e.g., ice-ocean velocity shear, turbulence, surface waves, internal waves and tides) and their interaction, in order to put our preliminary findings into the broader context: ocean controls on sea ice melt in the marginal ice zone north of Fram Strait.

How to cite: Reifenberg, S. F., von Appen, W.-J., Fer, I., Haas, C., Hoppmann, M., and Kanzow, T.: Observations of Sea Ice Melt and Ice-Ocean Boundary Layer Heat Fluxes in the Marginal Ice Zone North of Fram Strait, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14268, https://doi.org/10.5194/egusphere-egu23-14268, 2023.

EGU23-14300 | ECS | Posters on site | OS1.3

Assessing the physical processes controlling oxygen subduction in CMIP6 models 

Benedict Blackledge, Oliver Andrews, Esther Portela, Rory Bingham, and Damien Couespel

Approximately half of the total loss of upper ocean oxygen over the recent past has been driven by its reduced solubility in a warming ocean. The remainder can be explained by less well constrained changes to ocean circulation, mixing and biogeochemical processes. Model based studies have shown that the choice of mixing parameterisations as well as biogeochemical factors, can introduce substantial differences in the distribution of oxygen within an individual Earth System Model (ESM).  Model Intercomparison Projects such as the latest Coupled Model Intercomparison Project Phase 6 provide an opportunity to explore processes controlling oceanic oxygen in a multi-model framework. Here we apply an oxygen transport decomposition to seven CMIP6 ESMs, using a well-established framework for the transport of tracers from the surface mixed layer into the ocean interior. We show that despite a close agreement in the oxygen concentration at the mixed-layer base, the transports to the ocean interior vary greatly between models. ESMs with similar physical ocean model components are clearly identifiable based on the spatial distribution of oxygen transport, both in the globally integrated transport terms and their inter-annual variability. Applying this decomposition to CMIP6 pre-industrial control experiments, we find the total oxygen subduction ranges between +0.6 to +1.1PMol yr-1, in agreement with an observationally based estimate. Despite broad agreement in the total magnitude of oxygen subduction, the inter-model range for individual transport terms is often large (+0.69 PMol yr-1 to -0.23 PMol yr-1 for vertical advection), implying a high degree of model uncertainty as to the physical processes controlling interior oxygen. We also characterise variability in oxygen transport terms and find that interannual variability in advective transport depends on the term and the model family. Lateral advection displays the greatest model-model difference in interannual variability, by a factor of ~6 between the most and least variable model. Mixed-layer entrainment of oxygen shows closer agreement between models, with interannual variability in this term differing by a factor of ~1.4. We recommend that future model intercomparisons including ocean biogeochemistry archive the relevant transport, production and consumption terms for key biogeochemical variables such as oxygen.

How to cite: Blackledge, B., Andrews, O., Portela, E., Bingham, R., and Couespel, D.: Assessing the physical processes controlling oxygen subduction in CMIP6 models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14300, https://doi.org/10.5194/egusphere-egu23-14300, 2023.

EGU23-14823 | ECS | Orals | OS1.3

How subsurface and double-core anticyclones intensify the winter mixed layer deepening in the Mediterranean sea 

Alexandre Barboni, Solange Coadou-Chaventon, Alexandre Stegner, Briac Le Vu, and Franck Dumas

The mixed layer is the uppermost layer of the ocean, connecting the atmosphere to the subsurface ocean through atmospheric fluxes. It is subject to pronounced seasonal variations: it deepens in winter due to buoyancy loss and shallows in spring while heat flux increase and restratify the water column. A mixed layer depth (MLD) modulation over this seasonal cycle has been observed within mesoscale eddies. 

Taking advantage of the numerous Argo floats deployed and trapped within large Mediterranean anticyclones over the last decades, we reveal for the first time this modulation at a 10-day temporal scale and free of the smoothing effect of composite approaches. The analysis of 16 continuous MLD time series inside 13 long-lived anticyclones at a fine temporal scale brings to light the importance of the eddy preexisting vertical structure in setting the MLD modulation by mesoscale eddies. Extreme MLD anomalies of up to 330m are observed when the winter mixed layer connects with a preexisting subsurface anticyclonic core, greatly accelerating mixed layer deepening. The winter MLD sometimes does not achieve such connection but homogenizes another subsurface layer, then forming a multi-core anticyclone with spring restratification. A MLD restratification delay is always observed, reaching more than 2 months in 3 out the 16 MLD timeseries. The water column starts to restratify outside anticyclones while mixed layer keeps deepening and cooling at the eddy core for a longer time. 

These new elements provide direct observation of double-core anticyclone formation, which dominant formation mechanism was previously considred to be vertical alignement, and provides new keys for understanding anticyclone vertical structure evolution.

How to cite: Barboni, A., Coadou-Chaventon, S., Stegner, A., Le Vu, B., and Dumas, F.: How subsurface and double-core anticyclones intensify the winter mixed layer deepening in the Mediterranean sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14823, https://doi.org/10.5194/egusphere-egu23-14823, 2023.

EGU23-15118 | Orals | OS1.3

Dissipation due to ageostrophic turbulence in the upper-ocean mixed layer 

Nils Brüggemann, Leonidas Linardakis, and Peter Korn

In our study, we diagnose dissipation by ageostrophic turbulence in the upper ocean. To this end, we use the Max Planck Institute's ocean model ICON-O with a telescoping grid configuration, where the resolution is enhanced up to values smaller than 600m over large areas of the North Atlantic. This allows to represent parts of the ageostrophic turbulence spectrum associated with submesoscale instabilities and eddies. We diagnose the dissipation associated with the ageostrophic eddies and investigate to what end ageostrophic turbulence is providing an efficient energy transfer towards smaller scales. We find that such an energy transfer and the associated dissipation is strongly enhanced within the upper-ocean and within and south of the Gulf Stream front. Attempts are made to develop parameterizations for the ageostrophic downscale energy flux to couple this energy dissipation with other ocean energy reservoirs. Therewith, we aim to obtain a more realistic view on the ocean energy cycle.

How to cite: Brüggemann, N., Linardakis, L., and Korn, P.: Dissipation due to ageostrophic turbulence in the upper-ocean mixed layer, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15118, https://doi.org/10.5194/egusphere-egu23-15118, 2023.

EGU23-17246 | ECS | Posters on site | OS1.3

Dynamics and impact of diurnal warm layers in the ocean 

Mira Schmitt, Sutanu Sarkar, Hieu T. Pham, and Lars Umlauf

Thin Diurnal Warm Layers (DWLs) form near the surface of the ocean on days of large solar radiation,
weak to moderate winds, and small surface waves. DWLs are characterized by complex dynamics,
and are relevant to the ocean especially by modifying surface-layer mixing and atmosphere-ocean
fluxes. Here, we use idealized Large Eddy Simulations (LES) and second-moment turbulence
modelling, both including the effects of Langmuir turbulence, to identify the key non-dimensional
parameters of the problem, and explore DWL properties and dynamics across a wide parameter
space. Comparison of LES and the second-moment turbulence models shows that the latter provide
an accurate representation of the DWL structure and dynamics. We find that, for equilibrium wave
conditions, Langmuir effects are significant only in the Stokes layer very close to the surface. While
we see pulses in the turbulent stresses and shear in the LES, there are no relevant effects of
Langmuir turbulence on DWL bulk properties and total entrainment. Results of the parameter space
analysis agree with the midday scaling by Pollard et al. (1986), however, with modified model
coefficients and deviations of up to 30% especially at high-latitudes. We develop non-dimensional
expressions for the strength and timing of the DWL temperature peak in the afternoon, and discuss
the mixing efficiency and energetics of DWLs in the presence of Langmuir turbulence.

How to cite: Schmitt, M., Sarkar, S., Pham, H. T., and Umlauf, L.: Dynamics and impact of diurnal warm layers in the ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17246, https://doi.org/10.5194/egusphere-egu23-17246, 2023.

EGU23-17247 | Posters on site | OS1.3 | Highlight

Subducting filaments in frontal zones in the Western Mediterranean Sea: Physical, turbulent and biological evidences 

Francesco Marcello Falcieri, Lorenzo Pasculli, and Giovanni Testa

Oceanic frontal areas are well known as sites prone to the generation of submesoscale instabilities that can lead to surface waters subduction along isopycnal surfaces well below the mixed layer. Those processes can play an important role in the vertical exchange of physical properties and biogeochemical tracers.
In the framework of the CALYPSO DRI research initiative (Coherent Lagrangian Pathways from the Surface Ocean to Interior), turbulent dissipation rates characterizing subducting filaments originated form frontal areas were studied with a free falling microstructure profiler. Microstructure profiles, along ancillary data, were collected on several transects along and across frontal areas and mesoscale eddies in the Western Mediterranean Sea during two cruises: one in the Alboran Sea (March/April 2019) and one in the Balearic Sea (February/March 2022).
The presence of subducting filaments moving along isopycnal surfaces was identified at depths between 100 and 250 m by the combined analysis of physical (i.e. temperature and salinity), chemical (i.e. dissolved oxygen) and biological properties (i.e. high chlorophyll concentration well below the mixed layer and the deep chlorophyll maximum). The majority of the subducting filaments were characterized by turbulent kinetic energy dissipation rates (TKE, values of 10-7 W·m-2) much higher than rates generally observed at such depths. The TKE values were found in conjunction with an increase in Brunt Vaisala frequency and low Thorpe scale values. The same conclusion can be drawn from Turner angle values.

How to cite: Falcieri, F. M., Pasculli, L., and Testa, G.: Subducting filaments in frontal zones in the Western Mediterranean Sea: Physical, turbulent and biological evidences, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17247, https://doi.org/10.5194/egusphere-egu23-17247, 2023.

EGU23-234 | ECS | Posters on site | OS1.4

Future Arctic Ocean atmosphere-ice-ocean momentum transfer and impacts on ocean circulation 

Morven Muilwijk, Tore Hattermann, Sigrid Lind, and Mats Granskog

Over the last few decades, the Arctic has experienced surface warming at more than twice the global rate and extensive sea ice loss. The reduced sea ice cover affects the mechanical and thermodynamical coupling between the atmosphere and the ocean. A commonly repeated hypothesis is that a thinner and more mobile sea ice cover will increase momentum transfer, resulting in a spin-up of upper Arctic Ocean circulation and enhanced vertical mixing. In general, sea ice protects the ocean from interaction with the atmosphere, and a thinning and shrinking sea ice cover implies a more direct transfer of momentum and heat. For example, several observational studies show a more energetic ocean after strong wind events over open water than wind events over ice-covered water. However, previous modeling studies show that seasonality is very important and that the total momentum transfer can decrease with more open water because the ice surface provides greater drag than the open water surface. We here present numerical simulations of future scenarios with the Norwegian Earth System Model (NorESM) and show how the momentum transfer is projected to change with changing sea ice and wind conditions in various regions of the Arctic Ocean. We then compare our results with output from other CMIP6 models and present how different wind conditions and the diminishing ice cover impacts the upper ocean circulation. 

How to cite: Muilwijk, M., Hattermann, T., Lind, S., and Granskog, M.: Future Arctic Ocean atmosphere-ice-ocean momentum transfer and impacts on ocean circulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-234, https://doi.org/10.5194/egusphere-egu23-234, 2023.

EGU23-2446 | ECS | Orals | OS1.4

Drivers of Laptev Sea interannual variability in salinity and temperature from satellite data 

Phoebe Hudson, Adrien Martin, Simon Josey, Alice Marzocchi, and Athanasios Angeloudis

Arctic surface air temperatures are warming twice as fast as global average temperatures. This has caused ocean warming, an intensification of the hydrological cycle, snow and ice melt, and increases in river runoff. Rivers play a central role in linking the components of the water cycle and Russian rivers alone contribute ~1/4 of the total freshwater to the Arctic Ocean, maintaining the halocline that covers the Arctic and dominates circulation. Increases in river runoff could further freshen this layer and increase Arctic Ocean stratification. However, the increase in atmosphere-ocean momentum transfer with sea ice loss could counteract or alter this pattern of circulation, mixing this cold fresh water with the warm salty water that currently sits below it. Understanding the interplay between these changes is crucial for predicting the future state of the Arctic system. Historically, studies trying to understand the interplay between these changes have been challenged by the difficulty of collecting in situ data in this region.

 

Over most of the globe, L-band satellite acquisitions of sea surface salinity (SSS), such as from Aquarius (2011–2015), SMOS (2010- present), and SMAP (2015-present), provide an idea tool to study freshwater storage and transport. However, the low sensitivity of L-band signal in cold water and the presence of sea ice makes retrievals at high latitudes a challenge. Nevertheless, retreating Arctic sea ice cover and continuous progress in satellite product development make the satellite based SSS measurements of great value in the Arctic. This is particularly evident in the Laptev Sea, where gradients in SSS are strong and in situ measurements are sparse. Previous work has demonstrated a good consistency of satellite based SSS data against in situ measurements, enabling greater confidence in acquisitions and making satellite SSS data a truly viable potential in the Arctic. Therefore, this project aims to combine satellite data, particularly SMAP and SMOS sea surface salinity (SSS) data, with model output to improve our understanding of interactions between the components of the Arctic hydrological cycle and how this is changing with our changing climate.

 

The Laptev Sea was chosen as an initial region of focus for analysis as the Lena river outflows as a large, shallow plume, which is clearly observable from satellite SSS data. The spatial pattern of the Lena river plume varies considerably interannually, responding to variability in atmospheric and oceanic forcing, sea ice extent, and in the magnitude of river runoff.  Numerical model output and satellite products confirm what has previously been suggested from in-situ data: wind forcing is the main driver of river plume variability.

How to cite: Hudson, P., Martin, A., Josey, S., Marzocchi, A., and Angeloudis, A.: Drivers of Laptev Sea interannual variability in salinity and temperature from satellite data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2446, https://doi.org/10.5194/egusphere-egu23-2446, 2023.

EGU23-3244 | Orals | OS1.4

Stable oxygen isotopes from the MOSAIC expedition show vertical and horizontal variability of sea-ice and river water signals in the upper Arctic Ocean during winter 

Dorothea Bauch, Nils Andersen, Ellen Damm, Alessandra D'Angelo, Ying-chih Fang, Ivan Kuznetsov, Georgi Laukert, Moein Mellat, Hanno Meyer, Benjamin Rabe, Janin Schaffer, Kirstin Schulz, Sandra Tippenhauer, and Myriel Vredenborg

Our aim is to better understand how local winter modification and advected signals from the Siberian Shelf affect the structure of the upper Arctic Ocean along the Transpolar Drift (TPD). Hereto we use stable oxygen isotopes of the water (δ18O) in combination with salinity to quantify river water contributions (fr) and changes due to sea-ice formation or melting (fi) in the upper ~150m of the water column during the MOSAIC drift. Furthermore, ratios of fi/fr at identical salinities can be used to distinguish waters remnant from the previous summer and those modified locally.

Within the ongoing winter we observed salinification and deepening of the mixed layer (ML) due to sea-ice related brine release together with interleaving waters at the base of the ML and within the main halocline. These interleaving waters with variable sea-ice and river water signals are observed for the first time and have not been observed during summer expeditions before.

The MOSAIC floe drifted in and out of the freshwater-rich part of the TPD and into the Atlantic regime throughout the winter. Despite these strong regime changes the sea-ice related brine content accumulated during the ongoing winter remained visible within the water column. Budgets derived by integration of signals over the upper 100m result in ~1 to 5 m of pure sea-water (34.92 salinity and 0.3‰ δ18O) removed from the water column for ice formation and are much higher than ice thicknesses of ~0.5 to 2 m observed for the MOSAIC floe. For further evaluation scaling factors have to be considered accounting e.g. for the different densities of ice and water as well as for the lower salinity in the halocline relative to pure sea-water. Therefore, our analysis indicates a lower limit of the advected signal relative to local winter modification within the Arctic Ocean halocline.

How to cite: Bauch, D., Andersen, N., Damm, E., D'Angelo, A., Fang, Y., Kuznetsov, I., Laukert, G., Mellat, M., Meyer, H., Rabe, B., Schaffer, J., Schulz, K., Tippenhauer, S., and Vredenborg, M.: Stable oxygen isotopes from the MOSAIC expedition show vertical and horizontal variability of sea-ice and river water signals in the upper Arctic Ocean during winter, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3244, https://doi.org/10.5194/egusphere-egu23-3244, 2023.

EGU23-3465 | Orals | OS1.4

Ocean heat increase and sea ice reduction in the Fram Strait conveys Arctic Ocean change 

Laura de Steur, Hiroshi Sumata, Dmitry Divine, Mats Granskog, and Olga Pavlova

The sea ice extent in the Arctic Ocean has reduced dramatically with the last 16 years (2007-2022) showing the 16 lowest September extents observed in the satellite era. Besides a declining sea ice cover and increase in ocean heat content in summer, the winter sea ice concentration and thickness have also become more vulnerable to changes. We present results from the Fram Strait Arctic Outflow Observatory showing that the upper ocean temperature in the East Greenland Current in the Fram Strait has increased significantly between 2003 and 2019. While the cold Polar Water now contains more heat in summer due to lower sea ice concentration and longer periods of open water upstream, the warmer returning Atlantic Water has shown a greater presence in winter the central Fram Strait, impacting the winter sea ice thickness and sea ice extent. These processes combined result in a reduced sea ice cover downstream along the whole east coast of Greenland both in summer and winter, which has consequences for winter-time ocean convection in the Greenland Sea.

How to cite: de Steur, L., Sumata, H., Divine, D., Granskog, M., and Pavlova, O.: Ocean heat increase and sea ice reduction in the Fram Strait conveys Arctic Ocean change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3465, https://doi.org/10.5194/egusphere-egu23-3465, 2023.

EGU23-3547 | Orals | OS1.4

An increasingly turbulent Arctic Ocean? 

Tom P. Rippeth

Historically, the Arctic Ocean has been considered an ocean of weak turbulent mixing. However, the decline in seasonal sea ice cover over the past couple of decades has led to increased coupling between the atmosphere and the ocean, with potential enhancement of turbulent mixing. Here, we review studies identifying energy sources and pathways that lead to turbulent mixing in an increasingly ice-free Arctic Ocean. We find the evolution of wind-generated, near-inertial oscillations is highly sensitive to the seasonal sea ice cycle, but that the response varies greatly between the continental shelves and the abyssal ocean. There is growing evidence of the key role of tides and continental shelf waves in driving turbulent mixing over sloping topography. Both dissipate through the development of unsteady lee waves. The importance of the dissipation of unsteady lee waves in driving mixing highlights the need for parameterization of this process in regional ocean models and climate simulations.

How to cite: Rippeth, T. P.: An increasingly turbulent Arctic Ocean?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3547, https://doi.org/10.5194/egusphere-egu23-3547, 2023.

EGU23-4159 | ECS | Orals | OS1.4

Modes of decadal variability in observed Arctic sea-ice concentration 

Jakob Dörr, Marius Årthun, David B. Bonan, and Robert C. J. Wills

The Arctic sea ice cover is strongly influenced by internal variability on decadal time scales, affecting both short-term trends and the timing of the first ice-free summer. Several mechanisms of variability have been proposed, but the contributions of distinct modes of decadal variability to regional and pan-Arctic sea-ice trends has not been quantified in a consistent manner. The relative contribution of forced and unforced variability in observed Arctic sea ice changes also remains poorly quantified. Here, we identify the dominant patterns of winter and summer decadal Arctic sea-ice variability in the satellite record and their underlying mechanisms using a novel technique called low-frequency component analysis. The identified patterns account for most of the observed regional sea ice variability and trends, and thus help to disentangle the role of forced and unforced sea ice changes since 1979. In particular, we separate a mode of decadal ocean-atmosphere-sea ice variability, with an anomalous atmospheric circulation over the central Arctic, that accounts for approximately 30-50% of the accelerated decline in pan-Arctic summer sea-ice area between 2000 and 2012. For winter, we find that internal variability has so far dominated decadal trends in the Bering Sea, while it plays a smaller role in the Barents and Kara Seas. These results, which detail the first purely observation-based estimate of the contribution of internal variability to decadal trends in sea ice, suggest a lower estimate of the internal variability contribution than most model-based assessments.

How to cite: Dörr, J., Årthun, M., Bonan, D. B., and Wills, R. C. J.: Modes of decadal variability in observed Arctic sea-ice concentration, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4159, https://doi.org/10.5194/egusphere-egu23-4159, 2023.

EGU23-4822 | ECS | Orals | OS1.4

Ocean response to reduced Arctic sea ice in PAMIP simulations. 

Sourav Chatterjee, Julia Selivanova, Tido Semmler, and James A. Screen

Arctic Amplification (AA) – the greater warming of the Arctic than the global average - is a prominent feature of past and projected future climate change. AA exists due to multiple positive feedbacks involving complex interactions among different components of Arctic atmosphere, ocean, and cryosphere. The loss of sea ice is a key driver of AA. Sea ice loss and resultant AA can influence the global climate system, way beyond the Arctic. The atmospheric response to sea ice loss has been studied extensively. In comparison, the oceanic response has received less attention and our understanding of it is imprecise. Here, we utilize the fully coupled model simulations from the Polar Amplification Model Comparison Project (PAMIP) to explore the oceanic response to projected Arctic sea ice loss at 2o C global warming.

The sea surface warming signal is maximum in the Barents-Kara Sea region in all three models analysed. Results suggest that the observed northward propagation of the Arctic ‘cooling machine’ (region of intensive heat loss to the atmosphere) is largely driven by the reduced sea ice over the northern Barents Sea. Simultaneously, the atmospheric response with stronger south-westerlies over the Norwegian Seas and southern Barents Sea reduces the heat loss therein. This may partly explain the bipolar spatial structure of heat loss in the Norwegian seas and the Northern Barents-Kara Sea. This seesaw heat loss pattern can result in a warmer inflow of Atlantic Waters from the Norwegian Sea to the northern Barents Sea as projected by CMIP6 models. The mixed layer depth response in these regions is consistent with the heat loss patterns, with a deepening of the mixed layer in regions of enhanced heat loss and vice versa. The surface ocean dynamic response is most prominent in the Beaufort Sea. With reduced sea ice, the Beaufort gyre circulation is strengthened due to larger wind forcing and accumulates freshwater within. As a result, surface salinity response shows maximum freshening in this region. In summary, preliminary results from the coupled simulations under the PAMIP protocol indicate that the observed and projected changes in the Arctic Ocean during the 21st century are strongly driven by the reduction in sea ice.

How to cite: Chatterjee, S., Selivanova, J., Semmler, T., and Screen, J. A.: Ocean response to reduced Arctic sea ice in PAMIP simulations., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4822, https://doi.org/10.5194/egusphere-egu23-4822, 2023.

EGU23-4972 | Posters on site | OS1.4

An 8-year time series of mesozooplankton fluxes in Kongsfjorden, Svalbard 

Patrizia Giordano, Alessandra D'Angelo, Kyle Mayers, Jasmin Renz, Ilaria Conese, Stefano Miserocchi, Federico Giglio, and Leonardo Langone

In Arctic regions, the food availability for epi-pelagic fauna is strictly influenced by environmental stressors, such as solar radiation, ice cover, glacial and watershed runoffs. This study presents an 8-year time-series (2010-2018) of mesozooplankton collected from an automatic sediment trap in the inner part of Kongsfjorden, Svalbard, at ~87m depth. The aim of this study is to observe the temporal variability in the abundance of epipelagic mesozooplankton species, collected as active flux (swimmers). Reference meteorological and hydrological data are also presented as environmental stressors, to evaluate possible relationships with zooplankton populations. A principal component analysis (PCA) applied to the dataset revealed that the physical and chemical characteristics of seawater affected the mesozooplankton abundance and composition. Collectively, this result highlighted the role of the thermohaline characteristics of the water column on the Copepods behavior, and the correlation between siliceous phytoplankton and Amphipods. Overall, the zooplankton within inner Kongsfjorden did not show a clear seasonal trend, suggesting their high adaptivity to extreme environmental conditions. Although the swimmer fluxes have decreased from 2013 onwards, an increase in community diversity has nevertheless been observed, probably due to copepods decline and subsequent higher food availability. Despite the decreasing magnitude of the zooplanktonic community over time, we recorded the intrusion of subarctic boreal species, such as Limacina retroversa, since 2016. The uniqueness of this dataset is an 8-year uninterrupted time series, which provides correlations between environmental and biological parameters in a poorly studied region. Under a warming Kongsfjorden scenario, with increasing submarine and watershed runoff, and the rapid Atlantification of the fjord, major changes in mesozooplankton communities are expected in the medium to long-term due to their adaptation to environmental changes and the introduction of alien species.

How to cite: Giordano, P., D'Angelo, A., Mayers, K., Renz, J., Conese, I., Miserocchi, S., Giglio, F., and Langone, L.: An 8-year time series of mesozooplankton fluxes in Kongsfjorden, Svalbard, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4972, https://doi.org/10.5194/egusphere-egu23-4972, 2023.

EGU23-4988 | ECS | Posters on site | OS1.4

Spatial and temporal distribution of organic matter in central Arctic: Insights from biomarker proxy 

Akanksha Singh, Sze Ling Ho, and Ludvig Löwemark

Studies have shown that Arctic sea-ice conditions influence the earth’s energy budget by affecting its albedo and global ocean circulation. It also exerts a strong control on the local primary productivity. In addition, by drifting sea ice, it facilitates the transport of sediment and organic matter (OM) from marginal seas across the Arctic Ocean. Over the past decades, there have been several studies on sediment cores from Central Arctic where the major source of OM was shown to be terrigenous. The presence of this elevated terrigenous OM is driven by the transport of sediments and OM from marginal seas to the Central Arctic via drifting ice. However, our understanding of the processes involved in the transport of OM to the central Arctic is still limited. In this study, in order to better understand the pathways of OM transport, we examine spatial and temporal variations in OM flux to the central Arctic. We use organic carbon and biomarker proxies, namely n-alkanes and Glycerol dialkyl glycerol tetraether (GDGT) to explore the spatial and temporal (Marine Isotope Stage 1, 2 and 3) variation of terrigenous input versus marine primary productivity in the central Arctic. To understand the transport of OM in the Central Arctic, biomarkers in 100 samples collected from 9 central Arctic cores were investigated. The presence of terrestrial organic matter in the central Arctic region was confirmed by the high values of the BIT index, which virtually all reached above 0.5 with a maximum of 0.9. The spatial pattern of both terrestrial and marine OM showed higher concentrations at the central Lomonosov ridge and reduced values towards the Lomonosov Ridge off Greenland, with lowest concentrations from the cores located at Morris Jesup Rise (MJR). The pattern of declining terrestrial biomarker concentrations from the central Arctic to MJR, which is closer to the Fram Strait and marks the exit of the Arctic Ocean, are likely caused by sea-ice drift patterns. The sea ice would have been transported by the Transpolar Drift, which allows terrigenous material entrained in the dirty sea ice to get transported towards central Arctic. This spatial pattern remains same for all three studied Marine Isotope Stages. Looking at the temporal variation of the OM into the central Arctic, compared to MIS 3 and MIS 2, TOC as well as both marine and terrestrial biomarkers show enhanced concentration during MIS 1 all over the central Arctic. These increased biomarker concentrations reflect that MIS 1 was warmer with less extensive sea-ice cover than MIS 2 and MIS 3.

How to cite: Singh, A., Ho, S. L., and Löwemark, L.: Spatial and temporal distribution of organic matter in central Arctic: Insights from biomarker proxy, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4988, https://doi.org/10.5194/egusphere-egu23-4988, 2023.

EGU23-5197 | ECS | Orals | OS1.4

A high-resolution view on mesoscale eddy activity in the Eurasian Basin 

Vasco Müller, Qiang Wang, Sergey Danilov, Nikolay Koldunov, Xinyue Li, and Thomas Jung

Mesoscale eddies might play a substantial role for the dynamics of the Arctic Ocean, making them crucial for understanding future Arctic changes and the ongoing ‘atlantification’ of the Arctic Ocean. However, simulating high latitude mesoscale eddies in ocean circulation models presents a great challenge due to their small size and adequately resolving mesoscale processes in the Arctic requires very high resolution, making simulations computationally expensive.

Here, we use a seven-year simulation from the unstructured‐mesh Finite volumE Sea ice-Ocean Model (FESOM2) with 1-km horizontal resolution in the Arctic Ocean. This very high-resolution model setup can be considered eddy resolving and has previously been used to investigate the distribution of eddy kinetic energy (EKE) in the Arctic. Now, with a simulation spanning several years, we evaluate the changes of EKE in the Eurasian Basin and the connection to other properties like sea-ice cover, baroclinic conversion rate and stratification. EKE seasonality is influenced predominantly by sea-ice changes, while monthly anomalies have different drivers for different depths levels. The mixed layer is strongly linked to the surface and thus to sea-ice variability. Deeper levels on the other hand are shielded from the surface by stratification and influenced more strongly by baroclinic conversion.

How to cite: Müller, V., Wang, Q., Danilov, S., Koldunov, N., Li, X., and Jung, T.: A high-resolution view on mesoscale eddy activity in the Eurasian Basin, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5197, https://doi.org/10.5194/egusphere-egu23-5197, 2023.

EGU23-5605 | Posters on site | OS1.4

CMIP6/OMIP simulations of the Arctic Ocean and the impact of resolutions 

Chuncheng Guo, Qi Shu, Qiang Wang, Aleksi Nummelin, Mats Bentsen, Alok Gupta, Yang Gao, and Shaoqing Zhang

Underlying the polar climate system are a number of closely coupled processes that are interconnected through complex feedbacks on a range of temporal and spatial scales. Observations are limited in these inaccessible and remote areas, and understanding of these processes often relies on regional and global climate modelling. However, large uncertainties remain due to unresolved key processes in both the regional and global contexts.

In this presentation, we first show that large model spread and biases exist in simulating the Arctic Ocean hydrography from the latest CMIP6/OMIP experiments. Our results indicate that there are almost no improvements compared with the previous CORE-II experiments (with similar OMIP-like protocol) which were thoroughly assessed by the ocean modelling community. The model spread and biases are especially conspicuous in the simulation of subsurface halocline and Atlantic Water, the latter often being too warm, too thick, and too deep for many models. The models largely agree on the interannual/decadal variabilities of key metrics, such as volume/heat/salt transport across main Arctic gateways, as dictated by the common atmospheric forcing reanalysis.

We then examine a hierarchy of global models with horizontal resolutions of the ocean on the order of 1-deg, 0.25-deg, and 0.1-deg. For the 0.1-deg resolution, we take advantage of a recent unprecedented ensemble of high-resolution CESM simulations, as well as NorESM simulations of similar ocean resolution but of shorter integration. High(er) resolutions show signs of improvements and advantages in simulating the Arctic Ocean, but certain biases remain, which will be discussed together with the challenges of high-resolution simulations in the region.

How to cite: Guo, C., Shu, Q., Wang, Q., Nummelin, A., Bentsen, M., Gupta, A., Gao, Y., and Zhang, S.: CMIP6/OMIP simulations of the Arctic Ocean and the impact of resolutions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5605, https://doi.org/10.5194/egusphere-egu23-5605, 2023.

EGU23-5780 * | ECS | Orals | OS1.4 | Highlight

Marine Heatwaves in the Arctic Ocean: drivers, feedback mechanisms and interactions with sea ice 

Benjamin Richaud, Eric C.J. Oliver, Xianmin Hu, Sofia Darmaraki, and Katja Fennel

Arctic regions are warming at a rate faster than the global average. Superimposed on this trend, marine heatwaves and other extreme events are becoming more frequent and intense. Simultaneously the sea ice phenology with which these events interact is also changing. While sea ice can absorb atmospheric heat by melting and therefore acts as a heat buffer for the ocean, meltwater-induced stratification and albedo changes can provoke positive feedbacks on the heat content of the upper ocean. Disentangling those effects is key to better understanding and predicting the present and future state of the Arctic Ocean, including how it responds to forcing by extreme events. Using a three-dimensional regional ice-ocean coupled numerical model, we calculate a two-layer heat budget for the surface mixed layer of the Arctic Ocean, using a novel approach for the treatment of residuals. We present a statistical overview of the dominant drivers of marine heatwaves at the regional scale as well as more in-depth analyses of specific events in key regions of interest. The characteristics of marine heatwaves under different sea ice conditions is also considered, to identify anomalous ice-ocean interactions. Finally, potential feedback mechanisms are investigated to verify their existence and quantify their importance.

How to cite: Richaud, B., Oliver, E. C. J., Hu, X., Darmaraki, S., and Fennel, K.: Marine Heatwaves in the Arctic Ocean: drivers, feedback mechanisms and interactions with sea ice, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5780, https://doi.org/10.5194/egusphere-egu23-5780, 2023.

EGU23-6012 | ECS | Posters on site | OS1.4

Winter Atlantic Water intrusions in Kongsfjorden: atmospheric triggering and oceanic preconditioning 

Francesco De Rovere, Jacopo Chiggiato, Leonardo Langone, Angelo Rubino, and Davide Zanchettin

Kongsfjorden is an Arctic fjord in Svalbard facing the West Spitsbergen Current (WSC) transporting warm and salty Atlantic Water (AW) through the Fram Strait to the Arctic. In this work, winter AW intrusions in Kongsfjorden occurring in the 2010-2020 decade are assessed by means of oceanographic and atmospheric observations, provided by in-situ instrumentations and reanalysis products. Winter AW intrusions are relatively common events, bringing heat and salt from the open ocean to the fjord interior; they are characterized by water temperatures rising by 1-2 °C in just a few days. Several mechanisms have been proposed to explain winter AW intrusions in West Spitsbergen fjords, tracing back to the occurrence of energetic wind events along the shelf slope. Here we demonstrate that the ocean plays a fundamental role as well in regulating the inflow of AW toward Kongsfjorden in winter.

Winter AW intrusions in 2011, 2012, 2016, 2018 and 2020 occurred by means of upwelling from the WSC, triggered by large southerly winds blowing on the West Spitsbergen Shelf (WSS) followed by a circulation reversal with northerly winds. Southerly winds are generated by the setup of a high pressure anomaly over the Barents Sea. In these winters, fjord waters are fresher and less dense than the AW current, resulting in the breakdown of the geostrophic control mechanism at the fjord mouth, allowing AW to enter Kongsfjorden. The low salinity signal is found also on the WSS and hence is related to the particular properties of the Spitsbergen Polar Current (SPC). The freshwater signal is hypothesized to be linked to the sea-ice production and melting in the Storfjorden and Barents Sea regions, as well as the accumulation of glaciers’ runoff. The freshwater transport toward West Spitsbergen is thus the key preconditioning factor allowing winter AW intrusions in Kongsfjorden by upwelling, whilst energetic atmospheric phenomena trigger the intrusions. 

Winter 2014 AW intrusion shows a different dynamic, i.e., an extensive downwelling of warm waters in the fjord lasting several weeks. Here, long-lasting southerly winds stack surface waters toward the coast. The fjord density is larger than the WSC density, forcing the AW intrusion to occur near the surface, then spreading vertically over the water column due to heat loss to the atmosphere. We hypothesize the combination of sustained Ekman transport and the shallower height of the WSC on the water column to be the key factor explaining the AW intrusion in this winter. 

After mixing with the initial AW inflow, fjord waters undergo heat loss to the atmosphere and densification. The water column becomes denser than the WSC, restoring the geostrophic control mechanism and blocking further intrusions of AW.

How to cite: De Rovere, F., Chiggiato, J., Langone, L., Rubino, A., and Zanchettin, D.: Winter Atlantic Water intrusions in Kongsfjorden: atmospheric triggering and oceanic preconditioning, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6012, https://doi.org/10.5194/egusphere-egu23-6012, 2023.

EGU23-6564 | ECS | Orals | OS1.4

Impact of an isolated summer storm on sea ice and ocean conditions in the Canadian Basin 

Emma Bent, Camille Lique, and Peter Sutherland

The Arctic Ocean has undergone a rapid decrease of sea ice extent for decades and studies have shown that the storm activity has increased in the Arctic. Regions that are seasonally ice-opened experience a greater forcing at the surface, which affects the upper-ocean through mixing, turbulence and air-sea interactions. Previous studies have shown the local and short term impacts of wind and waves on sea ice through negative or positive feedback mechanisms. For instance, increased air-sea flux during the freezing season can lead to a cooling of the upper-ocean and favor ice formation, while an increase in wind forcing can modify the vertical profile of the mixed layer, leading to melting or formation of ice. Given the potential of the mixed layer properties to be modified locally by an increased wind/wave forcing, we question whether this type of forcing could have a seasonal effect on the mixed layer and therefore on the sea ice.

We thus use a 1D coupled ocean-sea ice model (NEMO1D-SI³) to study, in the seasonal ice zone of the Beaufort Sea, the immediate change and the seasonal evolution of the mixed layer when forced by an idealized summer storm. The response of sea ice is also examined. We conduct the experiment for a range of storms varying in intensity, duration and date of forcing. Compared to a situation with no increased forcing, we first find that summer storms thicken the mixed layer through mixing which increases the upper-ocean heat content. In the fall, ice formation is consequently delayed for a maximum of 2 weeks compared to a situation with no increased forcing. Secondly, we show that storm-induced thick mixed layers isolate the sea ice from sub-surface warm waters, allowing for efficient ice growth. Ice is consequently thicker at the end of winter compared to a situation with no increased forcing (maximum difference of 10 cm). Thirdly, we find that these results are amplified for storms that happen earlier in summer and have a strong momentum input to the ocean. Our results suggest that localized storms could be a significant driver of the seasonal evolution of the mixed layer and the sea ice.

How to cite: Bent, E., Lique, C., and Sutherland, P.: Impact of an isolated summer storm on sea ice and ocean conditions in the Canadian Basin, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6564, https://doi.org/10.5194/egusphere-egu23-6564, 2023.

EGU23-6699 | ECS | Orals | OS1.4

Investigating ventilation and saturation dynamics in the Arctic Ocean using noble gas tracer techniques 

Yannis Arck, Lennart Gerke, Edith Engelhardt, Florian Freundt, Julian Robertz, Stanley Scott, David Wachs, Markus Oberthaler, Toste Tanhua, and Werner Aeschbach

Timescales of ventilation of the Arctic Ocean are still only poorly known. The commonly used tracers for ocean ventilation studies like CFCs and SF6 are limited to young water masses that are either close to the surface or in highly ventilated deep waters. The radioisotope 39Ar with its half-life of 269 years covers time scales of 50 to 1000 years, perfectly suitable to investigate ventilation timescales of deep and intermediate water masses within the Arctic Ocean. The new measurement technique called Argon Trap Trace Analysis (ArTTA) only requires samples sizes of a few liters of ocean water, instead of the previous low-level counting method, which required about 1000 liters of water. The benefit for ocean studies is evident, much more samples can be taken during one cruise if ArTTA is applied. This enables a better resolution of the water column in great depths at the desired sampling location in the Arctic Ocean. Combined with the additional data of the CFC-12 and SF6 measurements, ventilation timescales of the complete water column from surface to bottom are obtained by constraining transit time distributions via this multi-tracer approach.

Another focus of this study is the saturation of all gaseous transient tracers. It is determined by surface conditions as well as interior mixing processes. Measurements of stable noble gas isotopes (He, Ne, Ar, Kr, Xe) are used to determine possible saturation anomalies that arise during air bubble dissolution, rapid cooling and subduction, or ice formation and subsequent interior mixing of water masses. These saturation distortions for different boundary conditions are of key importance to correct the input function for gas tracers in the Arctic Ocean and hence to constrain the ventilation timescales. The uncertainty of the age distributions will be reduced, and ocean circulation models can be improved.

This contribution presents first stable and radioactive noble gas results of the project Ventilation and Anthropogenic Carbon in the Arctic Ocean (VACAO), which is part of the Synoptic Arctic Survey carried out in summer 2021 on the Swedish icebreaker Oden.

How to cite: Arck, Y., Gerke, L., Engelhardt, E., Freundt, F., Robertz, J., Scott, S., Wachs, D., Oberthaler, M., Tanhua, T., and Aeschbach, W.: Investigating ventilation and saturation dynamics in the Arctic Ocean using noble gas tracer techniques, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6699, https://doi.org/10.5194/egusphere-egu23-6699, 2023.

EGU23-6724 | Orals | OS1.4

On the realism of Arctic Ocean transports in CMIP6 

Susanna Winkelbauer, Michael Mayer, and Leopold Haimberger

This contribution evaluates key components of the Arctic energy budget as represented by the Coupled Model Intercomparison Project Phase 6 (CMIP6) against reanalyses and observations.

The Arctic regions are characterized by a net energy loss to space, which is balanced by northward heat transports in atmosphere and ocean. Mean and variability in the oceanic northward heat transports have major impacts on the state and change of the Arctic Ocean and sea ice. Therefore, an accurate representation of oceanic transports in climate models is a key feature to realistically simulate the Arctic climate. However, the nature of curvilinear ocean model grids and the variety of different grid types used in the CMIP ensemble, make the calculation of oceanic transports on their native grids difficult and time consuming. We developed new tools that enable the precise calculation of volume, heat, salinity and ice transports through any desired oceanic sections or straits for a large number of CMIP6 models as well as ocean reanalyses. Our tools operate on native grids and hence avoid biases that often arise from interpolation to regular grids. Those tools will be made available as open-source Python package enabling easy and effortless calculations of oceanic transports.

In the work presented here, we use the newly developed tools to compare oceanic heat transports (OHT) through the main Arctic gateways from CMIP6 models and reanalyses to those gained from observations and analyze them concerning their annual means, seasonal cycles and trends. We find strong connections between the Arctic’s mean state and lateral OHT, with variations in OHT having major effects on the sea ice cover and ocean warming rate.

Results help us to understand typical model biases. For instance, many models feature systematic biases in oceanic transports in the Arctic main gateways, e.g., some models feature to high sea ice extents due to the underestimation of heat transports entering the Arctic through the Barents Sea Opening. Using those results it is possible to generate physically based metrics to detect outliers from the model ensemble, which may be useful in reducing the spread of future projections of Arctic change.

How to cite: Winkelbauer, S., Mayer, M., and Haimberger, L.: On the realism of Arctic Ocean transports in CMIP6, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6724, https://doi.org/10.5194/egusphere-egu23-6724, 2023.

EGU23-7774 | ECS | Posters on site | OS1.4

Upper Arctic Ocean properties and water mass pathways during the year-round MOSAiC expedition in the context of historical observations 

Myriel Vredenborg, Wiebke Körtke, Benjamin Rabe, Maren Walter, Sandra Tippenhauer, and Oliver Huhn

The Arctic Ocean is characterized by complex processes coupling the atmosphere, cryosphere, ocean and land, and undergoes remarkable environmental changes due to global warming. To better understand this system of physical, biogeochemical and ecosystem processes, as well as recent changes was the aim of the Multidisciplinary drifting Observatory for the Study of Arctic Climate (MOSAiC) ice drift conducted year-round from autumn 2019 to autumn 2020. Here, we focus on the properties and circulation pathways of upper Arctic Ocean water masses that have been found to change in recent decades, likely in response to changes in sea ice, surface fluxes, and advection of air masses under Arctic amplification.

We use hundreds of hydrographic profiles obtained with two Conductivity Temperature Depth (CTD) systems mounted to rosette water samplers from the drifting ship and at a remote location on the ice to investigate the properties of the polar mixed layer, halocline waters and warm water of Atlantic origin (“Atlantic Water”) in the Eurasian Arctic during the MOSAiC campaign. Additionally, we analyse chemical tracers (noble gases and anthropogenic tracers CFC-12 and SF6) measured from water samples taken with both CTD/Rosette systems to identify pathways of the water masses. We compare these observations with a comprehensive dataset of historical hydrographic data from the region to put our findings into a long-term context.

We find a shoaling and thickening of the Atlantic-Water layer compared to historical observations, as well as signatures of interleaving at the core of the warm Atlantic Water that slowly get eroded during the drift. Along the MOSAiC track the hydrographic data show convective lower halocline waters that are typically formed north of Fram Strait and further downstream, as well as advective-convective lower halocline waters typically formed in the Barents Sea. We see a change in lower halocline properties in the eastern Amundsen Basin compared to historical observations, that could either be caused by local formation or a change in circulation. Further, we use the chemical tracers to investigate possible pathways and formation regions of the observed water masses.

How to cite: Vredenborg, M., Körtke, W., Rabe, B., Walter, M., Tippenhauer, S., and Huhn, O.: Upper Arctic Ocean properties and water mass pathways during the year-round MOSAiC expedition in the context of historical observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7774, https://doi.org/10.5194/egusphere-egu23-7774, 2023.

EGU23-8320 | ECS | Posters on site | OS1.4

Tracing Atlantic water exiting the Fram Strait and its transit in the Arctic Ocean by isolating reprocessing-derived 236U and colored dissolved organic matter 

Gang Lin, jixin Qiao, Rafael Gonçalves‐Araujo, Peter Steier, Paul Dodd, and Colin Stedmon

The Fram Strait, located between Svalbard and Greenland is an important gateway for exchange of salt and heat between the Arctic Ocean and the North Atlantic Ocean and is also a geographically crucial region for investigating Atlantic water transport pathways and transit times, which are necessary to understand the progress of environmental changes in the Arctic. 236U from the two European nuclear reprocessing plants (RPs) at La Hague (LH) and Sellafield (SF) provides a unique signal in Atlantic water for studying its circulation pattern in the Arctic Ocean. In this study we first isolate RP-derived 236U (236URP) using the characteristic 233U/236U signature and then use colored dissolved organic matter (CDOM) to indicate transit pathways and therefore constrain the selection of appropriate 236URP input functions. High CDOM absorbance in the Fram Strait reflects the passage of Atlantic water transported to the Arctic by the Norwegian Coastal Current (NCC) and subsequently along the Siberian shelf where the Ob, Yenisei and Lena rivers supply terrestrial organic matter with high CDOM levels. Conversely low CDOM water represents Atlantic water that has remained off the shelf. Based on CDOM absorbance, potential temperature (θ) and water depth the path of a given body of Atlantic water could be determined and an appropriate RP input function selected so that transit times could be estimated. Waters with high CDOM levels sourced from the NCC and Barents Sea branch water (BSBW) had an average Atlantic water transit time of 12 years. Waters with low CDOM,  θ < 2 °C, and depth < 1500 m were sourced from the Norwegian Atlantic Current (NwAC), had little interaction with riverine freshwater with an advective Atlantic water transit time of 26 years.

How to cite: Lin, G., Qiao, J., Gonçalves‐Araujo, R., Steier, P., Dodd, P., and Stedmon, C.: Tracing Atlantic water exiting the Fram Strait and its transit in the Arctic Ocean by isolating reprocessing-derived 236U and colored dissolved organic matter, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8320, https://doi.org/10.5194/egusphere-egu23-8320, 2023.

EGU23-9367 | ECS | Posters on site | OS1.4

Wind forcing and tides mediate transport of ocean heat from Storfjordrenna to the Arctic domain of the Barents Sea 

Kjersti Kalhagen, Ragnheid Skogseth, Ilker Fer, Till M. Baumann, and Eva Falck

The Barents Sea is undergoing changes with impacts on the physical environment, e.g., the seasonal sea ice formation and extent and with large consequences for the ecosystems. There are knowledge-gaps concerning the complex pathways of Atlantic Water (AW) through the Barents Sea and the associated distribution of heat and nutrients. Records from a mooring deployed between September 2018 and November 2019 on the 70 m deep saddle between Edgeøya and Hopen islands in the Svalbard archipelago show sporadic exchange between the AW-influenced trough Storfjordrenna and the Arctic domain of the north-western Barents Sea. Forced by sea surface anomalies, the observed currents show a tendency for eastward transport across the saddle year-round. However, the eastward overflow into the Barents Sea is strongly mediated by wind forcing: The predominant north-northeasterly winds with corresponding geostrophic adjustment to Ekman transport tend to hamper and sometimes even reverse this cross-saddle current. Weaker and/or southerly winds on the other hand tend to enhance the eastward flow into the Barents Sea. The strength and shape of the overflow current vary substantially on seasonal and sub-seasonal timescales: during autumn and winter, the current is strong and barotropic, while during summer, the current is weaker and more baroclinic. On shorter time scales, the strongest oscillations occur during the ice-free autumn with a periodicity of a few days. When the area has a partial sea ice cover in winter, the strength decreases and the periodicity increases to a week or more. Further analysis of variability in temperature and current velocity shows that cross-saddle transport of positive temperature anomalies (indicating heat from waters of Atlantic origin) is evident in frequency bands associated with various drivers of mesoscale variability, such as eddies, synoptic events, and tides. There are indications that the studied area will become an increasingly important location for heat transport into the interior of the Barents Sea: A comparison between historical and recent hydrographic records show that AW is warming and shoaling in the water column in Storfjordrenna, which suggests that AW will be more easily transported across the saddle by the mentioned drivers. Furthermore, the ongoing changes in the large-scale weather patterns resulting in more southerly and southwesterly winds is hypothesized to affect the strength and persistence of the overflow on the saddle between Edgeøya and Hopen islands.

How to cite: Kalhagen, K., Skogseth, R., Fer, I., Baumann, T. M., and Falck, E.: Wind forcing and tides mediate transport of ocean heat from Storfjordrenna to the Arctic domain of the Barents Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9367, https://doi.org/10.5194/egusphere-egu23-9367, 2023.

EGU23-9887 | ECS | Posters virtual | OS1.4

An updated observational record of Davis Strait ocean transports, 2004-2017 

Jed Lenetsky, Craig Lee, Clark Richards, and Alexandra Jahn

The Davis Strait, located in Southern Baffin Bay between Greenland and the Canadian Arctic Archipelago, is a key gateway of oceanic exchange between the Arctic and North Atlantic Oceans. Large fluxes of fresh Arctic Waters through the Davis Strait potentially influence deep-water formation in the Labrador Sea, with implications for the strength of the Atlantic Meridional Overturning Circulation. From 2004-2017, and 2020-present, ocean temperatures, salinities, and velocities have been measured along a moored array spanning the entire strait, allowing for ocean transports to be assessed over both the continental shelves and central channel. Here we will present new data from 2011-2017, extending the previously published data for 2004-2010. Furthermore, the whole record has been updated, filling spatial and short temporal data gaps using average temperature, salinity, and velocity sections from high resolution Seaglider surveys from 2004 to 2010. These updated volume, freshwater, and watermass transports will increase understanding of changing oceanic conditions in Baffin Bay, as well as local and remote physical mechanisms that govern the Davis Strait throughflow on synoptic to interannual timescales.

How to cite: Lenetsky, J., Lee, C., Richards, C., and Jahn, A.: An updated observational record of Davis Strait ocean transports, 2004-2017, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9887, https://doi.org/10.5194/egusphere-egu23-9887, 2023.

Everything that happens in the Arctic Ocean, be it of physical, biological, or chemical nature, is constrained by the vertical distribution of heat and salt. In this talk, I will share recent results and on-going work aimed at examining questions directly related to vertical mixing below sea ice: (1) How accurately are the physical properties of the Canada Basin simulated in climate models? (2) How do observed changes to the size and speed of a sea ice floe and ocean stratification impact ocean mixing in 2D numerical simulations? (3) Can we, for the first time, examine seasonal ice-ocean boundary layer dynamics in a 20 m × 10 m × 3 m outdoor saltwater pool?

Our results indicate that the majority of climate models do not accurately simulate the surface freshening trend observed in the Canada Basin between 1975 and 2006-2012, nor do they simulate heat from Pacific Water in the same region. We suggest that both of these biases can be partly attributed to unrealistically deep vertical mixing in the models. We next explore one possible source of this model bias related to decadal changes to the underside of ice floes, called ice keels. Results from idealized numerical simulations highlight the importance of ice keel depth, which controls the range over which ocean mixing occurs, as well as ice keel speed and ocean stratification. Further, we estimate that observational uncertainties related to ice keel depth may translate into uncertainties in the sign of current and future changes to below-ice momentum transfer into the ocean. Lastly, we present the instrument setup for our 2022-2023 pilot experiment and on-going outreach work at the Sea-ice Environmental Research Facility (SERF) in Canada. This is a unique facility centres around an outdoor saltwater pool where sea ice evolves under natural atmospheric conditions in a semi-idealized and well-instrumented setting.

How to cite: Rosenblum, E. and the Team: Exploring ice-ocean boundary layer dynamics in climate models, idealized simulations, and outdoor lab experiments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10302, https://doi.org/10.5194/egusphere-egu23-10302, 2023.

EGU23-10365 | Orals | OS1.4

Causal Mechanisms of Rising Sea Level and Increasing Freshwater Content of the Beaufort Sea 

Ichiro Fukumori, Ou Wang, and Ian Fenty

Over the last two decades, sea-level across the arctic’s Beaufort Sea has been rising an order of magnitude faster than its global mean. This rapid sea-level rise is mainly a halosteric change, reflecting an increase in Beaufort Sea’s freshwater content. The rising volume of freshwater is greater than that associated with the Great Salinity Anomaly of the 1970s, raising the prospect of future disruptions in large-scale ocean circulation and climate. Here we provide a new perspective of this Beaufort Sea variation using a global data-constrained ocean and sea-ice model of the Estimating the Circulation and Climate of the Ocean (ECCO) consortium. Causal relationships are quantified using the model’s adjoint. Controlling processes are elucidated analyzing property budgets.

The study reveals the multi-decadal variation to be driven jointly by change in wind stress and sea-ice melt. Strengthening anticyclonic winds surrounding the Beaufort Sea intensify the ocean’s lateral Ekman convergence of relatively fresh near-surface waters. The strengthening winds also enhance convergence of sea-ice and ocean heat that increase the amount of Beaufort Sea’s sea-ice melt. Whereas the region’s direct wind-driven kinematic anomalies equilibrate over weeks, sea-ice-melt-driven diabatic changes persist for years owing to Beaufort Sea’s semi-enclosed gyre circulation. The growing disparity between where sea-ice forms and where it melts results in this rare example of melting floating ice causing large-scale sea-level rise. The spin-up difference suggests that, on their own, the sea-ice-melt-driven diabatic change will last much longer than the direct wind-driven kinematic anomaly.

The study highlights the importance of observations and the utility of ECCO’s modeling system. While ocean and sea-ice observations are essential in diagnosing the change, the study also points to a need for expanded observations of the atmosphere, especially the winds that act on the ocean/sea-ice system. ECCO is implementing a novel “point-and-click” interface for analyzing its modeling system, such as conducted here, without requirements for expertise in numerical modeling, and invites exploitation of its new utility (https://ecco-group.org).

How to cite: Fukumori, I., Wang, O., and Fenty, I.: Causal Mechanisms of Rising Sea Level and Increasing Freshwater Content of the Beaufort Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10365, https://doi.org/10.5194/egusphere-egu23-10365, 2023.

Black carbon (BC) is one of the most important absorbing particles in the atmosphere. BC can reduce the albedo of snow/ice and enhance the absorption of solar radiation at ultraviolet (UV) and visible wavelengths when it deposited on snow/ice surface. The deposition of BC can lead to an acceleration of the melting of snow/ice. To quantify the changing process of BC in snow/ice and its contribution to the melting of snow/ice, a series of sensitivity numerical experiments including the impacts of BC species (hydrophobic and hydrophilic), deposition rate, and scavenging efficiency of BC was completed using the Icepack one-dimensional column model of CICE. Further, we evaluate the effects of BC deposition on Arctic albedo and ice thickness, forced by ERA5 reanalysis data and BC deposition rate from CMIP6, including two simulation results of the historical experiments with GISS-E2 model and EC-Earth3 model. The results indicate that the hydrophobic BC can cause a reduction of snow/ice albedo by 0.43% in the melting season, which is 35% larger than hydrophilic BC with the same deposition rate. When only the hydrophilic BC was considered, the impact on scavenging efficiency halved to BC content in snow/ice is similar to double the deposition rate in the melting season. Additionally, the 2D model results indicate that the existence of BC in snow could enhance the absorption of solar radiation in the snow layer and reduce the transmittance of radiation to the ice layer, leading to a thicker ice thickness before the melting season. The thermodynamic impact of BC is more significant in the marginal ice zone than that in the central Arctic, especially from Barents Sea to Laptev Sea. In this paper, we quantify the effects of BC on the melting of Arctic snow and sea ice and discuss the problems of the parameterizations of BC’s effect. This may contribute to the improvement of the sea ice model.

Key words: Black carbon; CICE model; Sensitivity experiment; Scavenging efficiency; Albedo

How to cite: Wang, Y. and Su, J.: Sensitivity study of the effects of black carbon on Arctic sea ice using CICE sea-ice model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10572, https://doi.org/10.5194/egusphere-egu23-10572, 2023.

EGU23-10826 | Posters on site | OS1.4

13-Year Observation of the CH4 across the sea surface in the Western Arctic Ocean 

Tae Siek Rhee, Young Shin Kwon, Mi-Seon Kim, Scott Dalimore, Charles Paull, Jong Kuk Hong, and Young Keun Jin

Methane (CH4) is one of the most important greenhouse gases on Earth. Recent finding of the strong CH4 emissions in the Arctic Seas with shrinking the sea ice may amplify the Arctic warming leading to the positive feedback in the Arctic climate. Korea Polar Research Institute (KOPRI) has ongoing interest in Arctic environmental conditions including the potential release of the CH4 from the seabed to the water column and finally, further to the atmosphere. During the last 13 years throughout a series of campaigns on the Korean ice-breaker, R/V Araon, we measured CH4 concentrations at the surface ocean and overlying air in summer season to estimate the emissions from the western arctic seas including the Chukchi Sea, the Beaufort Sea, and the East Siberian Sea. We compare each of these seas and the Central Arctic Ocean covering the deep Arctic Ocean basin. The surface ocean showed super-saturation almost everywhere with respect to the CH4 in the overlying air. Nonetheless, we have insufficient regional coverage to assess any possible saturation anomaly trend in each sea. Flux densities of outgassing CH4 are modestly larger than the global mean value of the continental shelf except for the Central Arctic Ocean where the CH4 emission is slightly lower. Our estimate of CH4 emission in the East Siberian Sea is far larger than other Arctic Seas abiding by the previous observations, but its magnitude is far lower due likely to the distance from the hot spot area. Future methane flux studies should be extended to shallow, nearshore environments where rate of permafrost degradation should be greatest in response to ongoing marine transgression.

How to cite: Rhee, T. S., Kwon, Y. S., Kim, M.-S., Dalimore, S., Paull, C., Hong, J. K., and Jin, Y. K.: 13-Year Observation of the CH4 across the sea surface in the Western Arctic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10826, https://doi.org/10.5194/egusphere-egu23-10826, 2023.

EGU23-10840 | Posters on site | OS1.4

Upper Arctic Ocean Properties and Relationships with Sea Ice in CMIP6 Historical Simulations 

Wei Cheng, Cecilia Bitz, Lettie Roach, Edward Blanchard-Wriggleworth, Mitch Bushuk, and Qiang Wang

While current-generation CMIP and OMIP models have clear biases in their upper Arctic Ocean hydrography, it is less clear how these biases impact the models' ability to simulate the observed Arctic sea ice mean state and trends. In this study we seek to quantify cross-relationship between sea ice and ocean states in CMIP6 historical simulations and identify common model behaviors. Multi-model mean (MMM) simulations exhibit accelerated changes in the ice and ocean system since the late 20th century. Underlying the MMM is strong inter-model variation in the simulated ice and ocean mean states and their temporal variability including trends. Despite such inter-model differences, all models show a similar ratio between sea ice reduction and upper ocean warming such that models with higher ocean warming also have higher SIE reduction and vice versa. Our results also highlight the urgent needs of reliable Arctic Ocean observations or data products in order to better contextualize modeling results.

How to cite: Cheng, W., Bitz, C., Roach, L., Blanchard-Wriggleworth, E., Bushuk, M., and Wang, Q.: Upper Arctic Ocean Properties and Relationships with Sea Ice in CMIP6 Historical Simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10840, https://doi.org/10.5194/egusphere-egu23-10840, 2023.

EGU23-10871 | Orals | OS1.4

A First Look at Surface Ocean Measurements during the SASSIE Field Campaign in 2022 

Julian Schanze and the Salinity and Stratification at the Sea Ice Edge (SASSIE)

The NASA Salinity and Stratification at the Sea Ice Edge (SASSIE) field campaign took during place between August and October of 2022. Using three major components, the aim is to understand the relationship between both haline and thermal stratification and sea-ice advance, and to test the hypothesis that a significant fresh layer at the surface can accelerate the formation of sea ice by limiting convective processes. The three components of the field campaign include: 1) A one-month shipboard hydrographic and atmospheric survey in the Beaufort Sea, 2) A concurrent airborne campaign to observe ocean salinity, temperature, and other parameters from a low-flying aircraft, and 3) The deployment of autonomous assets, buoys, and floats that are able to observe both the melt season and the sea ice advance.

Here, we focus on the novel results from the month-long research cruise aboard the R/V Woldstad that took place during September and October of 2022, particularly measurements of salinity and temperature at radiometric depths (1-2 cm) from the salinity snake instrument. These measurements will be contextualized with all other components of the cruise, including uCTD, air-sea flux, airborne, and satellite data to examine the effects of stratification on ocean dynamics in the Beaufort Sea near at the sea ice edge.

How to cite: Schanze, J. and the Salinity and Stratification at the Sea Ice Edge (SASSIE): A First Look at Surface Ocean Measurements during the SASSIE Field Campaign in 2022, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10871, https://doi.org/10.5194/egusphere-egu23-10871, 2023.

EGU23-11483 | ECS | Posters on site | OS1.4

The Sea Ice Drift Forecast Experiment (SIDFEx): Introduction and applications 

Valentin Ludwig and Helge Gößling and the SIDFEx Team

We introduce the Sea Ice Drift Forecast Experiment (SIDFEx) database. SIDFEx is a collection of close to 180,000 lagrangian drift forecasts for the trajectories of specified assets (mostly buoys) on the Arctic and Antarctic sea ice, at lead times from daily to seasonal scale and mostly daily resolution. The forecasts are based on systems with varying degrees of complexity, ranging from free-drift forecasts to forecasts by fully coupled dynamical general circulation models. Combining several independent forecasts allows us to construct a best-guess consensus forecast, with a seamless transition from systems with lead times of up to 10 days to systems with seasonal lead times. The forecasts are generated by 13 research groups using 23 distinct forecasting systems and sent operationally to the Alfred-Wegener-Institute, where they are archived and evaluated. Many systems send forecasts in near-real time.

One key purpose when starting SIDFEx in 2017 was to find the optimal starting position for the Multidisciplinary Drifting Observatory for the Study of Arctic Climate (MOSAiC). Over the years, more applications evolved: During MOSAiC, the SIDFEx forecasts were used for ordering high-resolution TerraSAR-X images in advance, with a hit rate of 80%. During the Endurance22 expedition, we supported the onboard team with near-real time forecasts, contributing to the success of the mission. Currently, we evaluate drift forecasts for several buoys of the MOSAiC Distributed Network (DN). We know that there is skill in predicting the location of single buoys. Now, we extend this to studying the deformation of the polygon spanned by the DN buoys. Deformation is derived from the spatial velocity derivatives of the buoy array. We find low correlation coefficients between the deformation in the models and the observed deformation for a small-scale DN configuration, but larger and significant correlations around 0.7 for larger configurations and an Arctic-wide buoy array.

How to cite: Ludwig, V. and Gößling, H. and the SIDFEx Team: The Sea Ice Drift Forecast Experiment (SIDFEx): Introduction and applications, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11483, https://doi.org/10.5194/egusphere-egu23-11483, 2023.

EGU23-12014 | Posters on site | OS1.4

Summer Net Community Production in the northern Chukchi Sea: Comparison between 2017 and 2020 

Doshik Hahm, Soyeon Kwon, Inhee Lee, Keyhong Park, Kyoung-Ho Cho, Jinyoung Jung, Taewook Park, Youngju Lee, Chanhyung Jeon, and Seongbong Seo

The Arctic Ocean experiences warming-induced processes, such as the decrease in sea-ice extent and freshening of the surface layer. While these processes have the potential to alter primary production and carbon export to the deep layer, the changes that will likely occur in them  are still poorly understood. To assess the potential changes in net community production (NCP), a measure of biological carbon export to the deep layer, in response to climate change, we observed the O2/Ar at the surface of the northern Chukchi Sea in the summers of 2017 and 2020. The NCP estimates derived from O2/Ar measurements were largely in the range of 1 -- 11 mmol O2 m-2 d-1 in the northern Chukchi and Beaufort Seas, close to the lower bounds of the values in the global oceans. The average NCP of 1.5 ± 1.7 mmol O2 m-2 d-1 in 2020 was substantially lower than 7.1 ± 7.4  mmol O2 m-2 d-1  in 2017, with the most pronounced decrease occurring in the ice-free region of the northern Chukchi Sea; the NCP of the ice-free region in 2020 was only 12% of that in 2017. The decrease in 2020 was accompanied by a lower salinity of >2, which resulted in shallower mixed layer depths and stronger stratification. We speculated that the anomalously low pressure near the east Russian coast and the lack of strong winds contributed to the strong stratification in 2020. With a continuing decrease in the extent of sea ice, the northern Chukchi Sea will likely experience earlier phytoplankton blooms and nitrate exhaustion. Unless winds blow strong enough to break the stratification, the biological carbon export in late summer is likely to remain weak.  

How to cite: Hahm, D., Kwon, S., Lee, I., Park, K., Cho, K.-H., Jung, J., Park, T., Lee, Y., Jeon, C., and Seo, S.: Summer Net Community Production in the northern Chukchi Sea: Comparison between 2017 and 2020, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12014, https://doi.org/10.5194/egusphere-egu23-12014, 2023.

EGU23-12032 | ECS | Orals | OS1.4

Anthropogenic Carbon in the Arctic Ocean: Perspectives from different TTD Approaches and Tracer Pairs 

Lorenza Raimondi, Anne-Marie Wefing, and Núria Casacuberta Arola

At present, it is well-known that the fast increase in atmospheric carbon dioxide (CO2) concentrations resulting from human activities (Cant), drives the dramatic changes observed in our environment such as global warming and ocean acidification. The Arctic Ocean has been identified as one of the fastest-changing regions of the world ocean and can therefore be considered as a sentinel for future global scenarios.

Here, Cant-rich waters coming from the Atlantic Ocean become isolated from the atmospheric input of CO2 as they flow at an intermediate depth below the mixed layer, making the Arctic Ocean a key region for intermediate-to-long-term storage of Cant. Despite having such an important role, the magnitude of the Cant inventory and its change over time in the region is yet not fully understood, particularly if we are to consider future changes in ice coverage and therefore ocean circulation.

A way of estimating oceanic Cant inventories is by applying the so-called Transit Time Distribution (TTD) method, which implies the use of transient tracers such as the anthropogenically produced CFC-12 and SF6.

In this work we present a new estimate of Cant inventory for the Arctic Ocean in 2015 assessed with the TTD method using both well-established tracers (CFC-12 and SF6, both having a global source) as well as novel ones (anthropogenic radionuclides 129I and 236U, both having primarily a point-like source represented by European nuclear reprocessing plants, as well as a global one represented by the global fallout from nuclear bomb testing).

The TTD was here applied following a relatively novel approach to infer the statistical parameters that describe the age distribution within a water sample, the mean (G) and the width (D). Unlike the “classical TTD” approach, the one used in this study allows the statistical parameters of the TTD to be constrained for each individual sample rather than finding values that are most representative of the region and time studied. We first show a comparison of the two TTD approaches by comparing mean and mode ages as well D/G ratios of this study (new TTD method) to those presented in Rajasakaren et al. 2019 (classical TTD method), using CFC-12 and SF6 as our tracers’ pair. We then compare TTD results obtained from the two tracers’ pairs, CFC-12/SF6 and 129I-/236U, using the new TTD method.

Finally, we estimate and compare Cant concentrations and inventories obtained with the two pairs of transient tracers to one-another as well as to previous estimates of Cant in the region by Rajasakaren et al (2019) obtained with the “classical TTD”. This study demonstrates for the first time the feasibility of using anthropogenically produced radionuclides with input functions and chemical properties different than CO2 as proxies for Cant estimates.  

How to cite: Raimondi, L., Wefing, A.-M., and Casacuberta Arola, N.: Anthropogenic Carbon in the Arctic Ocean: Perspectives from different TTD Approaches and Tracer Pairs, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12032, https://doi.org/10.5194/egusphere-egu23-12032, 2023.

EGU23-12592 | ECS | Posters on site | OS1.4

Seasonality and regionality of the vertical structure of the water column in the Arctic Ocean. 

Lucia Gutierrez-Loza and Siv K. Lauvset

The Arctic Ocean is rapidly changing in response to high temperatures and increased atmospheric greenhouse gas concentrations.  As part of these changing conditions, sea-ice loss and increased freshwater inputs are expected to impact the mixing processes and the characteristics of water column in the Arctic region, directly modulating the nutrient availability and primary productivity in the surface water.

Here, we investigate the spatial and temporal variations of the vertical structure of the water column using high-resolution model outputs for the period 2000-2099. We focus on the Atlantic sector of the Arctic, an increasingly temperature-stratified region, where we evaluate the changes on nutrient availability and carbonate chemistry in the upper ocean. Changes in the regionality and seasonality under a medium- to high-end emission scenario (SSP3-7.0), transitioning towards a sea-ice free Arctic, will be used to further understand the upper ocean mixing processes and their impacts on the local and regional biogeochemistry.

How to cite: Gutierrez-Loza, L. and Lauvset, S. K.: Seasonality and regionality of the vertical structure of the water column in the Arctic Ocean., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12592, https://doi.org/10.5194/egusphere-egu23-12592, 2023.

EGU23-12658 | Orals | OS1.4

Arctic Ocean mixing maps inferred from pan-Arctic observations 

Stephanie Waterman, Hayley Dosser, Melanie Chanona, Nicole Shibley, and Mary-Louise Timmermans

Quantifying ocean mixing rates in the Arctic Ocean is critical to our ability to predict upwards oceanic heat flux, freshwater distribution, and circulation. However, direct ocean mixing measurements in the Arctic are sparse and cannot characterize the high spatiotemporal variability typical of ocean mixing. Further, latitude, ice, and stratification make the Arctic Ocean mixing environment unique, with all of double-diffusive (DD), internal wave (IW)-driven and non-turbulent mixing processes playing a role.

In this work, we use year-round temperature and salinity data from Ice-Tethered Profilers (ITPs), as well as an archived record of ship-based measurements, to construct highly-resolved, pan-Arctic maps characterizing the relative prevalence of DD, IW-driven and non-turbulent mixing mechanisms based on thermohaline staircase identification and estimations of turbulence intensity. We next quantify pan-Arctic maps of estimates of average effective vertical diffusivity inferred from these observations that account for all of DD, IW-driven, and non-turbulent mixing processes. Finally, focusing on the water column segment directly above the Atlantic Water (AW) temperature maximum, we use this mixing regime characterization and regime-specific estimates of effective diffusivity to compute estimates of the pan-Arctic distributions of average vertical heat and buoyancy flux from the AW layer.

We find that estimates of effective vertical diffusivities are highly variable in both space and time. Although variability in diffusivity reflects both variations in the prevalence of the various mixing processes and variability in the strength of IW-driven mixing, the prevalence of the mixing mechanisms (predominantly DD and non-turbulent in the basins vs. IW-driven on the shelf) sets the dominant large-scale spatial patterns and the notable shelf-basin contrast. Estimated heat fluxes out of the AW layer also exhibit distinct regional patterns set by mixing mechanism prevalence and regional patterns in the vertical temperature gradient. Buoyancy fluxes from DD mixing compete with the destabilizing effects of IW-driven mixing in the basins, a competition that may be an important control on stratification in the Arctic Ocean interior.

These results are significant as they show that mixing mechanism prevalence is an important consideration in computing robust estimates of average effective diffusivity. They further suggest that the sensitivity of mixing rates to changing environmental conditions may have important regional dependencies owing to differing prevalence of the various mixing processes.

How to cite: Waterman, S., Dosser, H., Chanona, M., Shibley, N., and Timmermans, M.-L.: Arctic Ocean mixing maps inferred from pan-Arctic observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12658, https://doi.org/10.5194/egusphere-egu23-12658, 2023.

EGU23-13807 | Posters on site | OS1.4

The MOSAiC webODV: Interactive online data exploration, visualization and analysis 

Sebastian Mieruch, Ingrid Linck Rosenhaim, and Reiner Schlitzer

In the frame of the M-VRE (The MOSAiC virtual research environment, https://mosaic-vre.org) project we have set up a webODV application, to serve data from the arctic MOSAiC (https://mosaic-expedition.org) expedition.

webODV is deployed at AWI's computing center under https://mvre.webodv.cloud.awi.de. MOSAiC data have been retrieved from the long-term archive Pangaea (https://pangaea.de). To get the most out of the data with webODV, we have harmonized, aggregated and compiled the datasets into different separated and interdisciplinary data collections.

webODV is operated interactively in the browser via the mouse and keyboard (no programming), it's fast, efficient and easy to use for exploring, visualizing, analyzing, downloading data, creating map projections, scatter plots, section plots, surface plots and station plots and many more.

webODV supports the FAIR data principles and analyses and visualizations are fully reproducible using our so-called "xview" files that can be shared among colleagues or attached to publications. We provide real-time sharing, full author traceability and downloadable lists of all the DOI's used in the analysis or the respective .bib or .ris files including all citations. Extensive documentation is available at https://mosaic-vre.org/docs as well as video tutorials at https://mosaic-vre.org/videos/webodv.

How to cite: Mieruch, S., Linck Rosenhaim, I., and Schlitzer, R.: The MOSAiC webODV: Interactive online data exploration, visualization and analysis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13807, https://doi.org/10.5194/egusphere-egu23-13807, 2023.

EGU23-14133 | ECS | Posters on site | OS1.4

Seasonal and regional sensitivity of Arctic sea ice 

Markus Ritschel and Dirk Notz

We examine the seasonal and regional evolution of sea-ice coverage in the Arctic in response to changes in the forcing. Using satellite and reanalysis data in combination with CMIP6 model simulations, we build on previous studies that have found a strong linear relationship between the September sea-ice area of the northern hemisphere and global atmospheric air temperature (TAS) as well as anthropogenic CO2 emissions. Instead of focusing on the whole Arctic and September sea ice only, we perform sensitivity analyses on higher-resolved regional and seasonal scales, aiming to identify the atmospheric and oceanic drivers that govern the evolution of sea-ice coverage on these scales and to derive simple empirical relationships that describe the impact of these processes. We find clear linkages also on these higher-resolved scales, with different regions and different seasons showing diverse sensitivities of sea-ice area evolution with respect to TAS and anthropogenic CO2. Furthermore, we use a multivariate metric to quantify the "quality" of a single simulation matching the observations, thereby considering the different sensitivities of all seasons of the year. Building the combined covariance matrix of observations and simulations as a measure of the joint uncertainties, we can determine how "close" to the observations every single member of the simulations is. This allows us to separate models whose sensitivities are in overall good agreement with the observations from those that are apparently not capable of properly simulating the response of the sea ice to the forcing throughout all months. Based on our findings we can infer the dominant drivers that force Arctic sea-ice evolution on a regional and seasonal scale and also derive projections for the future evolution of Arctic sea ice for different climate scenarios based on simple empirical relationships that can directly be estimated from observational records.

How to cite: Ritschel, M. and Notz, D.: Seasonal and regional sensitivity of Arctic sea ice, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14133, https://doi.org/10.5194/egusphere-egu23-14133, 2023.

EGU23-16107 | Posters on site | OS1.4

Oceanic gyres in the Arctic 

Yevgeny Aksenov, Stefanie Rynders, Alex Megann, A.J. George Nurser, Chris Wilson, and Andrew C. Coward

The Arctic can be seen as a two-layer ocean: thin (<100m) mixed layer at the surface, and the rest of the weakly-stratified ~5-km water column, separated from the surface waters by the Arctic halocline. The weak subsurface ocean stratification results in most of the ocean flow being depth-uniform and guided by bathymetry. One way to look at the Arctic long-term, large-scale ocean circulation is examining the Arctic gyres and cross-ocean currents, such as the Trans-Polar Drift. Wilson et all 2021[1] show how gyres, saddle points and flow separation structures “separatrices” in the surface ocean circulation changes between years and how these affect cross-basin Arctic oceanic connectivity. We extend the method to the subsurface oceanic flow and examine barotropic circulation in the present-day Arctic Ocean using global NEMO model (Nucleus for European Modelling of the Ocean) at 3-km horizontal resolution. The closed-gyre detection method allows us to map positions of the principal Arctic gyres and quantify their strength. The Montgomery potential analyses complements the study by giving us an insight in the geostrophic flows of the Atlantic and Pacific waters. The results suggest a large year-to-year variability of the Arctic gyres and the changes in the Arctic – the Nordic Sea connectivity, which impacts exports of the freshwater, heat, and biogeochemical tracers from the Arctic.

This work has been funded from LTS-S CLASS (Climate–Linked Atlantic Sector Science, grant NE/R015953/1), from the European Union’s Horizon 2020 research and innovation programme under grant agreement no. 820989 (project COMFORT), from the project EPOC, EU grant 101059547 and UKRI grant 10038003 and from the UK NERC project CANARI (NE/W004984/1).

Reference

[1] Wilson, C., Aksenov, Y., Rynders, S. et al. Significant variability of structure and predictability of Arctic Ocean surface pathways affects basinwide connectivity. Commun. Earth. Environ. 2, 164 (2021). https://doi.org/10.1038/s43247-021-00237-0.

How to cite: Aksenov, Y., Rynders, S., Megann, A., Nurser, A. J. G., Wilson, C., and Coward, A. C.: Oceanic gyres in the Arctic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16107, https://doi.org/10.5194/egusphere-egu23-16107, 2023.

EGU23-987 | ECS | Orals | OS1.5

Tracing Arctic outflow through the Fram Strait and its interaction with North Atlantic waters 

Dipanjan Dey, Robert Marsh, and Sybren Drijfhout

The Arctic region is warming four times quicker than the global average, a phenomenon known as the Arctic amplification. Some studies suggested that this warming may lead to seasonally ice-free Arctic Ocean by 2050 which will have potentially devastating consequences for Arctic oceanography, marine ecosystems and the Atlantic Meridional Overturning Circulation (AMOC). The relation between the slowdown of the AMOC and the Arctic Ocean is believed to be linked with enhanced freshwater outflow primarily through the Fram Strait which increases the stratification over sites of deep convection in the Irminger Sea. Earlier studies have also confirmed a link between deep water formation and freshwater release from the Arctic. In the current study, our objectives are to understand how and where the Arctic outflow is changing temperature, salinity and density, moving into the North Atlantic, during the historical period and in a warmer future climate. We use the Lagrangian parcel tracing algorithm, TRACMASS, to trace both the southward flows from Fram Strait and North Atlantic flows into the Nordic Sea. The results quantify how and where Arctic outflow increases temperature and salinity, and decreases density, in transit. This is primarily associated with mixing between the cold, fresh outflow and the relatively warmer, saltier Atlantic waters at Denmark Strait, despite some surface cooling in transit from Fram to Denmark Straits that is due to net surface heat loss and sea ice melting.

How to cite: Dey, D., Marsh, R., and Drijfhout, S.: Tracing Arctic outflow through the Fram Strait and its interaction with North Atlantic waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-987, https://doi.org/10.5194/egusphere-egu23-987, 2023.

EGU23-1169 | ECS | Orals | OS1.5

Improved simulation of extratropical North Atlantic atmosphere-ocean variability in HighResMIP models 

Casey Patrizio, Panos Athanasiadis, Claude Frankignoul, Dorotea Iovino, Simona Masina, Luca Famooss Paolini, and Silvio Gualdi

The simulated North Atlantic atmosphere­–ocean variability is assessed in a subset of models from HighResMIP that have either low-resolution (LR) or high-resolution (HR) in their atmosphere and ocean model components. In general, the LR models overestimate the low-frequency variability of subpolar sea-surface temperature (SST) anomalies and underestimate their correlation with the NAO compared to ERA5 reanalysis. These biases are substantially reduced in the HR models, and it is shown that the improvements are related to a reduction of intrinsic (non-NAO-driven) variability of the subpolar ocean circulation.

To understand the mechanisms behind the overestimated intrinsic subpolar ocean variability in the LR models, a link is demonstrated between the biases in subpolar ocean variability and known biases in the mean state of the Labrador-Irminger seas. Supporting previous studies, the Labrador-Irminger seas are found to be too cold and too fresh in the LR models compared to observations from EN4 and the HR models. This causes upper-ocean density and hence convection anomalies in this region to be more salinity-controlled in the LR models versus more temperature-controlled in the HR models. It is hypothesized that this may cause the excessive subpolar ocean variability in the LR models by 1) promoting a positive feedback between subpolar upper-ocean salinity, convection and Atlantic Meridional Overturning Circulation (AMOC) anomalies, and 2) weakening the negative feedback between subpolar upper-ocean temperature, convection and AMOC anomalies that is apparent in the HR models. The results overall suggest that mean ocean biases play an important role in the simulation of the variability of the extratropical ocean.

How to cite: Patrizio, C., Athanasiadis, P., Frankignoul, C., Iovino, D., Masina, S., Famooss Paolini, L., and Gualdi, S.: Improved simulation of extratropical North Atlantic atmosphere-ocean variability in HighResMIP models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1169, https://doi.org/10.5194/egusphere-egu23-1169, 2023.

Climate models are a valuable tool to study the interaction between ocean and atmosphere. Nevertheless, they are known to suffer from various biases and uncertainties. In the subpolar North Atlantic typical biases among models from the Coupled Model Intercomparison Project phase 6 (CMIP6) are found in the mean surface temperature and salinity, and in the mean sea ice concentration. These biases will affect the air-sea interaction.

In this study, we are investigating the diversity of CMIP6 models with respect to their response of the Atlantic Meridional Overturning Circulation (AMOC) to the North Atlantic Oscillation (NAO) in pre-industrial control experiments. This response is sensitive to the mean spiciness of the North Atlantic. Thus, we focus on two categories of models: Models that are spicy (warm-salty) and models that are minty (cold-fresh) within the subpolar gyre of the North Atlantic. Spicy models tend to have a lower sea ice cover in the Labrador Sea (LS) and larger LS heat loss during a positive NAO, compared to minty models. Also, spicy models have a weaker stratification in the LS. Sub-surface density changes 1 to 3 years after the NAO are larger in the spicy models and establish a zonal density gradient that can cause a stronger delayed AMOC response that is also more coherent across latitudes.

Although some metrics seem to be more realistic in the spicy models, other characteristics seem less realistic compared to the minty models, like the mixed layer depth relative importance between the eastern and the western subpolar North Atlantic. This could be a sign for how some mean states or processes might be right for the wrong reasons and stresses the need for model improvement.

How to cite: Reintges, A., Robson, J., Sutton, R., and Yeager, S.: Spiciness of the subpolar North Atlantic affects the response of the Atlantic Meridional Overturning Circulation to the North Atlantic Oscillation in CMIP6 models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1249, https://doi.org/10.5194/egusphere-egu23-1249, 2023.

EGU23-1359 | ECS | Orals | OS1.5

A Lagrangian study on the structure and pathways of the Irminger Current 

Nora Fried, Caroline A. Katsman, and M. Femke de Jong

The Irminger Current (IC), located over the western flank of the Reykjanes Ridge, is a contributor to the northward volume transport related to the Atlantic Meridional Overturning Circulation.

Previous studies showed that the IC is associated with a region of enhanced eddy kinetic energy. Using high-resolution mooring data from 2014 – 2020 combined with satellite altimetry, a strong intensification in volume transport of the IC in August 2019 could be attributed to the presence of mesoscale eddies in the vicinity of the moorings. At this time, altimetry showed an anticyclone lingering next to a cyclone in the mooring array, which intensified northward velocities within the IC. This example shows that mesoscale variability can directly impact the transport variability of the IC.

Further research presented here uses the high-resolution model POP (Parallel Ocean Program, 1/10°) to investigate the pathways of the IC up- and downstream of the mooring array. Here, the focus lies on determining the origin of waters feeding the IC and the role of mesoscale eddies in shaping the current and its pathways using Lagrangian particle tracking with the Ocean Parcels software. First results from a backtracking experiment reveal different origins for the water masses feeding the respective cores of the IC. Waters of the eastern core mostly originate from the eastern side of the Reykjanes Ridge. The western core appears to contain a substantial amount of waters from the interior Irminger Sea that partly recirculate from the Labrador Sea.

Additionally, we explore the mesoscale variability within the whole eastern Irminger Sea to investigate the potential impact of mesoscale eddies on restratification in the central Irminger Sea.  We focus on identifying the characteristics of variability along the ridge using the output of the Lagrangian particle tracking in POP. First results from a forward experiment show stronger mesoscale activity in the western core than the eastern core, which is in line with available mooring observations.

How to cite: Fried, N., Katsman, C. A., and de Jong, M. F.: A Lagrangian study on the structure and pathways of the Irminger Current, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1359, https://doi.org/10.5194/egusphere-egu23-1359, 2023.

EGU23-1639 | ECS | Posters on site | OS1.5

Impacts of AMOC slowdown on European circulation patterns 

Andrea Vito Vacca, Katinka Bellomo, and Jost von Hardenberg

The Atlantic meridional overturning circulation (AMOC) is a vital component of the global climate system regulating heat, carbon, and freshwater distribution. Most models predict a weakening of the AMOC throughout the 21st century, although there is significant uncertainty about its magnitude and the related regional climate impacts. In particular, the response of large-scale atmospheric circulation to the AMOC slowdown is still largely unknown, with implications for weather extremes and associated societal risks. The purpose of this study is to enhance our understanding of the impacts of an AMOC slowdown on atmospheric patterns with a focus on the Euro-Atlantic region, where the influence of AMOC is particularly relevant.

We analyse changes in an ensemble of idealised abrupt-4xCO2 climate model simulations from the CMIP archives with respect to the preindustrial climate. We split the models into groups according to their AMOC response to the 4xCO2. Through rigorous statistical testing, we attribute the differences in the simulated climate impacts to the difference in the AMOC response. Specifically, we find that models that simulate a larger AMOC decline feature minimum warming in the subpolar North Atlantic (North Atlantic Warming Hole or NAWH), a southward shift of the ITCZ, and a poleward strengthening of the mid-latitude jet stream. Instead, models that simulate a smaller AMOC decline feature enhanced North Atlantic warming, an intensification of the hydrological cycle but no southward shift in the ITCZ, and smaller displacements of the mid-latitude jet.  

To better characterize the large-scale atmospheric response at daily timescales, we use k-means clustering and self-organising maps to assess the changes in weather regimes over the Euro-Atlanic sector, including the NAO.  We further compare weather regimes’ frequency of occurrence and persistence between the two groups, attributing the differences to the AMOC decline. 

Our results indicate that the AMOC is a key source of large inter-model uncertainty in the simulation of future climate change impacts. Further observational campaigns may thus help us alleviate model biases and provide constraints on a number of societally relevant climate change impacts.

How to cite: Vacca, A. V., Bellomo, K., and von Hardenberg, J.: Impacts of AMOC slowdown on European circulation patterns, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1639, https://doi.org/10.5194/egusphere-egu23-1639, 2023.

EGU23-1796 | Orals | OS1.5

Intermittent Behavior in the AMOC-AMV Relationship  

Alessio Bellucci, Denis Mattei, Paolo Ruggieri, and Luca Famooss Paolini

The connection between the Atlantic meridional overturning circulation (AMOC) and the Atlantic multidecadal variability (AMV) is inspected in a suite of pre-industrial integrations from the 6th phase of the Coupled Model Inter-comparison Project (CMIP6), using a change-point detection method to identify different AMOC-AMV co-variability regimes. A key finding of this study is that models robustly simulate multi-decadal windows where the AMV and the AMOC are essentially uncorrelated. These regimes coexist with longer periods with relatively high correlation. Drops and recoveries of correlation are found to be often abrupt and confined in a temporal window of the order of 10 years. Phenomenological evidence suggests that the no-correlation regimes may be explained by drops in the variance of the AMOC: a less variable meridional heat transport leads to a suppressed co-variability of the AMV, leaving a larger role for non-AMOC drivers, consistent with a non-stationary AMOC-stationary noise interpretative framework.

How to cite: Bellucci, A., Mattei, D., Ruggieri, P., and Famooss Paolini, L.: Intermittent Behavior in the AMOC-AMV Relationship , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1796, https://doi.org/10.5194/egusphere-egu23-1796, 2023.

EGU23-1821 | Orals | OS1.5

Deep Ocean Circulation in the Subpolar North Atlantic Observed by Acoustically-tracked Floats 

Sijia Zou, Amy Bower, M. Susan Lozier, and Heather Furey

As part of the Overturning in the Subpolar North Atlantic Program, 122 acoustically-tracked subsurface floats were deployed at 1800-2800 dbar to understand the deep ocean circulation in the subpolar North Atlantic. Gridded mean velocity and eddy kinetic energy (EKE) maps have been constructed using velocity vectors derived from the floats. The mean velocity field reveals a relatively strong deep boundary current around Greenland and in the Labrador Sea, with a weaker deep boundary current over the eastern flank of the Reykjanes Ridge, and near-zero mean flow over the western flank, implying a discontinuous deep boundary current across the subpolar basin. Over most of the subpolar basin, deep EKE resembles that at surface, albeit with smaller magnitudes. A surprising finding about deep EKE is an elevated EKE band east of Greenland. This high EKE band is possibly attributed to the combined influence from propagating Denmark Strait Overflow Cyclones, variability of the wind-driven recirculation offshore of southeast Greenland, and/or topographic waves. The float-based flow fields constructed in this study provide an unprecedented view on the kinematic properties of the large-scale deep circulation in the subpolar North Atlantic.

How to cite: Zou, S., Bower, A., Lozier, M. S., and Furey, H.: Deep Ocean Circulation in the Subpolar North Atlantic Observed by Acoustically-tracked Floats, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1821, https://doi.org/10.5194/egusphere-egu23-1821, 2023.

EGU23-2035 | ECS | Orals | OS1.5

A Lagrangian view of seasonal overturning variability in the eastern North Atlantic subpolar gyre. 

Oliver J. Tooth, Helen L. Johnson, Chris Wilson, and Dafydd G. Evans

The Atlantic Meridional Overturning Circulation (AMOC) plays a critical role in the global climate system through the uptake and redistribution of heat, freshwater and carbon. At subpolar latitudes, recent observations show that the strength of the AMOC is dominated by water mass transformation in the eastern North Atlantic Subpolar Gyre (SPG). Both observations and ocean reanalyses show a pronounced seasonality of the AMOC within this region. However, the distribution of the strength and seasonality of overturning across the individual circulation pathways of the eastern SPG remains poorly understood. To investigate the nature of this seasonal overturning variability, we use Lagrangian water parcel trajectories evaluated within an eddy-permitting ocean sea-ice hindcast simulation.

By introducing a novel Lagrangian measure of the density-space overturning, we show that water mass transformation along the circulation pathways of the eastern SPG accounts for 8.9 ± 2.2 Sv (55%) of the mean strength of AMOC in the eastern subpolar North Atlantic. Our analysis highlights the crucial role of water parcel recirculation times in determining the magnitude of the strength and seasonality of overturning. We find that upper limb water parcels flowing northwards into the eastern SPG participate in a recirculation race against time to avoid wintertime diapycnal transformation into the lower limb of the AMOC. Upper limb water parcels sourced from the central and southern branches of the North Atlantic Current typically recirculate on interannual timescales (1-5 years) and thus determine the mean strength of overturning within this region. The seasonality of Lagrangian overturning is explained by a small collection of water parcels, recirculating rapidly (≤ 8.5 months) in the upper Central Iceland and Irminger Basins, whose along-stream transformation is dependent on their month of arrival into the eastern SPG.

How to cite: Tooth, O. J., Johnson, H. L., Wilson, C., and Evans, D. G.: A Lagrangian view of seasonal overturning variability in the eastern North Atlantic subpolar gyre., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2035, https://doi.org/10.5194/egusphere-egu23-2035, 2023.

EGU23-2777 | ECS | Orals | OS1.5

Impacts of Atlantic Multi-decadal Variability on the mid-latitude atmosphere 

Matthew Patterson and Tim Woollings

The large amplitude of low-frequency sea surface temperature (SST) variability in the North Atlantic, often known as Atlantic Multi-decadal Variability (AMV), raises the question of what impact this phenomenon has on atmospheric circulation. However, the coupled nature of AMV, makes disentangling the influence of the ocean on the atmosphere and that of the atmosphere on the ocean, challenging. This problem is further confounded by the relatively short observational record, when considering decadal to multi-decadal timescales.

To address this, we utilize information from both SSTs and ocean-atmosphere turbulent heat fluxes,  in a single index, to separate the influences that the ocean and atmosphere have on one another. This technique is then applied to both free-running coupled simulations and observations. This methodology will help further our understanding of North Atlantic variability on long timescales.

How to cite: Patterson, M. and Woollings, T.: Impacts of Atlantic Multi-decadal Variability on the mid-latitude atmosphere, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2777, https://doi.org/10.5194/egusphere-egu23-2777, 2023.

EGU23-2883 | ECS | Orals | OS1.5

The Atlantic meridional overturning circulation at 35N from deep moorings, floats, and satellite altimeter 

Isabela Le Bras, Joshua Willis, and Ian Fenty

From 2004 to 2014, the Line W moorings measured a 0.7 Sv/yr slowing of the Deep Western Boundary Current (DWBC) offshore of Cape Cod, Massachusetts. Here, we combine these deep mooring observations with float and satellite altimeter data and find that this DWBC change corresponded to a slowing of the cross-basin Atlantic Meridional Overturning Circulation (AMOC) of about 0.3 Sv/yr. Our AMOC transport time series corresponds well with the ECCO state estimate, particularly when the Line W mooring data influences our reconstruction of upper ocean volume fluxes. We compare our 35N time series with a similar time series at 41N as well as with the 26N RAPID AMOC, and find AMOC declines across datasets during this time period. The relative magnitudes of these declines are consistent with interdecadal variability originating in the Labrador Sea. We find that though our integrated overturning estimate agrees well with ECCO, the structure of the deep flow differs substantially. While we cannot rule out a decreasing AMOC trend during the 20th century, we find that natural variability is too large to detect a net AMOC decrease in direct observations or the ECCO ocean model since 2004.

How to cite: Le Bras, I., Willis, J., and Fenty, I.: The Atlantic meridional overturning circulation at 35N from deep moorings, floats, and satellite altimeter, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2883, https://doi.org/10.5194/egusphere-egu23-2883, 2023.

EGU23-3118 | ECS | Posters on site | OS1.5

Climate response to Atlantic meridional energy transport variations 

Weimin Jiang, Guillaume Gastineau, and Francis Codron

The climate impacts of fluctuations in the Atlantic meridional overturning circulation (AMOC) are studied using an atmosphere-ocean general circulation model (AOGCM). In two experiments, the baroclinic component of the North Atlantic Ocean currents is modified online to reproduce typical strong and weak AMOC conditions found in a preindustrial control simulation using the same model. These experiments are compared with slab ocean model (SOM) experiments that use heat flux corrections from the coupled model in the Atlantic Ocean. The main impacts of a strong AMOC include widespread warming in the Northern Hemisphere and a northward shift of the intertropical convergence zone (ITCZ). SOM experiments show similar atmospheric responses to AMOC-related heat flux anomalies, but with much larger impacts in the tropics. 
The atmospheric changes are driven by an anomalous cross-equatorial Hadley circulation transporting energy southward and moisture and heat northward. In the AOGCM, changes in the Indo-Pacific Ocean circulation and heat transport, driven by the wind stress associated with the abnormal Hadley cell, damp the atmospheric response. In the SOM simulations, the lack of Indo-Pacific transport and of ocean heat storage leads to larger atmospheric changes, that are further amplified by a positive tropical low cloud feedback. 

How to cite: Jiang, W., Gastineau, G., and Codron, F.: Climate response to Atlantic meridional energy transport variations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3118, https://doi.org/10.5194/egusphere-egu23-3118, 2023.

We investigated wintertime convection evolution in the past two decades over the Greenland Sea. This area is a major location regarding dense water production and supply of the lower limb of the Atlantic Meridional Overturning Circulation, a key component of the global climate.
Previous studies mentioned an increase in Greenland Sea wintertime convection intensity during the 2000s in comparison with the previous decade till the mid 2010s. Here, we further document the ongoing oceanic changes within the Greenland Sea using the Mercator Ocean Physical System, an operational ocean model with data-assimilation.
The model shows a large interannual variability, a later start and a decline of convection in the Greenland Sea in recent years. In particular, the depth of the annual maximum mixed layer diminished by 52 % between 2008/2014 and 2015/2020, from 1168 m to 559 m, over the convective area. There, hydrographic changes, especially a temperature increase, have led to isopycnal deepening and stratification strengthening at a larger rate in the north and east of the area (namely the Boreas Basin).
Atlantic Water spreading over the Boreas Basin and the eastern part of the Greenland Basin contributes to the changes of the Greenland Sea hydrography. The model also indicates a decrease in the intensity of the gyre in accordance with the isopycnal deepening while local surface winds and fluxes do not exhibit neither significant trends nor significant interannual variations.

How to cite: abot, L.: Recent Convection Decline in the Greenland Sea - insights from the Mercator Ocean System over 2008-2020, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3170, https://doi.org/10.5194/egusphere-egu23-3170, 2023.

EGU23-3197 | Posters virtual | OS1.5

Restratification Structure and Processes in the Irminger Sea 

Femke de Jong and Miriam Sterl

The Irminger Sea is one of the few regions in the ocean where deep (>1,000 m) convection
occurs. Convection is followed by restratification during summer, when the stratification of the water column
is reestablished and the convectively formed water is exported at depth. There are currently no descriptions
of interannual variability and physical drivers of restratification in the Irminger Sea. We investigate
restratification in the upper 600 m of the central Irminger Sea using reanalysis data for the years 1993–2019.
We find distinctly different restratification processes in the upper 100 m (the upper layer) and the water below
it (the lower layer). In the upper layer, the stratification is dominated by a seasonal cycle that matches the cycle
of the surface heat flux. In 2010 and 2019, there were peaks in upper layer restratification, which could partly
be related to strong atmospheric heat and freshwater fluxes. Greenland runoff likely also contributed to the
high restratification, although this contribution could not be quantified in the present study. In the lower layer
there is strong interannual variability in stratification, caused by variability both in the convection and the
restratification strength. The restratification strength is strongly correlated with the eddy kinetic energy in the
eastern Irminger Sea, suggesting that lower layer restratification is driven by lateral advection of warm, saline
waters through Irminger Current eddies. In the future, surface warming and freshening of the Irminger Sea
due to anthropogenic climate change are expected to increase upper layer stratification, potentially inhibiting
convection.

How to cite: de Jong, F. and Sterl, M.: Restratification Structure and Processes in the Irminger Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3197, https://doi.org/10.5194/egusphere-egu23-3197, 2023.

Subpolar and high-latitude regions of the North Atlantic are subject to changing buoyancy and mechanical forcing, alongside changing heat and freshwater exchanges with subtropical and polar regions. Associated changes in water mass formation and circulation are accompanied by changes in upper ocean stratification, of consequence for the large-scale ocean circulation, air-sea interaction, and ocean biogeochemistry. Changes in water mass volumes, and the associated overturning circulation, have been extensively evaluated with the water mass transformation (WMT) framework. Changes in stratification may be quantified with the Potential Energy Anomaly (PEA) framework, which has been extensively applied to seasonally stratified shelf sea environments. The WMT and PEA frameworks in combination provide complementary and holistic insights, for understanding hydrographic changes in relation to selected drivers. These frameworks are used with high-resolution model ocean datasets, obtained from hindcast and coupled simulations, the latter in control mode and forced by rising greenhouse gas concentrations through the 20th and 21st centuries. For selected sub-regions of the subpolar North Atlantic, bound by OSNAP and neighbouring hydrographic sections, mapped stratification (PEA) anomalies are related to respective changes in surface heat and freshwater fluxes. Residual differences between buoyancy-forced and full PEA tendencies are attributed to vertical mixing and divergences of heat and freshwater transports. Changes in regional stratification are evaluated alongside corresponding rates of water mass transformation and associated volumetric variability, for selected water masses. Eulerian perspectives provided by the WMT and PEA frameworks further complement Lagrangian perspectives provided by particle tracking. In full combination, these diagnostics elucidate multiple drivers of change in the North Atlantic that have potentially far-reaching consequences for the wider Earth System.

How to cite: Marsh, R., Dey, D., and Drijfhout, S.: Evaluating recent and future changes in North Atlantic stratification with complementary energetics and water mass frameworks, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3476, https://doi.org/10.5194/egusphere-egu23-3476, 2023.

Winter (December-March) temperatures in most Europe is strongly correlated with the zonal circulation index of the Atlantic sector, North Atlantic Oscillation (NAO), regardless of which from its several available definitions to choose. However, the variability of this index also has a distinct multi-decade component, which makes it difficult to study trends of several decades. In addition, the NAO index itself is also significantly positively correlated with the global anthropogenic forcing and with the global temperature itself. Therefore, using purely statistical methods, it is not easy to distinguish the influence of zonal circulation variability from the trend resulting from the increasing forcing of greenhouse gases when examining the variability of winter temperatures in Europe.

Because of the prevailing western circulation, wintertime temperature in Europe should dpend on the intensity of the western circulation (NAO) as well as the sea surface temperature (SST) of the ocean (indexed by AMO – Atlantic Multidecadal Oscillation). However winter is the only season when there is no statistically significant correlation of AMO and temperatures in Europe. This surprising result had no explanation until the recent discovery of the northern shift of synoptic systems correlated with AMO. This could offer a “Bjerknes compensation” type of effect where the ocean circulation modifies the atmospheric one, making the air masses arriving in winter to Europe sourced in areas of the same SST, regardless of AMO (or general warming of the North Atlantic).

This study uses the data on SST and pressure fields as well as the NAO and AMO, together with an index if temperatures of Poland (as a proxy of Central Europe) in order to throw light on the relationship. The results confirm the existence of a “Bjerknes compensation” mechanism as well as suggest a dependence of wintertime NAO on the greenhouse forcing (visible in their significant correlation), caused most probably by the recently discovered strengthening of wintertime jet stream over the North Atlantic. This relationship can have important impact on future winter temperatures in a large part of Europe and therefore its possible mechanisms should be the point of further research.

 

This work been performed as a part of the SURETY project , funded by Polish National Science Centre (NCN), contract 2021/41/B/ST10/00946.

 

How to cite: Piskozub, J.: Is the North Atlantic modulating wintertime influence of NAO on Europe temperatures?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3850, https://doi.org/10.5194/egusphere-egu23-3850, 2023.

Variability of the Atlantic Meridional Overturning Circulation (MOC) has drawn extensive attention due to the MOC’s impact on global heat and freshwater redistribution. The Overturning in the Subpolar North Atlantic Program (OSNAP) array, consisting of an OSNAP West section covering the Labrador Sea and an OSNAP East section covering the eastern subpolar basins (Irminger and Iceland Basins), has continuously observed the MOC and meridional heat and freshwater transports since 2014. The OSNAP observations have contributed substantially to the understanding of the mean state and sub-seasonal to seasonal variability of the subpolar MOC. In this study, we present the latest OSNAP observational results and investigate interannual variability of the subpolar MOC with respect to water mass transformation and formation in the Labrador Sea and eastern subpolar basins. We detail the differences between formation and transformation in each of these basins and discuss their relationships to overturning on monthly and interannual time scales. Finally, we explore the mechanism(s) responsible for these differences.

How to cite: Fu, Y. and Lozier, M. S.: Interannual variability of the meridional overturning circulation in the subpolar North Atlantic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4077, https://doi.org/10.5194/egusphere-egu23-4077, 2023.

EGU23-4340 | Orals | OS1.5

Model Biases in the AMOC Stability Indicator 

René van Westen and Henk Dijkstra

The Atlantic Meridional Overturning Circulation (AMOC) is considered to be a multi-stable system with a northward overturning and a southward overturning circulation state. It has been proposed that the stability of the AMOC system can be represented through the net freshwater transport at 34°S (the Atlantic's southern boundary), the so-called Fov index. For example when AMOC transports net freshwater out of the Atlantic sector at 34°S (Fov < 0), freshwater (i.e., salinity) perturbations may grow over time through the salt-advection feedback which eventually can induce a state transition. Present-day observations indicate that Fov is negative and  hence the present-day AMOC is in its multi-stable regime.

AMOC state transitions have regional and global impacts and it is therefore important to study the AMOC stability under climate change. However, most climate models have a tendency of simulating a positive Fov index, implying that the AMOC is too stable in these climate model simulations. Here we analyse Fov-related biases using a high-resolution and a low-resolution model version of the Community Earth System Model (CESM). Under constant pre-industrial conditions, the Fov index drifts from negative values to positive values over a 300-year simulation period. The Fov biases are related to biases in the E-P fluxes, freshwater runoff from Greenland, Agulhas leakage, Southern Ocean deep convection and the (meridional) location of the Antarctic Circumpolar Current front. These numerous processes contributing to Fov are responsible the difficulty in simulating realistic AMOC behaviour in climate model simulations. The implication is that climate models with an inconsistent Fov index are not fit for purpose in making AMOC projections.

How to cite: van Westen, R. and Dijkstra, H.: Model Biases in the AMOC Stability Indicator, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4340, https://doi.org/10.5194/egusphere-egu23-4340, 2023.

EGU23-5053 | ECS | Orals | OS1.5

Meridional Connectivity of a 25-year Observational AMOC Record at 47°N 

Simon Wett, Monika Rhein, Dagmar Kieke, Christian Mertens, and Martin Moritz

The Atlantic Meridional Overturning Circulation (AMOC) plays a key role for the climate system of Europe and the Arctic by redistributing heat and freshwater in the Atlantic. Since climate model studies project a likely decline of the AMOC under climate change in the 21st century, monitoring AMOC changes remains an important task. Several moored arrays in the Atlantic deliver estimates of the AMOC volume transport. The longest of these observational AMOC records is the RAPID array in the subtropical North Atlantic. The depiction of the AMOC as a global ocean conveyor assumes that the AMOC variability is consistent across latitudes. This concept has been questioned by model studies. However, model studies and estimates based on altimetry and Argo data disagree on the regions and timescales of meridional connectivity. From measurements of the North Atlantic Changes (NOAC) array in the subpolar North Atlantic at 47°N we calculate the AMOC volume transport timeseries. Our approach combines data from moored instruments with hydrography (from Argo floats and shipboard measurements) and satellite altimetry. Here, we present this 25-year (1993-2018) purely observational AMOC record in monthly resolution and analyze its meridional connectivity with the subtropical RAPID AMOC.

How to cite: Wett, S., Rhein, M., Kieke, D., Mertens, C., and Moritz, M.: Meridional Connectivity of a 25-year Observational AMOC Record at 47°N, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5053, https://doi.org/10.5194/egusphere-egu23-5053, 2023.

EGU23-5281 | ECS | Orals | OS1.5

Decadal Variability of Transports through Barents Sea Opening: Changing impact of Large-Scale Wind Forcing 

Finn Ole Heukamp, Lars Aue, and Torsten Kanzow

The Barents Sea Opening (BSO) is one of two Atlantic gateways connecting the North Atlantic Ocean to the Arctic Ocean. The ocean transport through the BSO is composed of warm and saline Atlantic Water inflow in the central and southern parts of the section and cold Polar and modified Atlantic Water outflow in the north. The variability of strengths of both inflow and outflow largely controls the evolution of the net ocean heat transport into the Barents Sea, locally impacting e.g., ocean-atmosphere heat fluxes, sea ice extent, and deep-water formation. Moreover, changes in heat fluxes and sea ice extent have been shown to impact remote properties such as wintertime weather in northern Europe and water properties in the central Arctic Ocean.


In this study, we identified and disentangled the contributions of local and remote atmospheric forcing mechanisms of the wintertime volume transport through BSO from 1970-2020. In order to understand the variability and co-variability of the local and remote forcing mechanisms and the linked transport anomalies, we performed dedicated model experiments with the unstructured ocean and sea ice model FESOM2. In addition to a hindcast control simulation using JRA55 reanalysis forcing, we performed two additional model experiments in which we combined JRA55 forcing with CORE1 normal year forcing in a way that the simulations are forced with JRA55 (CORE1) in the Arctic domain and CORE1 (JRA55) outside the Arctic domain. This setup allows the separation of local and upstream forced transport variability. Our experiments show, that both BSO inflow and outflow exhibit strong variability on interannual to decadal timescales. While inflow variability is forced to a similar degree by local alongshore winds and alongshore winds upstream in the Norwegian Sea, the outflow variability is almost entirely forced by wind stress curl anomalies over the northern Barents Sea shelf. Moreover, the inflow anomalies forced upstream are highly correlated with the North Atlantic Oscillation (NAO) while the transport anomalies forced locally exclusively correlate with the NAO during periods of a negative NAO. Furthermore, we observe a drastic drop in the correlation of inflow anomalies forced upstream and the NAO around the year 2000 - the same period in which winters with strongly enhanced outflow anomalies (97/98, 03/04) are found. By expanding our analysis to cyclone activity in the northern North Atlantic, we link the loss of co-variability of NAO and BSO inflow to an anomalous southward deflection of cyclones in these winters, affecting the alongshore winds in the Norwegian Sea as well as the wind stress curl over the northern Barents Sea shelf.


In general, this study aims to improve our understanding of the drivers of volume and heat transport variability in the BSO as a key factor for (sub-)Arctic, ocean, weather, and climate variability. 

How to cite: Heukamp, F. O., Aue, L., and Kanzow, T.: Decadal Variability of Transports through Barents Sea Opening: Changing impact of Large-Scale Wind Forcing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5281, https://doi.org/10.5194/egusphere-egu23-5281, 2023.

EGU23-5422 | ECS | Posters on site | OS1.5

Argo-based anthropogenic carbon concentration and inventory in the Labrador and Irminger Seas over 2011-2021 

Rémy Asselot, Lidia I. Carracedo, Virginie Thierry, Herlé Mercier, Anton Velo, Raphaël Bajon, and Fiz F. Pérez

The ocean is a net sink for a quater of the carbon dioxide emitted to the atmosphere by human industrial activities and land-use change (Cant). The North Atlantic Ocean encompasses the highest ocean storage capacity of Cant per unit area. In particular, the Labrador and Irminger Seas are two basins storing a high amount of Cant due to the deep convection activity taking place there. The temporal evolution of Cant concentration in these two basins and their Cant inventories in the 0-1800 depth layer are estimated over the period 2011-2021. The Cant values are estimated from Argo floats equipped with oxygen sensors, predictive neural networks (ESPER_NN and CONTENT) and a carbon-based back-calculation method (φCOT method). On average, Cant inventories are similar in the two basins and amount to 75.3 and 75.6 mol/m2 in the Irminger and Labrador seas, respectively. Over the study period, Cant inventories increase in the two basins at a storage rate of 1.01±0.14 mol/m2/yr in the Irminger Sea and 0.94±0.2 mol/m2/yr in the Labrador Sea. The processes involved in Cant evolution in the two basins are then investigated.

How to cite: Asselot, R., Carracedo, L. I., Thierry, V., Mercier, H., Velo, A., Bajon, R., and Pérez, F. F.: Argo-based anthropogenic carbon concentration and inventory in the Labrador and Irminger Seas over 2011-2021, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5422, https://doi.org/10.5194/egusphere-egu23-5422, 2023.

Multicentennial North Atlantic climate variability revealed by paleoclimate reconstruction has been linked to the Atlantic meridional overturning circulation (AMOC) variability. However, mechanisms of multicentennial AMOC variability in coupled models have yet to reach a consensus, reflecting a necessity of more fundamental theoretical studies. To this end, we propose an ocean-only North Atlantic 4-box theoretical model. A self-sustained AMOC oscillation with a typical period of 300-400 years exhibits. The timescale is largely set by rate of AMOC advection but also modulated by thermal processes, while the self-sustained oscillation mechanism can be generalized as a combination of a linear growing oscillation and a nonlinear restraining. The linear growing oscillation is energized by the salinity advection feedback and stabilized by the temperature advection feedback, while the latter is hampered by surface temperature restoring. Nonlinear restraining processes restrict the runaway tendency of the linear growing oscillation and finally turn it into a self-sustained one. We further identify a 300-400-year AMOC oscillation in a CESM1 control simulation, which can be well explained by the self-sustained oscillation mechanism of the theoretical model. Our work demonstrates that internal variability plays a vital role in multicentennial AMOC variability, while the dominating processes primarily lie in the North Atlantic.

How to cite: Yang, K.: A theory for self-sustained multicentennial AMOC oscillation and its evidence in CESM1, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5739, https://doi.org/10.5194/egusphere-egu23-5739, 2023.

Both Greenland Ice Sheet mass loss and Atlantic Meridional Overturning Circulation weakening are considered tipping elements of the climate system under global warming. Ocean and climate models of varying complexity are widely applied to understand and project the future evolution of the two processes and their connection. The results are prone to model uncertainty however. Especially the role of regional mesoscale processes in the subpolar North Atlantic is still being investigated. We ran a systematic set of eight dedicated 60 to 100-year long model experiments with and without atmospheric coupling, with eddy processes parameterized and explicitly simulated, with regular and significantly enlarged Greenland runoff to reconcile findings of the regional ocean and global climate modeling communities.

The most prominent result is a major impact by an interactive atmosphere for limiting the AMOC weakening through enabling a compensating temperature feedback. Coupled experiments yield an AMOC decline of <2Sv to a freshwater perturbation of 0.05Sv whereas the AMOC weakens by >4Sv in the ocean-only runs. In addition to this large-scale effect, we find that the Labrador Sea and the Northwest Corner (off Flemish Cap) are critical regions for the role of mesoscale eddies in redistributing Greenland meltwater and affecting the timing of its impact. We show that an ocean grid at 1/10˚–1/12˚, which is currently used in global high-resolution climate simulations, can already significantly improve the path of the meltwater along the North American coast and into the wider North Atlantic. But the same resolution still falls short in providing sufficient dynamical exchange between the boundary current and the interior Labrador Sea and especially lacks capability in restratifying the Labrador Sea after deep convection. Our experiments demonstrate where an eddy parameterization works quite successfully and where only high resolution (>1/12˚) yields a realistic ocean response. This underlines the necessity to advance scale-aware eddy parameterizations for next-generation climate models.

How to cite: Martin, T. and Biastoch, A.: Ocean response to Greenland melting in a hierarchy of model configurations: Relevance of eddies and an interactive atmosphere, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5909, https://doi.org/10.5194/egusphere-egu23-5909, 2023.

EGU23-5941 | Orals | OS1.5

Realistic freshwater forcing around Greenland in climate models 

Marion Devilliers, Shuting Yang, Steffen Olsen, and Annika Drews
This study summarizes the findings of several realistic freshwater forcing experiments around Greenland and surrounding regions, which were conducted using climate and ocean models over the historical period. The results of the experiments are discussed in terms of their impact on the Atlantic Meridional Overturning Circulation (AMOC) as well as on temperature and salinity changes in the North Atlantic and in the Arctic. It was determined that the addition of freshwater led to a decrease of the AMOC and a reduction of the temperature and salinity biases in the North Atlantic. These results will be of particular interest to researchers interested in the effects of current and future Greenland melting on local and global ocean.

 

How to cite: Devilliers, M., Yang, S., Olsen, S., and Drews, A.: Realistic freshwater forcing around Greenland in climate models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5941, https://doi.org/10.5194/egusphere-egu23-5941, 2023.

EGU23-6169 | ECS | Posters on site | OS1.5

Subpolar Atlantic Meridional Overturning in Community Earth System Model (CESM): setting up the further experiment 

Aleksandr M. Fedorov, M. Femke de Jong, Claudia E. Wieners, and Henk A. Dijkstra

The Atlantic Meridional Overturning Circulation (AMOC) is a three-dimensional system of ocean currents contributing to a relatively mild climate in northern Europe. AMOC transports vary on a range of time scales, from centennial to daily. Despite a wide history of research on AMOC variability from both measurements and modeling perspectives, the role of atmospheric noise in subseasonal and intra-annual AMOC variations remains unclear. In the current study, we describe the modeling experiment planned to reveal the importance of mesoscale winds around the southern tip of Greenland, named Tip Jets, in  AMOC variability. Tip Jet wind events have no regularity in frequency and intensity, they mostly depend on the Icelandic Low location and are partly associated with a positive NAO phase in winter. The experiment design is based on implying the perturbations in the momentum, heat, and freshwater forcing associated with Tip Jet events. Therefore, we constructed the composite Tip Jet forcing using daily ERA5 (25 km, December-March, 1969-2019) wind, surface fluxes, and precipitation/evaporation rates. These composite fields of anomalies are planned to be added to the CESM-derived climatology to describe the possible response of the AMOC system to these types of noise forcing. Setting up the experiment included the model verification based on the comparison between the monthly output from the ~0.1 ° CESM Parallel Ocean Product (POP) simulations and the observational OSNAP array that combines measurements along the line between Labrador, Greenland, and the European shelf. The mean state of the atmosphere from CESM (50 km, monthly) was compared to the ERA5 (25 km, monthly). Generally, the CESM model reproduces the AMOC at OSNAP well. In conclusion, this preliminary research shows that AMOC is well simulated by the Community Earth System Model in the Subpolar North Atlantic. Also, the current research proposes patterns of noise forcing over the North Atlantic Subpolar Gyre that will be used in further modeling experiments.

How to cite: Fedorov, A. M., de Jong, M. F., Wieners, C. E., and Dijkstra, H. A.: Subpolar Atlantic Meridional Overturning in Community Earth System Model (CESM): setting up the further experiment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6169, https://doi.org/10.5194/egusphere-egu23-6169, 2023.

EGU23-6219 | ECS | Posters on site | OS1.5

Does freshwater content of the East Greenland Current show imprints of increasing meltwater runoff? 

Ilana Schiller-Weiss, Torge Martin, Johannes Karstensen, and Arne Biastoch

Accelerated melting of the Greenland Ice Sheet has been identified as a tipping element in the freshwater balance of the subpolar North Atlantic (SPNA), where the East Greenland Current is a primary pathway for transporting Arctic-sourced freshwater and Greenland glacial meltwater. Understanding the freshwater variability of the East Greenland Current (EGC) and Coastal Current (EGCC) and their interaction is of high importance, as these gather the imprint of ice melt once the meltwater leaves the fjords and enters the open ocean. Using a high-resolution model (VIKING20X, 1/20°) and gridded, observational assimilated reanalysis (GLORYS12, 1/12°), we find the freshest water remains close to the shelf with interannual extremes in freshwater content attributable to the imprint of Greenland melt only in years 2010 and 2012. This signal is only found in the VIKING20X simulation, which in contrast to GLORYS12 uses realistic, interannually varying runoff forcing including estimates of the Greenland Ice Sheet mass balance. We further discuss the role of wind forcing, sea ice melt, and Greenland runoff, which all contribute to variability in freshwater content along the boundary current.

Our results show that slackened alongshore winds reduce onshore Ekman transport allowing for freshwater to spread laterally in the EGC, while stronger alongshore winds constrain freshwater closer to the shelf with saline intrusions from the interior basin into the outer EGC. South of ~65°N sea ice melts year round and retreats northward with melting occurring only in summer. Associated salinity and thus freshwater content anomalies are of similar magnitude as those associated with meltwater runoff and overlap in both seasonal timing and advective time scales. This could explain the challenges to identify freshening events originating from extreme melt events on the Greenland Ice Sheet at currently observed magnitudes. Their detection is critically dependent on synoptic and interannually varying processes. Our findings also suggest that ocean models or model-based reanalysis products aiming to illustrate the processes of meltwater redistribution should feature grid resolutions preferably exceeding 1/12° in order to represent coastal dynamics and fjord-shelf-open ocean exchange. With more observations on the Greenland shelf hopefully becoming available in the future, we anticipate the GLORYS12 assimilation product to show similar variability as higher resolution models.

How to cite: Schiller-Weiss, I., Martin, T., Karstensen, J., and Biastoch, A.: Does freshwater content of the East Greenland Current show imprints of increasing meltwater runoff?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6219, https://doi.org/10.5194/egusphere-egu23-6219, 2023.

EGU23-6539 | Orals | OS1.5

Mechanism of observed North Atlantic multidecadal upper ocean heat content changes 1950-2020 

Ben Moat, Bablu Sinha, Neil Fraser, Leon Hermanson, Simon Josey, Claire MacIntosh, David Berry, Simon Williams, Marilena Oltmanns, Dan Jones, and Rachael Sanders

We synthesize observational datasets and a state of the art forced global ocean model to construct a multidecadal upper ocean heat budget for the North Atlantic for the period 1950 to 2020. Using multiple independent estimates of the variables allows us to provide robust uncertainty estimates for each term. Time-varying ocean heat transport convergence dominates the budget on multidecadal timescales in all regions of the North Atlantic. In the subpolar region (north of 45N) we find that the heat transport convergence is dominated by geostrophic currents whereas in the subtropics (26-45N) advection by ageostrophic currents is also significant. The geostrophic advection is dominated (especially in the subpolar regions) by anomalous geostrophic currents acting on the mean temperature gradient. The timescale and spatial distribution of the anomalous geostrophic currents are consistent with basin scale ‘thermal’ Rossby waves propagating westwards/northwestwards in the subpolar gyre. Multidecadal changes in North Atlantic Changes in ocean heat storage directly affect the climate of the surrounding continents, and hence it is important to understanding the mechanism behind these.

How to cite: Moat, B., Sinha, B., Fraser, N., Hermanson, L., Josey, S., MacIntosh, C., Berry, D., Williams, S., Oltmanns, M., Jones, D., and Sanders, R.: Mechanism of observed North Atlantic multidecadal upper ocean heat content changes 1950-2020, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6539, https://doi.org/10.5194/egusphere-egu23-6539, 2023.

EGU23-7195 | ECS | Posters on site | OS1.5

Quantifying the Contribution of Surface Buoyancy Forcing to Recent Subpolar AMOC Variability 

Charlotte Marris and Robert Marsh

In the Subpolar North Atlantic (SPNA), interannual to multidecadal variability in the Atlantic Meridional Overturning Circulation (AMOC) is primarily attributed to surface buoyancy forcing. Here, warm surface waters arriving via the Gulf Stream and North Atlantic Current undergo an intense loss of heat and freshwater to the atmosphere and are thus transformed to cold and dense waters which subsequently sink and are returned southward at depth. Quantifying the contribution of surface buoyancy forcing to AMOC variability is essential for modelling how the AMOC will respond to predicted warming and freshening at high latitudes. In a water mass transformation framework, fields of surface density and surface density flux from the GODAS ocean reanalysis are used to construct the surface-forced overturning circulation (SFOC) streamfunction for the SPNA (48-65°N) in an operational assimilation over 1980-2020. Computed and plotted in latitude-density space, the SFOC reconstruction compares favourably with the corresponding AMOC, computed from GODAS currents. We thus conclude that subpolar AMOC variability is largely explained by changing air-sea heat and freshwater fluxes controlling water mass transformation across the region. We further highlight the changing relative influences of water mass transformation in the eastern and western subpolar gyre, by partitioning SFOC longitudinally into an East component (5-43 °W) comprising the Irminger and Iceland basins, and a West component (43-60 °W) comprising the Labrador Sea. Our analysis demonstrates that interannual to multidecadal SFOC variability is dominated by changing water mass transformation in the western subpolar gyre. This challenges a shifting consensus that highlights the eastern subpolar gyre as dominant in driving the AMOC across subpolar latitudes.

How to cite: Marris, C. and Marsh, R.: Quantifying the Contribution of Surface Buoyancy Forcing to Recent Subpolar AMOC Variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7195, https://doi.org/10.5194/egusphere-egu23-7195, 2023.

The Atlantic Meridional Overturning Circulation (AMOC) exports cold, fresh, dense waters formed in the subpolar North Atlantic to equatorward latitudes along the western boundary and interior pathways. The properties of the water formed in the North Atlantic vary from year to year, however the strength and time scale for the downstream communication of this variability is still unclear. While several past studies have focused on tracking specific property anomalies, particularly from the Labrador Sea, we approach our study by investigating property variance downstream of the water mass source region. In effect, we aim to understand the downstream memory of water mass property variability in the North Atlantic along western boundary and interior pathways. To do so, we analyze hydrographic properties on neutral density isopycnal surfaces in the subpolar North Atlantic and along the western boundary and interior pathways with two reanalysis products from the Met Office, the hydrographic dataset (EN4) and ensemble prediction system (GloSea5), over their overlapping time period (1993-2019). Our results show different patterns of downstream variance for the interior compared to the western boundary, which we interpret in terms of known circulation features in the deep North Atlantic and what we have learned from past Lagrangian studies.

How to cite: Fortin, A.-S. and Lozier, S.: Variability of North Atlantic Water Mass Properties along Western Boundary and Interior Pathways, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7535, https://doi.org/10.5194/egusphere-egu23-7535, 2023.

EGU23-7698 | ECS | Orals | OS1.5

Water mass transformation following instability in the mixed layer of the East Greenland Current 

Fraser Goldsworth, Isabela Le Bras, Helen Johnson, and David Marshall

Observations show that strong southerly winds over the Irminger Sea can excite symmetric instability in the East Greenland Current, resulting in the generation of a low potential vorticity layer below the convectively mixed layer (Le Bras et al., 2022). The role of these downfront wind events on the formation of dense waters is not yet well understood.

Using an ensemble of ultra-high resolution models (25 m in the horizontal)  we show that the low potential vorticity layer is virtually indistinguishable from the convectively mixed layer, implying the absence of symmetric instability in coarse models may lead to underestimates in the mixed layer depth and baroclinicity of the East Greenland Current. We explore the hypothesis that symmetric instability acts as the short time-scale response of the current to these southerly wind events and pre-conditions the mixed layer, making it more susceptible to baroclinic instability over longer time-scales. We then investigate whether baroclinic eddy activity is enhanced following these wind events and examine the implications of this on lateral and diapycnal mixing, including by calculating water mass transformation rates.

How to cite: Goldsworth, F., Le Bras, I., Johnson, H., and Marshall, D.: Water mass transformation following instability in the mixed layer of the East Greenland Current, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7698, https://doi.org/10.5194/egusphere-egu23-7698, 2023.

EGU23-7805 | ECS | Orals | OS1.5

Intra-annual variability of carbon signature and transport in the North Atlantic Ocean 

Raphaël Bajon, Lidia Carracedo, Herlé Mercier, Fiz F. Pérez, Anton Velo, Rémy Asselot, and Virginie Thierry

The ocean is the largest carbon reservoir on Earth, and a major sink for the excess of CO2 (anthropogenic carbon) emitted to the atmosphere by human activities. Having removed about a quater of these emissions since the beginning of the industrial era, ocean’s key role in climate is particularty outstanding in the North Atlantic (NA). A combination of physical and biological processes makes the NA a key-role region for the natural and anthropogenic carbon uptake and storage, and hence for the global carbon cycle. Traditionally, the seasonal carbon cycle has been assumed to respond to natural variability, unnafected by the ongoing anthropogenic increase of atmospheric CO2. Recent model projections, however, point otherwise, yet observational evidence to verify these predictions is still missing. Here we examine seasonal cycle in dissolved inorganic carbon (DIC) and its (surface-2000 dbar) transport, estimated using in-situ data and neural networks, across the OVIDE (GO-SHIP A25) section, from 1993 to 2021 at a monthly resolution. Our results highlight that changes in temperature, dissolved oxygen and ocean circulation are key components driving the seasonal DIC variability. DIC concentrations are higher in years with strong winter mixing regimes (which bring more nutrient-rich waters to the surface, favouring photosynthesis, and more (remineralized) carbon back to the surface). Seasonal DIC transport fluctuations are found significant compared to the mean (e.g. +/- 25% in the upper branch of the meridional overturning circulation), putting into relevance that caution is needed if assuming that single-cruise occupations are representative of the annual state. We also observe a yearly variant seasonal imbalance, with a significant reduction over the past two decades in the upper branch of the meridional overturning circulation. These results underscore the importance of considering intra-annual variability in the North Atlantic's carbon cycle when addressing climate change.

 
 
 

How to cite: Bajon, R., Carracedo, L., Mercier, H., Pérez, F. F., Velo, A., Asselot, R., and Thierry, V.: Intra-annual variability of carbon signature and transport in the North Atlantic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7805, https://doi.org/10.5194/egusphere-egu23-7805, 2023.

EGU23-7844 | ECS | Orals | OS1.5

Linkage between overturning and density anomaly over the subpolar gyre 

Tillys Petit, Jon Robson, David Ferreira, and D. Gwyn Evans

The surface forced water mass transformation (SFWMT) is known to be the main contributor of the Atlantic Meridional Overturning Circulation (AMOC) over the subpolar gyre. Over the eastern part of the subpolar gyre, a recent study revealed the dominant role of surface density changes in driving the SFWMT as opposed to the direct influence of air-sea fluxes. Indeed, the distribution at surface of the isopycnal associated with the maximum overturning streamfunction, Smoc, modulates the area of dense water formation induced by the air-sea fluxes.

The Overturning in the Subpolar North Atlantic Program (OSNAP) showed that the density of Smoc is highly variable in time along each section of the array. However, the drivers of Smoc remain unclear. In our work, we use a combination of atmospheric reanalysis and coupled simulations of HadGEM3-GC3.1 to evaluate the Smoc variability over the subpolar gyre as well as its connection with the overturning strength. At interannual timescale, the variability of Smoc at OSNAP East is strongly related to those at OSNAP West and at 45°N. However, its connection with the overturning strength is more complex. Although Smoc is not well related to the overturning at OSNAP, it is associated with a shift in density of the overturning stream function. The Irminger Sea is identified as being the centre of action driving this variability.

How to cite: Petit, T., Robson, J., Ferreira, D., and Evans, D. G.: Linkage between overturning and density anomaly over the subpolar gyre, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7844, https://doi.org/10.5194/egusphere-egu23-7844, 2023.

EGU23-9765 | ECS | Orals | OS1.5

Cross-shelf exchanges between the East Greenland shelf and interior seas 

Elodie Duyck and Femke De Jong

The Atlantic Meridional Overturning Circulation (AMOC) is predicted to weaken in the 21st century as a result of climate change. One of the proposed drivers for such a weakening is the dampening of deep convection in the Subpolar North Atlantic following an increase in freshwater fluxes from the Greenland ice sheet. However, the fresh waters that flow from Greenland and the Arctic to the Subpolar North Atlantic are primarily found over the Greenland shelf, and it is unclear where and how much freshwater is exported from the shelf to the interior seas where deep convection occurs. While the main export of freshwater off the Greenland shelf is likely to occur west of Greenland, the importance of water mass transformation and overturning east of Greenland in the total subpolar AMOC makes it essential to better understand freshwater exchanges between the east Greenland shelf and deep convection regions of the Irminger and Nordic Sea.

We investigate these exchanges using drifter data from five deployments carried out at different latitudes along the east Greenland shelf in 2019, 2020 and 2021, as well as satellite data and an atmospheric reanalysis. We compute Ekman transport (from winds) and geostrophic velocity (from satellite altimetry) at the shelfbreak and find that the Blosseville Basin, just upstream of Denmark Strait, and Cape Farewell, are particularly favorable to cross-shelf exchanges. We further investigate exchange processes in these regions using drifter data. In the Blosseville Basin, drifters are brought off-shelf towards the Iceland Sea and into the interior of the Basin, possibly joining the separated EGC. As they flow downstream, they re-enter the shelf and most are driven towards the coast. This exchange appears to be mainly driven by the shape of the bathymetry. At Cape Farewell, the wind appears to be the main driver, although occasionally an eddy seems to turn drifters away from the shelf. The drifters brought off-shelf at Cape Farewell mostly continue around Eirik Ridge, where they re-enter the West Greenland Current. How much of the freshwater signature is lost between leaving the East Greenland Current and entering the West Greenland Current is not clear and will need further study.

How to cite: Duyck, E. and De Jong, F.: Cross-shelf exchanges between the East Greenland shelf and interior seas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9765, https://doi.org/10.5194/egusphere-egu23-9765, 2023.

EGU23-9981 | Orals | OS1.5

Cessation of Labrador Sea Convection by Freshening through (Sub)mesoscale Flows 

Louis Clement, Eleanor Frajka-Williams, Nicolai von Oppeln-Bronikowski, Ilona Goszczko, and Brad de Young

By ventilating the deep ocean, deep convection in the Labrador Sea plays a crucial role in the climate system. Unfortunately, the mechanisms leading to the cessation of convection and, hence, the mechanisms by which a changing climate might affect deep convection remain unclear. In winter 2020, three autonomous underwater gliders sampled the convective region and both its spatial and temporal boundaries. Both boundaries are characterised by higher sub-daily mixed-layer depth variability than the convective region. At the convection boundaries, buoyant intrusions--including eddies and filaments--primarily drive restratification by bringing freshwater, instead of warm warmer, and instead of atmospheric warming. At the edges of these intrusions, submesoscale instabilities, such as symmetric instabilities and mixed-layer baroclinic instabilities, seem to contribute to the decay of the intrusions. In winter, strong destabilising surface heat flux and along-front winds can enhance the lateral stratification, sustaining submesoscale instabilities. Consequently, winter atmospheric conditions and freshwater intrusions participate in halting convection by adding buoyant freshwater into the convective region through submesoscale flows. This study reveals freshwater anomalies in a narrow area offshore of the Labrador Current and near the convective region; this area has received less attention than the more eddy-rich West Greenland Current, but is a potential source of freshwater in closer proximity to the region of deep convection. Freshwater fluxes from the Arctic and Greenland are expected to increase under a changing climate, and our findings suggest that they may play an active role in the restratification of deep convection.

How to cite: Clement, L., Frajka-Williams, E., von Oppeln-Bronikowski, N., Goszczko, I., and de Young, B.: Cessation of Labrador Sea Convection by Freshening through (Sub)mesoscale Flows, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9981, https://doi.org/10.5194/egusphere-egu23-9981, 2023.

EGU23-10227 | ECS | Posters on site | OS1.5

Is the AMOC connected across all latitudes? 

María Jesús Rapanague, Dian Putrasahan, and Jochem Marotzke

The Atlantic Meridional Overturning Circulation (AMOC) is fundamental for the northward transport of heat and the vertical transport of carbon from the surface to the deep ocean in the North Atlantic Ocean, influencing the climate at both local and global scales. However, the mechanisms underlying the AMOC variability are still poorly understood, because of the lack of long-term observations and the challenge of representing key processes in standard climate models. Furthermore, assumptions widely accepted for several decades have re-entered the debate in recent years, such as the AMOC meridional coherence and the role of deep convection in the Labrador Sea in driving the AMOC variability and deepwater formation. New modeling and observational studies suggest that the overturning variability is not coherent between subtropical and subpolar latitudes on interannual to decadal scales and that climate models systematically exaggerate the importance of the Labrador Sea, pointing toward other regions like the Irminger Sea and the Nordic Sea as better candidates for deepwater formation.

In this study, we aim to critically assess the long-held notion of meridional coherence in the AMOC, using output from high- and very-high-resolution model simulations. Specifically, we investigate how the meridional coherence of the AMOC changes when increasing model resolution, via spectral analysis of the MPI-ESM1.2 control simulations with resolutions of 1°, 0.4°, and 0.1°. Preliminary analysis using lead-lag time correlations indicates a high correlation and meridional coherence between the AMOC strength and mixed layer depth variability in the Labrador Sea for the coarsest resolution. However, when increasing the resolution this relationship disappears, and the AMOC is instead better related to overflow changes in the Denmark Strait and in the Nordic Seas. Additionally, the meridional coherence of the AMOC becomes unclear.

How to cite: Rapanague, M. J., Putrasahan, D., and Marotzke, J.: Is the AMOC connected across all latitudes?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10227, https://doi.org/10.5194/egusphere-egu23-10227, 2023.

EGU23-10569 | Orals | OS1.5

Global climate teleconnections into and out of the North Atlantic Ocean 

Matthew H. England, Bryam Orihuela-Pinto, and Andréa Taschetto

The Atlantic Meridional Overturning Circulation (AMOC) has a profound impact on both global and regional climate, yet our understanding of the mechanisms controlling remote teleconnections remains limited. In addition, it is unclear how remote processes impact the North Atlantic and alter the strength of the AMOC.  In this presentation I will show how a slowdown in the AMOC can drive an acceleration of the Pacific trade winds and Walker circulation by leaving an excess of heat in the tropical South Atlantic. This tropical Atlantic warming drives anomalous atmospheric convection, resulting in enhanced subsidence over the east Pacific, and a strengthened Walker circulation and trade winds. Further teleconnections include a shift in the ITCZ, enhanced zonal SST gradients across the tropical Pacific, strengthened convection over the West Pacific Warm Pool, and a deepening of the Amundsen Sea Low off Antarctica.  Teleconnections back to the North Atlantic can in turn be triggered by Southern Hemisphere wind anomalies on a relatively rapid time-scale via propagating planetary waves in the ocean.  There is also evidence that tropical Pacific cooling can feedback and influence the strength of the AMOC.  These findings have implications for understanding both intrinsic decadal climate variability as well as longer-term climate change.

How to cite: England, M. H., Orihuela-Pinto, B., and Taschetto, A.: Global climate teleconnections into and out of the North Atlantic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10569, https://doi.org/10.5194/egusphere-egu23-10569, 2023.

EGU23-11459 | ECS | Posters on site | OS1.5

Tracing Ocean circulation at the AR7W and OVIDE lines using artificial radionuclides 

Lisa Gerlinde Thekla Leist, Maxi Castrillejo, John N. Smith, Marcus Christl, and Núria Casacuberta

The Subpolar North Atlantic (SPNA) and Labrador Sea are key regions for deep and intermediate water mass formation and contribute to the southward return flow of the lower limb of the Atlantic Meridional Overturning Circulation (AMOC).

The origin and circulation pathways of these water masses can now be studied using the artificial radionuclides 129I and 236U. These tracers are mainly released to the Nordic seas by the European nuclear reprocessing plants of La Hague and Sellafield since the 1960s. This point like source provides a unique fingerprint for Atlantic waters entering the Arctic Ocean and recirculation to the western SPNA.

Here we will present results of the distribution of 129I and 236U in the Labrador Sea (AR7W Line) and the SPNA (OVIDE Line). The 129I concentrations and its temporal evolution is studied at 11 stations on a time series that started in 2014. In addition, first results of 236U  will also be  presented along the AR7W line.

At the timeseries the 129I concentration shows a general increase with time and from east to west, reaching its highest concentration in the deep overflow waters and along the Eastern and Western Greenland current.

The combination of the well-known tracer 129I with 236U allows to study the origin and mixing of different water masses in the SPNA.

How to cite: Leist, L. G. T., Castrillejo, M., Smith, J. N., Christl, M., and Casacuberta, N.: Tracing Ocean circulation at the AR7W and OVIDE lines using artificial radionuclides, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11459, https://doi.org/10.5194/egusphere-egu23-11459, 2023.

EGU23-11576 | ECS | Orals | OS1.5

Assessing the variability of Irminger Water at AR7W between 1993 and 2022 using time-dependent property thresholds 

Kevin Niklas Wiegand, Dagmar Kieke, Paul G. Myers, and Igor Yashayaev

Irminger Water (IW) is a prominent water mass in the subpolar North Atlantic (SPNA). It is warm and saline and originates from the North Atlantic Current and the Irminger Current. The water mass delivers anomalously large amounts of heat and salt to the Labrador Sea. Like any other water mass, IW is subject to temporal and spatial variability, which needs to be adequately identified and tracked.

To separate IW from ambient waters, previous studies identified IW at different times using static thresholds of salinity, temperature, and density (i.e., constant over time within the individual studies). However, given the tremendous variability in the region, such static definitions often do not detect IW sufficiently since these definitions do not account for shifts in the large-scale hydrographic state of the SPNA. To address this issue, this study aims to identify non-static thresholds (i.e., incorporating temporal variability) to analyze IW variability. We refer to the method of identifying IW based on non-static thresholds as the phenomenological approach. To do so, we utilize the observation-based data set ARMOR3D between 1993 and 2022. This new approach allows us to compare estimates of IW properties and volume transports to respective estimates obtained from the static approach.

In the case of the static approach being applied to the AR7W section in the eastern part of the Labrador Sea as a test region, the water column was anomalously saline in years of high IW volume transport. Hence, the static approach identified more IW and thus overestimated its volume transport. In contrast, the water column was anomalously fresh in years when the static approach reveals a low IW volume transport. Hence, applying the static approach, less IW is identified, and thus its volume transport is underestimated. In contrast, the phenomenological approach reveals less pronounced decadal variability of the IW volume transport.

Applying a static IW definition will likely create stronger gradients between IW and ambient water masses when both are fresher. In turn, these gradients may impose or modulate unrealistic changes in the IW volume transport simply because the actual boundary of IW does not coincide with a certain isohaline or isotherm. Any correlated change or shift in IW properties and, for example, Labrador Sea Water will relocate the IW boundary causing the transport to change. The phenomenological approach introduced in our study resolves this issue.

How to cite: Wiegand, K. N., Kieke, D., Myers, P. G., and Yashayaev, I.: Assessing the variability of Irminger Water at AR7W between 1993 and 2022 using time-dependent property thresholds, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11576, https://doi.org/10.5194/egusphere-egu23-11576, 2023.

Over the observed period, North Atlantic Sea surface temperatures have gone through cycles of anomalous warming and cooling relative the global mean. This variability has become known as the Atlantic Multidecadal Variability (AMV), and it has been associated with important regional climate impacts. However, in recent years there has been considerable controversy over the origins of AMV. In particular, there is debate over whether AMV is a natural phenomenon (e.g., an expression of internal variability or natural external forcings), or whether it was caused by human activity through the impact of anthropogenic aerosol forcing.

Here, an analysis of CMIP6 multi-model historical simulations is presented which isolates the internal and externally forced AMV. The analysis shows that, although there is substantial externally forced AMV in the CMIP6 historical simulations, the forced variability is part of a wider hemispheric signal and is not specific to the North Atlantic like in observations. Therefore, the magnitude of the externally forced variability is highly dependent on the definition of the AMV index used. Ocean circulation changes consistently lead the internal AMV across models, but there is no-clear relationship for the external AMV. AMV is also associated with broader changes than just sea surface temperatures, but this multivariate fingerprint of AMV is significantly different between the internal and external components. For example, internal AMV is associated with salinity anomalies and increased turbulent heat loss across the subpolar North Atlantic that agree broadly with observations. However, in contrast, the externally forced AMV is associated with freshening and reduced heat loss across the subpolar North Atlantic and especially in models with the strongest aerosol forcing. Overall, the analysis suggests that internal variability remains a likely hypothesis to explain AMV, but questions remain on whether models adequately simulate the forced response.

How to cite: Robson, J.: Contrasting the internal and external components of Atlantic Multidecadal Variability in CMIP6 historical simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11588, https://doi.org/10.5194/egusphere-egu23-11588, 2023.

EGU23-12040 | ECS | Posters on site | OS1.5

Common mechanisms of centennial-scale AMOC variability in CMIP6 models 

Oliver Mehling, Katinka Bellomo, and Jost von Hardenberg

It has been hypothesized that climate variability on centennial timescales – in the North Atlantic region and beyond – is linked to unforced variability of the Atlantic Meridional Overturning Circulation (AMOC). Because of the presence of external forcings, uncertainties in proxy reconstructions of the AMOC and the short observational record, coupled climate models represent a key tool in assessing low-frequency AMOC variability. However, sufficiently long pre-industrial control (piControl) simulations with state-of-the-art climate models have only become widely available during the past decade. While significant centennial-scale AMOC variability has been identified in several single-model studies, proposed physical mechanisms differ considerably.

Here, we assess mechanisms of AMOC variability on centennial timescales in the CMIP6 multi-model piControl ensemble. We find that a relatively large number of models – 11 out of the 15 analyzed – exhibit a statistically significant mode of centennial-scale MOC variability in the Atlantic. We review previously proposed mechanisms for centennial-scale AMOC variability and test whether their key elements are present in the CMIP6 ensemble.

We find that salinity exchanges between the Arctic and North Atlantic basins, which have previously been proposed as drivers of multi-centennial AMOC variability in two CMIP6 models (IPSL-CM6A-LR and EC-Earth3), can also be identified in other CMIP6 models using the same ocean component (NEMO). However, we find only a weak or no signature of this mechanism in models that do not include NEMO. Even among NEMO models, the amplitude and timescale of centennial-scale AMOC variability is model-dependent, and we assess the relative role of deep-water formation sites in shaping these differences. Because AMOC fluctuations are linked to surface temperature anomalies and related impacts over land, our results motivate the need for more paleoclimate evidence at sub-centennial resolution, which would help constrain the CMIP6 inter-model spread in centennial-scale AMOC variability.

How to cite: Mehling, O., Bellomo, K., and von Hardenberg, J.: Common mechanisms of centennial-scale AMOC variability in CMIP6 models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12040, https://doi.org/10.5194/egusphere-egu23-12040, 2023.

EGU23-12097 | ECS | Posters on site | OS1.5

Treasure from trash: Using nuclear waste to trace ocean circulation around Iceland 

Duncan Dale, Marcus Christl, Andreas Macrander, Sólveig Ólafsdóttir, Rob Middag, and Núria Casacuberta

Iceland stands at an important gateway where Arctic and Atlantic waters interact. Atlantic waters pass northward and circulate in the Arctic before returning southward in the East Greenland Current (EGC). Zones of deep water formation in the Nordic Seas contribute to overflows of the Iceland-Scotland Ridge such as Denmark Strait Overflow Water (DSOW). These are key processes in Arctic warming and deep ocean ventilation.

This system has been tagged with anthropogenic radionuclides 129I and 236U by bomb tests in the 1950-60s and point-source nuclear reprocessing plants (NRPs) at Sellafield (UK) and La Hague (FR) since the 1960s providing an opportunity to trace the origins of water masses in the region and their transit timescales. Here we present the results of measurements on samples taken during two cruises around Iceland in 2021 by the Marine and Freshwater Research Institute (MFRI) of Iceland (winter) and the NIOZ MetalGate Cruise of the GEOTRACES program (summer). Models for the origin of waters transiting Denmark Strait and of the evolution of Iceland Scotland Overflow Water (ISOW) are presented that provide a tracer-based perspective for comparison with models based on physical oceanographic tools. This forms a baseline for tracking changes to circulation in the Subpolar North Atlantic using the transient nature of the tracer signals.

How to cite: Dale, D., Christl, M., Macrander, A., Ólafsdóttir, S., Middag, R., and Casacuberta, N.: Treasure from trash: Using nuclear waste to trace ocean circulation around Iceland, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12097, https://doi.org/10.5194/egusphere-egu23-12097, 2023.

Given the major role of the Atlantic Ocean meridional heat transport in the climate system, it is essential to characterize its temporal variations at different locations. The 4DATLANTIC-OHC Project (https://eo4society.esa.int/projects/4datlantic-ohc/) aims at developing and testing space geodetic methods based on satellite altimetry and space gravimetry to estimate the local ocean heat content (OHC) changes over the Atlantic Ocean. Combined with independent estimates of the surface heat fluxes this approach holds promise to estimate the Atlantic Meridional Heat Transport (MHT) at any section across the Atlantic basin. 

The official version 1.0 of the 4DAtlantic-OHC product has been released, it provides estimates of local changes in OHC with their uncertainties. This product is accessible with DOI https://doi.org/10.24400/527896/A01-2022.012  and can be downloaded on AVISO portal. At two test sites, OHC changes derived from in situ data (RAPID and OVIDE) are used to evaluate the accuracy and reliability of the new space geodetic based OHC change estimate. Combined with ERA5 estimate of the surface heat fluxes, the Atlantic OHC product will be used to derive an energy budget of the North Atlantic basin and estimate the associated divergence in ocean heat transport. From the divergence field we will derive at the end of the project new estimates of the Atlantic meridional heat transport at different sections in the North Atlantic basin (RAPID and OSNAP sections) and compare it with in situ estimates. 

The V1.0 of 4DAtlantic-OHC products over the Atlantic Ocean, the evaluation results of the OHC against in situ data and preliminary results of MHT estimation will be presented.

How to cite: Fraudeau, R. and the 4DAtlantic-OHC Team: Monitoring local Ocean Heat Content changes with satellite altimetry and space gravimetry to assess the variability of the Meridional Heat Transport in the North Atlantic: the 4DATLANTIC-OHC Project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12244, https://doi.org/10.5194/egusphere-egu23-12244, 2023.

It has been suggested previously that the long-term warming hole in the subpolar North Atlantic, that is the relative cooling in this region compared to the rest of the globe, is an indicator of a slowdown of the Atlantic Meridional Overturning Circulation (Caesar et al., 2018; Drijfhout et al., 2012; Rahmstorf et al., 2015), yet other drivers like aerosols or a change in the local atmospheric forcing (e.g., the wind stress curl) have been proposed (Li et al., 2021; Piecuch et al., 2017). The still not fully answered question of the driver(s) of the warming hole also raises the question of whether or not ocean temperatures in the subpolar North Atlantic can be used as an indicator for AMOC strength. While several studies suggest that AMOC strength and temperatures in the subpolar North Atlantic are dynamically linked through the AMOC’s northward heart transport (Dima et al., 2022; Latif et al., 2022; Zhang, 2008), a recent model-based study suggests that the correlation between temperature-based AMOC index (Caesar et al., 2018) and AMOC strength depends largely on the subtraction of the global warming signal (Little et al., 2020).

Based on the knowledge that the AMOC transports both heat into and freshwater out of the North Atlantic, we apply a lead-lag correlation analysis to both the North Atlantic’s heat and freshwater content to identify the region and the time lag that give the strongest correlation with the strength of the AMOC (to make use of the available observational data we consider the AMOC strength at 26˚N). We find that an AMOC weakening (strengthening) leads to cooling (warming) and simultaneous freshening (salinification) in the eastern subpolar North Atlantic with the upper ocean (200-1000m) contents showing a higher correlation with AMOC strength than the surface (0-200m) contents. The temporal evolution of heat and freshwater content in the eastern subpolar gyre region are furthermore strongly anticorrelated, with a correlation value of -0.82 (for the annual values) as expected for an AMOC (or otherwise advective) driven signal. On longer time scales this anticorrelation decreases unless the heat content is corrected for a large scale warming signal. This could suggest that it is indeed necessary to look at the relative not the absolute temperature evolution in the subpolar North Atlantic to extract the AMOC signal.

Both the absolute freshening in the eastern subpolar North Atlantic as well as the relative (compared to the rest of the North Atlantic) cooling in this region suggest a linear AMOC trend of about -2 Sv from 1957-2013.

References

Caesar, L., et al. (2018).  https://doi.org/10.1038/s41586-018-0006-5

Dima, M., et al. (2022).  https://doi.org/10.1007/s00382-022-06156-w

Drijfhout, S., et al.  (2012). https://doi.org/10.1175/jcli-d-12-00490.1

Latif, M., et al.  (2022). https://doi.org/10.1038/s41558-022-01342-4

Li, L., et al.  (2021). https://doi.org/10.1007/s00382-021-06003-4

Little, et al.  (2020).  https://doi.org/10.1029/2020gl090888

Piecuch, C. G., et al.  (2017).  https://doi.org/https://doi.org/10.1002/2017JC012845

Rahmstorf, S., et al.  (2015). https://doi.org/10.1038/nclimate2554

Zhang, R. (2008). https://doi.org/10.1029/2008GL035463

How to cite: Caesar, L. and McCarthy, G.: AMOC changed derived from simultaneous (absolute) freshening and (relative) cooling in the subpolar North Atlantic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13393, https://doi.org/10.5194/egusphere-egu23-13393, 2023.

EGU23-14080 | ECS | Orals | OS1.5

Changes in air-sea fluxes over the North Atlantic during 1950-2019 as derived from ERA5 data 

Johannes Mayer, Leopold Haimberger, and Michael Mayer

Air-sea heat fluxes play a key role for many processes in the North Atlantic Ocean, such as the lateral transport of energy or the formation of storm tracks. Thus, an accurate estimation of air-sea heat flux trends is pivotal and helps to understand implications of climate change. To do so, reanalysis products are attractive candidates due to their excellent spatial coverage over multiple decades. However, trend estimations based on reanalysis data are challenging as changes in the observing system can introduce temporal discontinuities.

In this study, we explore the reliability and temporal stability of net air-sea heat flux trends from ERA5 forecasts in the North Atlantic basin over the period 1950-2019.  The assessment is complemented with an indirect estimate of the net surface flux derived from the atmospheric energy budget. Causes of trends in latent and sensible heat fluxes are identified based on monthly analyzed state quantities from ERA5, such as wind speed, moisture, and temperature. Additionally, the impact of the North Atlantic Oscillation (NAO) and Atlantic Multi-decadal Oscillation (AMO) as well as analysis increments, as introduced by the ERA5 data assimilation, is investigated.  

Our results show a robust increase of latent heat fluxes in the tropical North Atlantic over the past seven decades, which is likely caused by the intensification of the Hadley cell favouring subsidence and advection of drier air masses. In the Norwegian Sea, positive net air-sea heat flux trends (increased ocean heat uptake) are largely dominated by changes in sensible heat fluxes, which are driven by a trend towards more southerly winds and the advection of warmer air. In the Gulf Stream region, the AMO likely drives the multi-decadal variability of net air-sea heat fluxes, while long-term trends over the 1950-2019 period remain insignificantly small. Furthermore, we find significant changes over the North Atlantic Warming Hole and western North Atlantic associated with more frequent positive NAO phases during the past 30 years. From our analysis, we conclude that analysis increments most likely influence the magnitude of these trends, especially at low latitudes where the impact can be as large as ~2 W m-2 dec-1, while the basin-wide trend pattern remains unaffected. The net effect of the found regional changes in fluxes is assessed by the spatial average trend over the whole North Atlantic north of 26°N, which yields a positive but statistically insignificant trend of 0.5 W m-2 dec-1 over the past 70 years. Potential implications for trends in the AMOC are discussed. 

How to cite: Mayer, J., Haimberger, L., and Mayer, M.: Changes in air-sea fluxes over the North Atlantic during 1950-2019 as derived from ERA5 data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14080, https://doi.org/10.5194/egusphere-egu23-14080, 2023.

EGU23-14285 | ECS | Orals | OS1.5

On the inaccuracy of CMIP6 models in capturing the observed long-term variability of the NAO 

Amar Halifa-Marín, Miguel A. Torres-Vázquez, Enrique Pravia-Sarabia, Ricardo Trigo, Sergio M. Vicente-Serrano, Marco Turco, Sonia Jerez, Pedro Jiménez-Guerrero, and Juan Pedro Montavez

This study assesses how the CMIP6 simulations capture the non-stationarity of the main source of winter climate variability in the Euro-Atlantic region, the North Atlantic Oscillation (NAO), observed in the recent past.

For that purpose, we characterise the NAO long-term variability in climate reanalysis, analysing their features in several 30-year periods since 1851; and we evaluate whether CMIP6 historical simulations capture all the observed NAO “types”. Although the literature sometimes assumes that the NAO pattern is stationary, three groups of NAO pattern have been proved in the reanalyses depend on the location of their Action Centres (ACs): 1) the north AC locates over Iceland and the south AC in Azores, 2) the north AC locates over Southern Greenland and the south AC in the Western Mediterranean, and 3) the north AC locates over Northern Scandinavia and the south AC in the Azores.

Our main finding is that the NAO long-term variability is not accurately captured by all CMIP6 models. In particular, the overestimation of the NAO group 3 is remarkable in most simulations. This NAO group mainly represents the last decades, which the literature has addressed with much interest for its exceptional features (e.g. NAO+ strengthening and northeastward shift of its north AC), and which has been generally associated with the anthropogenic warmer climate. We also found underestimation of NAO group 2.

We have also found that each NAO group could be associated with precipitation anomalies in Europe. For example, the NAO group 3 implies drier(wet) conditions in the south(north). While group 2 implies the opposite pattern of anomalies. Therefore, we have reason to suggest that the lack of accuracy of models reproducing the non-stationarity of NAO may explain some of the bias in the expected changes of winter precipitation in Europe for future scenarios.

How to cite: Halifa-Marín, A., Torres-Vázquez, M. A., Pravia-Sarabia, E., Trigo, R., Vicente-Serrano, S. M., Turco, M., Jerez, S., Jiménez-Guerrero, P., and Montavez, J. P.: On the inaccuracy of CMIP6 models in capturing the observed long-term variability of the NAO, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14285, https://doi.org/10.5194/egusphere-egu23-14285, 2023.

EGU23-14337 | ECS | Orals | OS1.5

Impact of interannual chaotic variability on the total interannual variability of the North Atlantic Eighteen Degree Water 

Olivier Narinc, Thierry Penduff, Guillaume Maze, Stéphanie Leroux, and Jean-Marc Molines

Using ensemble ocean simulations, recent studies have shown that non-linear intrinsic oceanic processes are a source of chaotic intrinsic oceanic variability (CIOV). It was found that in eddy-active regions and at interannual timescales, this CIOV can be a significant fraction of total variability, and that as model resolution increases small-scale non-linearities can generate variability at large scales. The Eighteen Degree Water (EDW) is a mode water formed in the winter mixed layer within and south of the Gulf Stream. It is the most abundant T,S class of water in the surface North Atlantic and has been shown to be an important contributor to air-sea exchanges over the entire North Atlantic basin. Observational studies have shown that a significant part of the interannual variability of EDW cannot be explained by atmospheric variability. This motivates the present investigation of the importance of interannual CIOV in the total interannual EDW variability. The present study uses a NEMO-core, 1/4°, 50-member ensemble hindcast of the North Atlantic ocean with a realistic atmospheric forcing. This ensemble simulation is assessed using ARMOR3D, a 3-dimensional gridded observational product obtained using satellite altimetry and ARGO floats. In both datasets, the 3-dimensional structure of EDW is identified using physical criteria. This spatial structure is used to compute timeseries of the EDW’s total volume and average temperature, in each ensemble member and in the observational product. It is found that the ensemble simulation produces a realistic EDW, with a comparable total variability. In the ensemble simulation, the CIOV of integrated EDW properties is estimated from their time-averaged ensemble standard deviation, and is compared to the total variability estimated from the ensemble mean of the temporal standard deviations of all members. In the ensemble, CIOV accounts for 13% of the total interannual variability of EDW volume, and 44% of the total interannual variability of EDW temperature. Notably, this means that CIOV is a source of unquantifiable uncertainty in single-member ocean simulations. This suggests that a significant part of observed interannual variability may also be chaotic intrinsic in nature. This calls for a better parametrisation of chaotic variability in ocean simulations.

How to cite: Narinc, O., Penduff, T., Maze, G., Leroux, S., and Molines, J.-M.: Impact of interannual chaotic variability on the total interannual variability of the North Atlantic Eighteen Degree Water, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14337, https://doi.org/10.5194/egusphere-egu23-14337, 2023.

EGU23-14637 | ECS | Orals | OS1.5

Eight years of continuous Rockall Trough transport observations from moorings and gliders 

Kristin Burmeister, Neil Fraser, Lewis Drysdale, Sam Jones, Stuart Cunningham, Mark Inall, and Alan Fox

The Rockall Trough (RT) is a key pathway for warm and salty water flowing northward, a process which plays a key role in dictating the western European climate. The picture of the mean circulation and variability in the RT is still emerging, as the record of continuous transport observations has only recently been extended to eight years. Here, for the first time, we present the temporally extended record of RT volume, heat and freshwater transports. An important feature of the RT circulation is the European Slope Current (ESC) which is poorly constrained by ship-based, mooring, and satellite observations. To tackle this, we gathered around 150 glider transects over 2.5 years which capture the ESC velocity field in unprecedented detail. The data are sufficient to characterise both the mean state and the emergent seasonal variability of the ESC, and reveal the year-round presence of a southward countercurrent at depth. Variability in the strength and structure of this previously unstudied feature modulates net northward transport in the eastern boundary current system.

We also utilise these observations for monitoring the basin-wide overturning circulation as part of the newly developed OSNAP_I transect. We will present the first results from that programme.

How to cite: Burmeister, K., Fraser, N., Drysdale, L., Jones, S., Cunningham, S., Inall, M., and Fox, A.: Eight years of continuous Rockall Trough transport observations from moorings and gliders, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14637, https://doi.org/10.5194/egusphere-egu23-14637, 2023.

We explore the amplitude and frequency of Atlantic Multi-decadal Variability (AMV) in a 2,000-year pre-industrial control simulation with the FOCI-OpenIFS coupled climate model. We find a statistically significant AMV-like mode on the 20-year and 80-year time scales. We also find a mode of multi-centennial variability where the North Atlantic Ocean shifts a regime of a warm period to/from a cold period of ~400 years. The warm period is characterised by mean states of a stronger and deeper Atlantic Meridional Overturning Circulation (AMOC), less Arctic sea ice, and more deep convection in the Labrador Sea than the cold period. 

 

We find that the AMV has a much higher amplitude in the cold period compared to the warm period, and also that the lead-lag relationship between the AMOC and the AMV is different between the two periods. In the warm period, AMOC leads the AMV; a strong AMOC enhances the oceanic poleward heat transport which warms the North Atlantic Ocean both at the surface and deeper down, producing a positive AMV. In the cold period, however, AMV leads AMOC; a warm surface anomaly reduces the sea ice in the Labrador Sea which enhances local air-sea interactions and deep convection, and later a stronger AMOC. In the cold period, the warm anomaly associated with the AMV does not extend below the mixed layer, suggesting that it is driven by the atmosphere and not ocean dynamics.

How to cite: Kjellsson, J. and Park, W.: Multi-centennial modulation of Atlantic multi-decadal variability in a 2000-year climate integration, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14759, https://doi.org/10.5194/egusphere-egu23-14759, 2023.

EGU23-15366 | ECS | Posters on site | OS1.5

Optimizing simulated oxygen variability, circulation, and export in the subpolar North Atlantic Ocean using BGC-Argo & ship-based observations 

Lauren Moseley, Galen McKinley, Dustin Carroll, Raphael Dussin, Dimitris Menemenlis, and An Nguyen

The subpolar North Atlantic (SPNA) transports surface-ocean properties deep into the interior via deep convection and is one of the most intense regions of air-sea gas exchange globally. Deep convection in the SPNA exports highly-oxygenated water masses to depth, which subsequently ventilate intermediate and deep waters throughout the North Atlantic. The SPNA thus plays a critical role in setting the oxygen inventory of the global ocean. Due to intensifying ocean warming, many climate models predict substantial global-ocean oxygen loss — albeit at magnitudes which vary widely by model. Therefore, there is a need to better understand the impacts of SPNA convective variability on oxygen saturation in intermediate and deep water masses. Here we use a physical-biogeochemical model, ASTE-BGC, which couples the Arctic Subpolar gyre sTate Estimate (ASTE) with the Biogeochemistry with Light, Iron, Nutrients, and Gas (BLING) model to quantify oxygen cycling and deep ventilation in the SPNA. ASTE utilizes the MIT General Circulation Model (MITgcm) and assimilates physical in-situ and satellite data using tools developed by the Estimating the Circulation and Climate of the Ocean (ECCO) consortium. We use a Green’s Functions approach to optimize ASTE-BGC biogeochemistry using BGC-Argo and GLODAPv2 ship-based profiles of O2 and NO3. The Green’s Functions approach allows us to adjust the biogeochemical parameters of the BLING ecosystem towards O(106) in-situ data constraints over the 2002–2017 model period. We then evaluate the optimized simulation against independent data and construct an oxygen budget for the central Labrador Sea to assess the interannual variability of SPNA oxygen.

How to cite: Moseley, L., McKinley, G., Carroll, D., Dussin, R., Menemenlis, D., and Nguyen, A.: Optimizing simulated oxygen variability, circulation, and export in the subpolar North Atlantic Ocean using BGC-Argo & ship-based observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15366, https://doi.org/10.5194/egusphere-egu23-15366, 2023.

EGU23-15631 | ECS | Orals | OS1.5

Continuity Constraints on the Atlantic Meridional Overturning Circulation 

Neil Fraser, Alan Fox, and Stuart Cunningham

In the subtropics, the Atlantic meridional overturning circulation (MOC) has the same strength and variability whether measured in depth- or density-space. Two different continuity budgets must therefore be satisfied north of the subtropics, one via diapycnal volume transport and the other via downward volume transport. However, as water can get denser without getting deeper (and vice versa), it is unclear why the integrated effect of these processes, the MOC, should have the same strength and variability in both depth- and density-space, provided one integrates these terms sufficiently far south (e.g. to 26 °N). Previous work has investigated the surface buoyancy forcing and mixing processes which drive diapycnal volume transport. Here, we use a suite of observational products and new analyses in a vorticity framework to study the magnitude and distribution of the various terms responsible for vertical volume transport, and gain further insight by also evaluating these terms using VIKING20X model output. We conclude that bottom Ekman transport and advection curl around the boundaries of the subpolar gyre, particularly around Greenland, are dominant drivers of downward vertical transport and hence crucial for closing MOC streamlines in depth-space, with much of the variability also projecting onto the MOC in density-space. As these processes are “spun-up” by the sub-polar gyre yet project onto the overturning, our results offer new insights into the coupling between the overturning and gyre circulations.

How to cite: Fraser, N., Fox, A., and Cunningham, S.: Continuity Constraints on the Atlantic Meridional Overturning Circulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15631, https://doi.org/10.5194/egusphere-egu23-15631, 2023.

EGU23-15913 | ECS | Orals | OS1.5

The role of surface forcing in driving pathways and time scales of ocean ventilation in the subpolar North Atlantic 

Alice Marzocchi, George Nurser, Louis Clement, and McDonagh Elaine

The ocean takes up 93 % of the excess heat in the climate system and approximately a quarter of the anthropogenic carbon via air–sea fluxes. Ocean ventilation and subduction are key processes that regulate the transport of water from the surface mixed layer to the ocean's interior, which is isolated from the atmosphere for a timescale set by the large-scale circulation. Using numerical simulations (NEMO framework), we assess where the ocean subducts water and takes up properties from the atmosphere, and how ocean currents transport and redistribute these properties. This is achieved by adding a set of simulated seawater vintage dyes (passive tracers) that are released annually from different ocean surface “patches”, representing water masses’ source regions. The dyes’ distribution captures years of strong and weak convection at deep and mode water formation sites in both hemispheres, showing good agreement with observations in the subpolar North Atlantic. We show that interannual variability in subduction rates, driven by changes in surface forcing, is key in setting the different sizes of the long-term inventory of the dyes. The Northern and Southern Hemispheres are characterised by different ventilation pathways and timescales, but our analysis highlights a strong correlation between the strength of ventilation in recently subducted waters and the longer-term dye inventory in each hemisphere. This means that the conditions close to the time of dye injection are driving the amount of seawater being subducted, but also that this signal persists over time and the longer-term tracer inventory is strongly related to the initial surface conditions. The correlation still holds for the different source regions, where it is even stronger, but the slope of the correlation does vary. Export and isolation of subducted waters is shown to be faster in the Northern Hemisphere, defining a stronger ventilation “persistence” – represented by the slope of the correlation between subduction and the longer-term inventory. The highest ventilation persistence is found in the subpolar North Atlantic and specifically in the Labrador and Irminger Seas, which are the dominant regions in retaining tracer on multi-decadal time scales.

How to cite: Marzocchi, A., Nurser, G., Clement, L., and Elaine, M.: The role of surface forcing in driving pathways and time scales of ocean ventilation in the subpolar North Atlantic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15913, https://doi.org/10.5194/egusphere-egu23-15913, 2023.

EGU23-17084 | Orals | OS1.5

The role of propagating signals in the gyre-scale interannual to decadal sea level variability in the subpolar North Atlantic 

Denis Volkov, Claudia Schmid, Leah Chomiak, Cyril Germineaud, Shenfu Dong, and Marlos Goes

The gyre-scale, dynamic sea surface height (SSH) variability signifies the spatial redistribution of heat and freshwater in the ocean, influencing the ocean circulation, weather, climate, sea level, and ecosystems. It is known that the first empirical orthogonal function (EOF) mode of the interannual SSH variability in the North Atlantic exhibits a tripole gyre pattern, with the subtropical gyre varying out of phase with both the subpolar gyre and the tropics, influenced by the low-frequency North Atlantic Oscillation. We show that the first EOF mode explains the majority (60 %–90 %) of the interannual SSH variance in the Labrador and Irminger Sea, whereas the second EOF mode is more influential in the northeastern part of the subpolar North Atlantic (SPNA), explaining up to 60 %–80% of the regional interannual SSH variability. We find that the two leading modes do not represent physically independent phenomena. On the contrary, they evolve as a quadrature pair associated with a propagation of SSH anomalies from the eastern to the western SPNA. This is confirmed by the complex EOF analysis, which can detect propagating (as opposed to stationary) signals. The analysis shows that it takes about 2 years for sea level signals to propagate from the Iceland Basin to the Labrador Sea, and it takes 7–10 years for the entire cycle of the North Atlantic SSH tripole to complete. We demonstrate that the observed interannual-to-decadal variability of SSH, including the westward propagation of SSH anomalies, is the result of a complex interplay between the local wind and surface buoyancy forcing, and the advection of properties by mean ocean currents. The relative contribution of each forcing term to the variability is space and time dependent. We show that the most recent cooling and freshening observed in the SPNA since about 2010 were mostly driven by advection associated with the North Atlantic Current. The results of this study indicate that signal propagation is an important component of the North Atlantic SSH tripole, as it applies to the SPNA.

 

How to cite: Volkov, D., Schmid, C., Chomiak, L., Germineaud, C., Dong, S., and Goes, M.: The role of propagating signals in the gyre-scale interannual to decadal sea level variability in the subpolar North Atlantic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17084, https://doi.org/10.5194/egusphere-egu23-17084, 2023.

EGU23-311 | ECS | Orals | OS1.6

On the importance of the atmospheric coupling to the small-scale ocean in the modulation of latent heat flux 

Pablo Fernández, Sabrina Speich, Matteo Borgnino, Agostino Meroni, Fabien Desbiolles, and Claudia Pasquero

In this study, we address the role of the ocean fine scales in north-west tropical Atlantic Ocean air-sea interactions. With this purpose, we use satellite observations of the ocean and the atmosphere, the ERA5 atmospheric reanalysis and a set of regional numerical simulations of the lower atmosphere. In particular, we focus on the coupling between the sea-surface temperature (SST) and the marine atmospheric boundary layer (MABL). We also evaluate the latent heat flux (LHF) sensitivity to SST. The results suggest that the SST-MABL coupling depends on the spatial scale of interest. At scales larger than the ocean mesoscale (larger than 150 km), negative correlations are observed between near-surface wind speed (U10m) and SST and positive correlations between near-surface specific humidity (q2m) and SST. However, when smaller scales (1 – 150km, i.e., encompassing the ocean mesoscale and a portion of the submesoscale) are considered, the U10m-SST and q2m-SST correlate inversely. This is interpreted in terms of an active ocean modifying the near-surface atmospheric state, driving convection, mixing and entrainment of air from the free troposphere into the MABL.

The estimated values of the ocean-atmosphere coupling at the ocean small-scale are then used to develop a linear and SST-based downscaling method aiming to include and further investigate the impact of these fine-scale SST features into an available low-resolution latent heat flux (LHF) data set. The results show that they induce a significant increase of LHF (30% - 40% per °C of SST). We identify two mechanisms causing such a large increase of LHF: (1) the thermodynamic contribution that only includes the increase in LHF with larger SSTs associated with the Clausius-Clapeyron dependence of saturating water vapor pressure on SST and (2) the dynamical contribution related to the change in vertical stratification of the MABL as a consequence of SST anomalies. Using different downscaling setups, we conclude that largest contribution comes from the dynamic mode (28% against 5% for the thermodynamic mode). To validate our approach and results, we have implemented a set of high-resolution WRF numerical simulations forced by high-resolution satellite SST that we have analyzed in terms of LHF using the same algorithm.

To provide further validation to our results we use the high spatio-temporal resolution of in-situ data collected during the EUREC4A-OA/ATOMIC campaigns that go beyond the coarse spatial grid of available satellite observations and include additional variables to the SST such as the impact of ocean currents and the local vertical stratification of the upper ocean.

How to cite: Fernández, P., Speich, S., Borgnino, M., Meroni, A., Desbiolles, F., and Pasquero, C.: On the importance of the atmospheric coupling to the small-scale ocean in the modulation of latent heat flux, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-311, https://doi.org/10.5194/egusphere-egu23-311, 2023.

EGU23-532 | ECS | Posters on site | OS1.6

Tropical Atlantic variability during the Last Millennium 

Laura Sobral Verona, Ilana Wainer, and Myriam Khodri

Climate variability in the Tropical Atlantic is complex with strong ocean-atmosphere coupling, where the sea surface temperature (SST) variability impacts the hydroclimate of the surrounding continents. One of the main modes of SST variability in this region is known as the Atlantic Niño. Its dynamics are dominated by the Bjerknes Feedback, much like the Pacific El Niño. It is characterized by the coupling between SST in the eastern Equatorial Atlantic, zonal wind anomalies, changes in the thermocline depth, and consequent upwelling anomalies. The development of SST anomalies in the Equatorial Atlantic can be explained in terms of an oscillator model of recharge and discharge of heat content. This model is represented by the Bjerknes Feedback Index, which is a set of components representing the mechanisms that enhance (i.e., Thermocline, Zonal Advective, and Ekman feedbacks) or limit (Thermal and Dynamical damping) the growth of the SST anomalies. The pre-industrial millennium is vastly studied with respect to the responses to natural forcing, given the similarity of the climate background with present-day conditions. In addition, this period is known for the occurrence of large volcanic eruptions that were able to change the ocean-atmosphere interaction. Here, we propose to investigate the interannual variability of the Tropical Atlantic during the Last Millennium (LM, 850 to 1849 CE) in terms of the Bjerknes Feedback Index. For that, we rely on results from the Last Millennium period from the Paleoclimate Modeling Intercomparison Project (PMIP4) contribution to Climate Model Intercomparison Project phase 6 (CMIP6).

How to cite: Sobral Verona, L., Wainer, I., and Khodri, M.: Tropical Atlantic variability during the Last Millennium, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-532, https://doi.org/10.5194/egusphere-egu23-532, 2023.

EGU23-535 | ECS | Posters on site | OS1.6

The impact of AMOC weakening on the global monsoon in EC-Earth3 water hosing simulations 

Roberta DAgostino, Katinka Bellomo, and Virna Meccia

Changes in Atlantic Meridional Overturning Circulation (AMOC) affect tropical precipitation through the coupling with the Hadley Circulation and cross-equatorial atmospheric heat transport. Climate model simulations project a possible weakening of the AMOC under global warming. Here, we run model experiments with EC-Earth3 where we artificially weaken the AMOC through the release of a freshwater anomaly at high latitudes. The simulated AMOC collapse of ~57% for 60 model years allows us to investigate atmospheric heat and circulation readjustment to AMOC weakening and impacts on tropical precipitation, including the global monsoon. We find that the Inter Tropical Convergence Zone (ITCZ) shifts equatorward and tropical precipitation decreases over its northern flank while it increases southward due to reduced northward oceanic heat transport. Global monsoon is also impacted by AMOC weakening: Northern/Southern Hemisphere monsoons are weaker/stronger than the control experiment, with different sensitivities according to different regions: monsoons systems in the Atlantic sector are strongly impacted by AMOC decline. We further explore interbasin anomalies in the zonal/meridional atmospheric heat transport and net energy input triggered by the AMOC decline by examining local Hadley and Walker circulation asymmetries. Given that a ~57% reduction in the AMOC strength is within the inter-model range of future projections by the end of the 21st century, our results have important implications for understanding the role of AMOC in future tropical precipitation response. 

How to cite: DAgostino, R., Bellomo, K., and Meccia, V.: The impact of AMOC weakening on the global monsoon in EC-Earth3 water hosing simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-535, https://doi.org/10.5194/egusphere-egu23-535, 2023.

EGU23-854 | ECS | Orals | OS1.6

Variability and predictability of surface chlorophyll in the Atlantic upwelling systems 

Elena Calvo Miguélez, Belén Rodríguez-Fonseca, and Iñigo Gómara

Chlorophyll-a surface concentration is partially determined by environmental conditions and its variability, as the highest concentrations are generally found in wind-driven oceanic upwelling regions. These wind regimes that affect upwelling strength can be determined by local and remote drivers, such as sea surface temperature (SST) anomaly patterns (e.g., Pacific and Atlantic Niños/Niñas) that trigger tropical basin interactions.

By performing a Maximum Covariance Analysis (MCA) between chlorophyll-a concentration from Copernicus Satellite data and SST anomalies from OISST (January 1998-December 2019), we here identify the individual SST patterns and the associated atmospheric responses that lead to an increase in chlorophyll concentration in two regions of the tropical Atlantic: the Senegalese coast and the equator during their seasonal maxima (February to May and June to September, respectively). The present study shows how an Atlantic El Niño is capable of promoting a Pacific La Niña, whose atmospheric response affects either the tropical north Atlantic and the equatorial Atlantic, producing an SST cooling in early spring in the former and in summer in the latter, both related to an increase of chlorophyll concentration.

A cross-validated hindcast based on Maximum Covariance Analysis (MCA) is used to assess chlorophyll predictability through these individual SST variability modes.

Key words: chlorophyll-a concentration, SSTs, atmospheric responses, statistical prediction.

How to cite: Calvo Miguélez, E., Rodríguez-Fonseca, B., and Gómara, I.: Variability and predictability of surface chlorophyll in the Atlantic upwelling systems, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-854, https://doi.org/10.5194/egusphere-egu23-854, 2023.

The South American continental slope hosts a variety of topographic waves. We use a 27-year-long global ocean reanalysis (1/12° Spatial resolution) to examine trapped waves (TWs) around South America at periods ranging from 40 to 130 days. The waves propagate from the Equatorial Pacific to the Tropical Atlantic (22°S) with phase velocities between 1.8 and 7 m/s according to the local background characteristics, such as stratification, slope steepness, latitude, mean flow and shelf width. The Madden-Julian Oscillation (MJO) plays a key role in forcing the TWs in two ways (a) through an oceanic connection implying equatorial Kelvin waves reaching the western American Coast and (b) through an atmospheric teleconnection enhancing southerly winds in the south-east Pacific. Furthermore, local winds, not necessarily linked with the MJO, modulate and trigger waves in specific locations, such as the Brazil-Malvinas Confluence. Trapped waves impact the along-shore currents: during the positive phase of the waves the near-surface flow is enhanced by about 0.1 m/s.

How to cite: Poli, L., Artana, C., and Provost, C.: Topographically Trapped Waves Around South America: Oceanic Teleconnections between Equatorial Pacific and Tropical Atlantic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3178, https://doi.org/10.5194/egusphere-egu23-3178, 2023.

EGU23-3389 | ECS | Posters on site | OS1.6

The Influence of Freshwater Input on the Evolution of the 1995 Benguela Niño 

Leo Costa Aroucha, Joke Lübbecke, Mareike Körner, and Rodrigue Imbol-Koungue

Benguela Niños are events of anomalous Sea Surface Temperature (SST) increase in the Southeastern Tropical Atlantic Ocean. In 1995, the strongest Benguela Niño observed in the satellite era took place. It had a drastic impact on the Angola-Benguela Area (ABA, 8ºS – 20ºS, 8ºE to the coast) ecosystem, including high mortality, poor recruitment, and southward shift of sardine populations, as well as reductions in the number of benthic organisms. Although low Sea Surface Salinity (SSS) values extending as far south as 18ºS have been observed during this event, the role of freshwater input for the SST increase in the 1995 Benguela Niño has not been analyzed yet. In this study, we use satellite data, CTD profiles, and reanalysis products to investigate the impact that freshwater anomalies from anomalously high Congo river discharge (CRD) and precipitation might have had on the evolution of the 1995 Benguela Niño. We find that in the onset phase of the event a freshwater plume from the north was spreading southward towards the Angola-Namibia coastal area, concomitant with signatures of positive Barrier Layer Thickness (BLT) and stratification (N2) anomalies. At the same time, a strong poleward Angola current anomaly was observed. Positive SST anomalies peaked in March when SSS values averaged over the ABA were almost 3 psu lower than normal. Our analysis suggests that the anomalous CRD combined with higher than usual precipitation in November/December 1994 generated a negative SSS plume north of ABA, which was advected into the Angola-Namibia coastal region by the poleward surface current anomaly, increasing ocean stability, and reducing the mixing. A Mixed Layer Heat Budget analysis suggests that both anomalous advection and absence of entrainment contributed to the surface warming while the net surface heat flux provided a damping effect. Thus, the high freshwater input that was advected southwards inhibited the entrainment of cool subsurface waters into the surface mixed layer in the ABA, which contributed to the SST increase in the exceptionally strong 1995 Benguela Niño event.

How to cite: Costa Aroucha, L., Lübbecke, J., Körner, M., and Imbol-Koungue, R.: The Influence of Freshwater Input on the Evolution of the 1995 Benguela Niño, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3389, https://doi.org/10.5194/egusphere-egu23-3389, 2023.

The Atlantic Meridional Mode (AMM) and Atlantic Zonal Mode (AZM) dominate the boreal spring and summer Tropical Atlantic variability (TAV), respectively, at interannual time scales, with pronounced impacts on the climate of adjacent and remote areas. Previous studies demonstrated the existence of an AMM-AZM connection via ocean wave propagation and modulated by the local wind forcing.

Here, we use a novel approach based on Extended Maximum Covariance Analysis (EMCA) to investigate the emergence of evolving spring-to-summer TAV modes in the observational record and its multidecadal modulation. Observational and reanalysis datasets reveal that the first evolving mode corresponds to a basin-wide warming with maximum anomalies over the tropical north Atlantic during boreal spring and equatorial warm conditions in summer season. In contrast, the second evolving mode displays an inter-hemispheric SST gradient during boreal spring that persists until summer months. The first and second evolving modes can be associated with a same-sign and opposite-sign relation between the AMM and AZM, respectively.

The expansion coefficients of the evolving modes are positively and negatively correlated at decadal time scales during the observational record, suggesting the emergence of diverse spatial configurations. This multidecadal modulation coincides with different global ocean background states that resemble the Atlantic Multidecadal Variability (AMV) and Pacific Decadal Variability (PDV).

To corroborate the above-mentioned observational findings, these results will be compared with those from historical and picontrol simulations from the latest state-of-the-art CMIP6 models.

How to cite: Martín-Rey, M. and Pelegri, J. L.: A general view of boreal spring to summer interannual variability: Emergence of evolving tropical Atlantic modes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5391, https://doi.org/10.5194/egusphere-egu23-5391, 2023.

EGU23-6033 | ECS | Orals | OS1.6

The importance of internal climate variability in the multi-decadal trend of the wind-driven upwelling on the west African coasts 

Mohammad Hadi Bordbar, Volker Mohrholz, and Martin Schmidt

Like other Eastern Boundary Upwelling Systems, the upwelling near the southwest African coasts is primarily alongshore-wind-driven, whereas it is controlled mainly by the wind stress curl farther offshore. The surface wind regime across the Benguela Upwelling System (BUS) is strongly related to the South Atlantic Anticyclone (SAA), which is believed to migrate poleward in response to anthropogenic global warming. Here, we investigate multi-decadal changes of the SAA and its impacts on the coastal Ekman transport as a primary driver of coastal upwelling and the wind-stress-curl-driven upwelling across the BUS by using the ERA-5 data sets. Our findings indicate that the SAA plays a significant role in the regional wind-driven upwelling with different impacts on the coastal Ekman transport and the offshore wind-stress-curl-driven upwelling. Further, the upwelling in the equatorward sector is significantly affected by the anticyclone intensity. In contrast, the poleward portion is also influenced by the meridional position of the anticyclone. The multi-decadal trend in the sea level pressure across the South Atlantic renders a considerable heterogeneity in space. However, the trend is broadly associated with a small signal-to-noise ratio, which can be attributed to internal climate variability. This view is further supported by the multi-decadal trend in coastal offshore transport and the wind-stress-curl-driven upwelling in multiple upwelling cells, which hardly depict any significant systematic changes.

How to cite: Bordbar, M. H., Mohrholz, V., and Schmidt, M.: The importance of internal climate variability in the multi-decadal trend of the wind-driven upwelling on the west African coasts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6033, https://doi.org/10.5194/egusphere-egu23-6033, 2023.

EGU23-7587 | Orals | OS1.6

Ocean circulation underlies the Atlantic meridional mode 

Hyacinth Nnamchi, Riccardo Farneti, Noel Keenlyside, Fred Kucharski, Mojib Latif, Annika Reintges, and Thomas Martin

The Atlantic meridional mode (AMM) is characterized by north-south bands of alternate anomalies in surface-ocean temperatures, and winds from colder bands to the warmer, at a periodicity of 10-15 years. The AMM has been linked to variations in Atlantic hurricanes, global surface-air temperature, and climate variability over the Sahel, South American, North American, and European. Despite these far-reaching impacts, the role of ocean circulation remains uncertain, and the prevailing AMM theories are based on thermodynamic air-sea interactions. Here we we uncover ocean-circulation variability that is linked to the AMM using twentieth century observations. Specifically, sea level-derived index of ocean circulation variabilityleads the AMM pattern by several years, through the interactions of overturning and gyre circulations with Kelvin wave anomalies that propagate from the North Atlantic to the low latitudes and by the thermocline feedback in the Atlantic cold tongue region. The peak of the sea surface temperature variability in the tropical Atlantic in turn drives inter-hemispheric atmospheric teleconnections represented by negative NAO phase over the North Atlantic. These findings imply that, rather than a passive role postulated by the prevailing thermodynamic paradigm, ocean circulation plays an active role in AMM variability.

How to cite: Nnamchi, H., Farneti, R., Keenlyside, N., Kucharski, F., Latif, M., Reintges, A., and Martin, T.: Ocean circulation underlies the Atlantic meridional mode, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7587, https://doi.org/10.5194/egusphere-egu23-7587, 2023.

EGU23-7838 | Posters on site | OS1.6

Atmospheric response to Tropical Instability Waves in high-resolution coupled NextGEMS simulations 

Johann Jungclaus, Dian Putrasahan, Swantje Bastin, and Mia-Sophie Specht

Oceanic Tropical Instability Waves (TIW) are characterized by westward propagating cusp-shaped sea surface temperature (SST) patterns with sharp fronts and strong lateral SST gradients. TIWs impact local winds and ocean atmosphere heat fluxes and these changes consequently feed back onto the ocean.
Previous studies have used stand-alone atmosphere or regional coupled ocean-atmosphere models at moderate to high resolution.  The new global simulations, which are run at km-scale resolution in both ocean and atmosphere in the framework of the H2020 NextGEMS project, offer new opportunities to study local, regional, and remote effects of TIW-related ocean-atmosphere interactions.
Using the coupled ICON-a/ICON-o “Sapphire” simulations (Hohenegger et al., 2023), we compare the ocean-atmosphere coupling in the Pacific and Atlantic basin and investigate the interaction of TIWs with the Intertropical Convergence Zone. 
In the western tropical Atlantic, north of the Equator, TIW induced SST patterns also interact with North Brazil Current eddies and we investigate the effects of pronounced fronts on ocean-atmosphere heat fluxes.


Hohenegger, C. at al., 2023: ICON-Sapphire: simulating the components of the Earth System and their interactions at kilometer and subkilometer scales, Geoscientific Model Development, https://doi.org/10.5194/gmd-2022-171.

How to cite: Jungclaus, J., Putrasahan, D., Bastin, S., and Specht, M.-S.: Atmospheric response to Tropical Instability Waves in high-resolution coupled NextGEMS simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7838, https://doi.org/10.5194/egusphere-egu23-7838, 2023.

EGU23-8344 | Posters on site | OS1.6

Dakar Niño variability under global warming investigated by a high-resolution regional coupled model 

Shunya Koseki, Ruben Vazquez, William Cabos, Claudia Guitérrez, and Dmitry Sein

We have investigated an interannual variability of sea surface temperature (SST) along the northwestern African coast, so-called, Dakar Niño, and its change under global warming of highest emission scenario RCP8.5 employing a high-resolution regional coupled model. Our reginal coupled model is capable of reproducing the seasonal cycle of the SST along the northwestern African coast and its interannual variability with respect to amplitude, timing, and position of the maximized variability between 9°N-14°N from March to April. Comparing the Dakar Niño variability between the periods of 1980-2010 and 2069-2099, we found that its variability intensifies under warmer climate without changing its location and timing of maximization. The intensification is more pronounced during the Dakar Niñas (cold SST event) than during Niños (warm SST event) and the variability in ocean temperature is connected more deeply with the Dakar Niño variability (vertical motion is more strongly correlated). The stronger Dakar Niño variability and deeper connection with subsurface variability can be explained by the larger meridional wind stress variability along the northwestern African coast, which can be amplified by more enhanced land-sea thermal contrast anomaly, in the future. In addition, the ocean temperature is warmed more effectively above 40m depth where the temperature anomaly is more dominant, that is, the stratification is reinforced around 40m depth. This enhanced stratification can also cause the reinforcement of Dakar Niño/Niña variability.     

How to cite: Koseki, S., Vazquez, R., Cabos, W., Guitérrez, C., and Sein, D.: Dakar Niño variability under global warming investigated by a high-resolution regional coupled model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8344, https://doi.org/10.5194/egusphere-egu23-8344, 2023.

EGU23-8689 | Posters on site | OS1.6

The southeast tropical Atlantic: improvements and persistent biases in CMIP models 

Riccardo Farneti, Alessandro Stiz, and John B. Ssebandeke

State-of-the-art climate models simulate warmer than observed sea surface temperatures (SST) in eastern boundary upwelling systems (EBUS), generating biases with profound implications for the simulation of present-day climate and its future projections. Amongst all EBUS, the bias is largest in the southeastern tropical Atlantic (SETA). Here, we provide a comprehensive evaluation of the performance in the SETA of the Coupled Model Intercomparison Project phase 6 (CMIP6), including fine resolution (HighResMIP) and ocean-forced (OMIP) models. We show that biases in the SETA remain large in CMIP6 models but are reduced in HighResMIP, with OMIP models giving the best performance. The analysis suggests that, once local forcing errors have been reduced, the major source of the SETA biases lies in the equatorial Atlantic. This study shows that finer model resolution has helped reduce the local origin of the SETA SST bias but further developments of model physics schemes will be required to make progress. 

How to cite: Farneti, R., Stiz, A., and Ssebandeke, J. B.: The southeast tropical Atlantic: improvements and persistent biases in CMIP models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8689, https://doi.org/10.5194/egusphere-egu23-8689, 2023.

EGU23-9943 | Orals | OS1.6

Tropical Atlantic forcing of increased ENSO variability since the 1970’s 

Noel Keenlyside, Hui Ding, Marta Martín del Rey, Irene Polo, Belen Rodriguez-Fonseca, Fred Kucharski, and Ping-Gin Chiu

The El Niño Southern Oscillation (ENSO) underwent a major shift in in the 1970’s, becoming stronger and more predictable. This shift has been attributed to changes in the tropical Pacific mean state. However, around the 1970’s, tropical Atlantic – Pacific variability became coupled, with Atlantic SST leading opposite signed changes in the Pacific by around 6-months. Here we assess the role of the Atlantic in driving the ENSO regime shift using pacemaker experiments with two climate models: ECHAM5/MPIOM and SPEEDY/RGO. In these experiments, model SST is restored to observations in the tropical Atlantic, while elsewhere the models are fully coupled. Both models capture the observed changes in inter-basin interactions and strengthening on ENSO variability after the 1970’s. The warming of the equatorial and south Atlantic and southward shift of the inter-tropical convergence zone causes inter-basin interactions to become active after the 1970’s in the models. In ECHAM5/MPIOM, this leads to Atlantic Niño variability driving increased ENSO activity. In SPEEDY/RGO, the increase in ENSO activity appears more related to induced mean state changes in the Pacific. In addition, experiments with two different versions of the Norwegian Earth System Model and two nudging approaches (anomaly and full field SST) have been performed as part of the CLIVAR RF Tropical Basin Interactions. Initial analysis reveals are rather muted impact of the tropical Atlantic on ENSO. Further analysis is being performed and results will also be presented.

How to cite: Keenlyside, N., Ding, H., Martín del Rey, M., Polo, I., Rodriguez-Fonseca, B., Kucharski, F., and Chiu, P.-G.: Tropical Atlantic forcing of increased ENSO variability since the 1970’s, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9943, https://doi.org/10.5194/egusphere-egu23-9943, 2023.

EGU23-10576 | ECS | Orals | OS1.6

Modulation of Tropical Instability Waves and chlorophyll concentration by equatorial waves during the 2021 Atlantic Niño 

Franz Philip Tuchen, Renellys C. Perez, Gregory R. Foltz, and Peter Brandt

During the boreal summer of 2021, the central and eastern equatorial Atlantic experienced persistent sea surface temperature (SST) anomalies of more than +1°C for several months. These episodic extreme events are referred to as Atlantic Niños, with 2021 marking the strongest event since 1984. Atlantic Niños are known to have far-reaching impacts on, for instance, rainfall over the surrounding continents, and on ocean dynamics through changes in thermohaline gradients and circulation. A pronounced event like the 2021 Atlantic Niño in combination with the steadily expanding coverage by satellite and in-situ observations provides the rare opportunity to study an Atlantic Niño event in unprecedented detail. Here we focus on the influence of the 2021 Atlantic Niño on tropical instability wave (TIW) activity and surface chlorophyll concentration.

The 2021 Atlantic Niño was initiated by a strong downwelling Kelvin wave excited by westerly wind bursts in the western and central equatorial Atlantic. The eastward propagating Kelvin wave induced strong eastward flow anomalies on the equator causing a reduction of the meridional shear of the near-surface zonal flow in the central equatorial Atlantic. At the same time, the Kelvin wave-induced deepening of the thermocline weakened the seasonal development of the equatorial Atlantic cold tongue. The reduction of both the meridional SST gradient and the meridional shear of zonal velocity largely suppressed barotropic and baroclinic instability, which is required for the generation of TIWs. Consistent with these changes, we find that 2021 was one of the least active years in terms of TIW-related temperature, salinity, sea level, and current variability. The overall reduction in TIW activity is characterized by weak TIW activity before and enhanced TIW activity after the climatological TIW peak resulting in a delay of the TIW season. This delayed onset of TIW activity is expected to have considerable consequences for the local heat and freshwater budgets. Low TIW activity and positive SST anomalies also impacted the concentration and distribution of surface chlorophyll as observed by daily gap-free satellite observations. After the initial Kelvin wave, surface chlorophyll concentration dropped to extraordinarily low values and was anti-correlated with the evolution of SST anomalies. The absence of TIWs is also apparent in weaker than normal surface chlorophyll concentration variability on intraseasonal time scales, highlighting the interplay of TIWs and chlorophyll. Our results demonstrate how the 2021 Atlantic Niño impacted oceanic variability, but further analysis is needed to better understand the consequences of such events for regional heat and freshwater budgets as well as for nutrients, productivity, and marine ecosystems.

How to cite: Tuchen, F. P., Perez, R. C., Foltz, G. R., and Brandt, P.: Modulation of Tropical Instability Waves and chlorophyll concentration by equatorial waves during the 2021 Atlantic Niño, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10576, https://doi.org/10.5194/egusphere-egu23-10576, 2023.

EGU23-12326 | ECS | Posters on site | OS1.6

What are the role of mesoscale eddies in air-sea interaction and in sea surface salinity variability in the Tropical Atlantic Ocean? 

Habib Micaël Aguedjou, Alexis Chaigneau, Isabelle Dadou, Yves Morel, Casimir Da-Allada, and Ezinvi Baloẗcha

The ocean kinetic energy is dominated by mesoscale eddies, which are quasi-circular structures with typical horizontal scales of 10 to 100 km and vertical extension of hundreds meters. the mesoscale eddies play significant roles in the transport and redistribution of water masses with their physical and biogeochemical properties throughout ocean. In this study, we used 8 years of satellite altimetry data, combined with sea surface temperature (SST), sea surface salinity (SSS), latent and sensible heat fluxes (LHF and SHF) and precipitation data, to investigate how mesoscale eddies impact on air-sea heat and fresh water exchange in the tropical Atlantic ocean (TAO). We show that an important fraction of eddies exhibit inverse SST anomalies, and that eddy-induced LHF and SHF anomalies are quasi-linearly proportional to SST anomalies. Moreover, eddies contribute to ~10 – 25 % of the total heat flux variability. However, no direct link has been observed between heat flux and precipitation anomalies over eddies in the TAO. Nevertheless, beneath the Intertropical Convergence Zone (ITCZ), significant correlation were found, suggesting that eddies may modulate both heat and freshwater fluxes in this region. Relative to SSS anomalies within eddies, their variability represents up to 30% of the total variability. In addition, beneath the ITCZ, freshwater fluxes would play an important role in their variability. However, oceanic processes such as horizontal and vertical advection and mixing are suspected to play a key role in the SSS variability at mesoscale beneath the ITCZ. To better understand the role of such processes, numerical modeling studies are needed for future investigations.

How to cite: Aguedjou, H. M., Chaigneau, A., Dadou, I., Morel, Y., Da-Allada, C., and Baloẗcha, E.: What are the role of mesoscale eddies in air-sea interaction and in sea surface salinity variability in the Tropical Atlantic Ocean?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12326, https://doi.org/10.5194/egusphere-egu23-12326, 2023.

EGU23-12692 | ECS | Orals | OS1.6

Decadal variability and predictability of Senegalo-mauritanian upwelling system 

Adama Sylla and juliette Mignot

Coastal countries in West Africa heavily rely on the ocean, which is a major source of food and employment. This is mainly due to the presence of coastal upwelling, upward motion of sea water bringing the nutrient-rich deeper waters into the illuminated surface layers in the coastal zone, where they become available for photosynthesis. The resulting phytoplankton production, the base of the food chain, render coastal upwelling the most productive of large marine ecosystems in the world’s oceans. Recently, decadal variability and predictability of coastal upwelling systems has received a lot of attention, since near-term changes of upwelling systems could have a strong impact of living marine resources and hence surrounding countries economy. On this aspect, recent progress has been made in generating near-term (“decadal”) predictions of physical using Earth system models (ESMs). Initialized forecasts have shown significant predictability from 1 to 10 years in advance for climate events showing substantial decadal variability.

Our objective here is two-fold: first we investigate the decadal variability of the Senegalo-mauritanian upwelling system (SMUS) in the reanalysis and historical simulations from eleven climate models using indices based on the SST and wind stress and also identify the processes controlling this variability. Second, we exploit the decadal prediction experiments of CMIP6 (DCPP-A), to investigate this upwelling predictability. Our results show that the SMUS is characterized by a strong decadal variability, in part linked to the Atlantic Multidecadal Variability Consequently, the DCPP- A experiment shows strong and generally significant correlation prediction scores at various lead times for the dynamical indices (Ekman transport and Ekman pumping). However, even though coastal SST are also significantly predictable, non-significant ACC scores are found for the thermal upwelling indices. The analysis concludes on trying to qualify and quantify the predictable components of the SMUS and possible applications.



How to cite: Sylla, A. and Mignot, J.: Decadal variability and predictability of Senegalo-mauritanian upwelling system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12692, https://doi.org/10.5194/egusphere-egu23-12692, 2023.

EGU23-14070 | ECS | Orals | OS1.6

Sensitivity of tropical Atlantic subsurface currents to different model parameter choices in ICON-O 

Swantje Bastin, Dian Putrasahan, and Johann Jungclaus

The tropical oceans are home to some of the strongest subsurface current systems of the world. Among these are the Equatorial Undercurrent (EUC) which flows eastward below the thermocline, and the Equatorial Intermediate Current System (EICS) consisting of latitudinally alternating zonal jets between 15S and 15N. Ocean and climate models consistently struggle in correctly representing these subsurface currents, but especially the EUC is quite important for tropical Atlantic climate, e.g. the evolution of the Atlantic cold tongue and the associated Atlantic Niño. We use the ocean component of the ICON model to test how the representation of the Atlantic subsurface current systems reacts to different model parameter choices. In general, the EUC is too weak in our ICON configuration. We can show that the EUC is stronger, i.e. better represented with the TKE vertical mixing scheme than with the KPP scheme. Using the TKE scheme, different parameters are tested and it can be shown that the EUC reacts sensitively to the value of the important tuning parameter c_k, being stronger when c_k is smaller. We also test the sensitivity of the EUC strength in the model to the formulation of the Prandtl number in the TKE mixing scheme, which also includes a changeable constant. Apart from changes in the vertical mixing scheme, we also look at the effect of the vertical resolution of the near-surface ocean. We compare a vertical level thickness of 2m in the upper 20m to 10m in the upper 20m, with the same level distribution below 20m depth for both configurations. We can show that for the thinner surface levels, the EUC is much weaker than for the thicker levels. Intriguingly, also the EICS react to the change in near-surface vertical resolution despite being located at much larger depths. The EICS is, like the EUC, generally too weak in ICON, but becomes stronger when the near-surface levels are thinner.

How to cite: Bastin, S., Putrasahan, D., and Jungclaus, J.: Sensitivity of tropical Atlantic subsurface currents to different model parameter choices in ICON-O, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14070, https://doi.org/10.5194/egusphere-egu23-14070, 2023.

EGU23-16159 | Posters virtual | OS1.6

Multidecadal Modulations of ENSO influence on Tropical Atlantic cyclogenesis 

Teresa Losada, Adama Badiane, Belén Rodríguez-Fonseca, Juan Jesús González-Alemán, Abdou Lahat Dieng, and Saidou Moustapha Sall

The impact of ENSO (El Niño Southern Oscillation) events on the development of tropical cyclones in the Eastern Tropical North Atlantic is highlighted, focusing on decadal variations of the interannual relationship at the Senegalese coast, which is the main cyclone development region (MDR). The enhancement of North Atlantic tropical cyclones by the Atlantic Niño and the Pacific El Niño Southern Oscillation (ENSO) is diagnosed. An approach based on  composites of anomalous positive or negative years in terms of cyclone activity is used. Based on 20yr-correlations between the number of cyclones that are born in the MDR and ENSO index, we have selected two different periods of study (period1 (P1): 1954-1973; and period2 (P2): 1986-2005). Results show an increase in the SST impact in cyclone generation from P1 to P2 and intensification of cyclones number over the Senegalese coasts. Likewise, the spatial distribution of the dynamic and thermodynamic parameters used in this composite study shows strong variations between the two periods. Our findings suggest that decadal changes in climatological conditions have a significant effect on the MDR. Additionally, the changes in the interannual signal appear to be related to the concomitant action of interannual SST anomalies over the whole tropical basins.  

How to cite: Losada, T., Badiane, A., Rodríguez-Fonseca, B., González-Alemán, J. J., Dieng, A. L., and Sall, S. M.: Multidecadal Modulations of ENSO influence on Tropical Atlantic cyclogenesis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16159, https://doi.org/10.5194/egusphere-egu23-16159, 2023.

EGU23-16606 | Orals | OS1.6

Influence of atmospheric dust on the equatorial Atlantic Variability 

Ignasi Vallès-Casanova, Ori Adam, and Marta Martín-Rey

Northern tropical and subtropical North Atlantic Ocean is exposed to large plumes of atmospheric dust mostly from Saharan dust outbreaks. The scattering and absorbing radiation in the dust air layer modifies the air column temperature. These temperature changes strongly impact the atmospheric wind forcing and deep atmospheric convection resulting in changes in the latitudinal position of the Intertropical Convergence Zone and the distribution of sea surface temperature anomalies (SSTA). In this study, we analyze the interaction between the interannual variability of Aerosol Optical Depth (AOD) in the North Tropical Atlantic (NTA) and SSTA in the equatorial Atlantic in the period 1996-2020. Observational results show that AOD-induced SSTA in the north tropical Atlantic may impact the equatorial Atlantic variability by different mechanisms such as an intensification of cross-equatorial winds and the excitation of oceanic waves. In particular, the AOD in NTA in boreal winter/spring seems to impact on the onset, intensity and spatial configuration of the Atlantic Zonal Mode, also known as Atlantic Niño. Our findings suggest that atmospheric dust can be a potential precursor for equatorial Atlantic Variability. 

How to cite: Vallès-Casanova, I., Adam, O., and Martín-Rey, M.: Influence of atmospheric dust on the equatorial Atlantic Variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16606, https://doi.org/10.5194/egusphere-egu23-16606, 2023.

EGU23-17113 | ECS | Posters on site | OS1.6

Impact of the location of tropical convection on climate variability 

Lucía Montoya-Carramolino, Teresa Losada, and Marta Martín-Rey

The Equatorial Mode, characterized by the anomalous warming of the sea surface temperature (SST) in the eastern equatorial Atlantic region, leads the interannual variability of the tropical Atlantic during the boreal summer causing impacts both in tropical and extratropical regions. However, this pattern and its teleconnections, are not stationary; and the origin of such changes continues to be subject of enquiry and debate.

With this premise, in the present work, we evaluate the possible influence of a displacement of the ITCZ (Intertropical Convergence Zone), mediated by a radiative perturbation, on the pattern of the Equatorial Mode and its connection with the Pacific. More particularly, we examine two perturbation experiments that reduce the incident shortwave radiation in two latitude bands: NEXT in the northern extratropics and STRO in the southern tropics. The analysis is carried out from a multi-model perspective, using the data of 8 CMIP5 coupled climate models from the Extratropical-Tropical Interaction Model Intercomparison Project (ETIN-MIP).

Our results suggest that the strengthening of the ITCZ over the Atlantic equatorial band, is capable of generating changes in the mean state of the equatorial Atlantic, as well as conditions of enhanced variability on the interannual scale. In addition, it is found that the westward shift of the SST warm anomalies in the Equatorial Mode and the existence of a more variable mean state in the equatorial Atlantic and Pacific, are key in the intensification of the Atlantic-Pacific connection.

How to cite: Montoya-Carramolino, L., Losada, T., and Martín-Rey, M.: Impact of the location of tropical convection on climate variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17113, https://doi.org/10.5194/egusphere-egu23-17113, 2023.

In the tropical Atlantic Ocean, extreme climate events with anomalous sea surface temperature, current, and precipitations are often referred to as the Atlantic Niño. It has many similarities with the EI Niño including the analogous mechanism that winds above the western equatorial ocean will excite oceanic waves to amply the temperature anomaly in the east. However, the Atlantic Niño presents more diversity in its intensity and occurrence time, especially in recent years, eg. 2019 and 2021, in which the classic theory becomes insufficient to explain. This study focuses on ocean responses to atmospheric forcing, manipulating the wind forcing in both equatorial and off-equatorial regions to excite linear ocean models for three types of events that occurred in 1999, 2019, and 2021 respectively. This study has found those extraordinary Atlantic Niños may owe to the wind in the off-equatorial region, where the winds can also excite oceanic waves that transfer energy to the western boundary and reflect back to the equatorial Atlantic. The interaction between the energy from the equatorial and the off-equatorial region makes the event less predictable. The participation of off-equatorial wave energy leads to the diversity of the Atlantic Niños. Hence, for the Atlantic Niño forecast,  more concerns about ocean dynamics to cover a wider latitude range should be required.

How to cite: Song, Q., Tang, Y., and Aiki, H.: Participation of off-equatorial wave energy for the Atlantic Niño events identified by wave energy flux in case studies, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17184, https://doi.org/10.5194/egusphere-egu23-17184, 2023.

The Arabian Sea, a productive oceanic region in the North Indian Ocean, is under the direct influence of monsoon winds that impact the surface ocean processes. High biological productivity occurs due to natural nutrient enrichment events via coastal and open ocean upwelling (summer monsoon) and convective mixing (winter monsoon). Ample studies from this basin addressed the diatom community from the surface ocean, yet the key contributing diatom frustules to sedimentary phytodetritus has been overlooked. These microscopic biosilcifiers play an important role in the biological carbon pump by exporting significant organic carbon from the surface waters to the deep sea due to their ballasted silica shell (frustule). Hence, this is imperative to document the diatom genera that are transported efficiently to the sediment. The present study analyzed diatom frustule abundance (valves g-1) and identified the major diatom genera in core top sediments (0.5cm) of 10 locations from the Central (21, 19, 15, 13, and 11 °N along 64 °E) and Eastern Arabian Sea (21, 17, 15, 13, and 11 °N at 200 m isobath).  This is the first of this kind and found a comparable frustule distribution from the surface sediments of both Central (av. 5.16±1.23×104 valves g-1) and Eastern Arabian Sea (av. 5.80±7.14×104 valves g-1). Size-based classification revealed that the contributions of medium-sized (30-60 µm) frustules from both the central (49 %) and eastern (51%) Arabian Sea were quite high. And the contribution of large-sized frustules (>60 µm) was higher in the central Arabian Sea (39%) compared to the eastern part (19%). A total of 40 diatom genera with 18 in common from both locations were detected from the sedimentary phytodetritus with Coscinodiscus and Thalassiosira being the dominating ones. In the north-central (21, 19, 15 °N) Arabian Sea, the prevalence of large-sized diatoms (Coscinodiscus) was attributed to open ocean upwelling as well as convective mixing during summer and winter monsoons, respectively. Such large species can easily escape grazing and sink rapidly due to higher ballasting. Further, the presence of the oxygen minimum zone at the intermediate depth in this region might reduce the remineralization and grazing pressure within the mesopelagic during their transport to the abyss. Whereas relatively smaller diatoms (Thalassiosira, Pseudo-nitzschia, Fragilaria, Nitzschia) were in high abundance towards the south-central (13, 11 °N) that area remains nutrient-poor. In the Eastern Arabian Sea, Thalassiosira was noticed in high abundance towards the southeast (15, 13, 11 °N), whereas the northeast (17, 21 °N) was dominated by Coscinodiscus and mostly due to the prevalence of coastal upwelling and convective mixing, respectively. Likely, these diatoms (Coscinodiscus, Thalassiosira, Pseudo-nitzschia, Fragilaria, Nitzschia) play a key role in transferring the organic matter from the surface to sediments and thus actively contribute to carbon capture, elemental cycling, and supplying food source for the benthic biota. This study highlights for the first time the biogeochemical significance of these diatoms from this highly productive oceanic province.

How to cite: Pandey, M. and Biswas, H.: An account of the key diatom frustules from the surface sediments of the Central and Eastern Arabian Sea and their biogeochemical significance., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-131, https://doi.org/10.5194/egusphere-egu23-131, 2023.

EGU23-264 | ECS | Orals | OS1.7

Seasonality and distribution of Persian Gulf Water and its impact on ventilation: a high resolution view from gliders 

Estel Font, Bastien Y. Queste, Sebastiaan Swart, and Gerd Bruss

The decline in ocean oxygen content is one of the most alarming consequences of anthropogenic-driven climate change. A key challenge is that global climate models do not currently reproduce observed changes in deoxygenation, showing high inter-model variability and uncertainty. This uncertainty is partially due to the models’ inability to resolve features smaller than their computational grid cells resulting in large biases in ventilation. The Persian Gulf Water outflow has been pointed out by several studies as one of the sources of ventilation in the Arabian Sea Oxygen Minimum Zone (OMZ). This oxygenated water mass flows eastward along the shelf edge of the northern Omani coast at 200m depth and is fragmented by the mesoscale eddy field and rough topography, generating small “peddies”. These peddies and their relatively high oxygen concentrations have potential to ventilate the OMZ, yet this has been poorly investigated due to a lack of adequate observations. We use multi-month glider campaigns off the coast of Oman with a SeaExplorer glider equipped with an ADCP to resolve the contribution of the Persian Gulf Water outflow to oxygen supply within the Arabian Sea OMZ. We characterize its properties, seasonality, and spatial distribution and estimate mixing rates from double diffusion, salt-fingering, and shear-driven mixing to understand water mass transformations and oxygen fluxes into the OMZ.

How to cite: Font, E., Y. Queste, B., Swart, S., and Bruss, G.: Seasonality and distribution of Persian Gulf Water and its impact on ventilation: a high resolution view from gliders, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-264, https://doi.org/10.5194/egusphere-egu23-264, 2023.

The biogeochemistry of the Arabian Sea, the northwestern part of the Indian Ocean, is directly impacted by monsoonal wind reversal and is an area of strong ocean-atmospheric interaction. During the summer monsoon, coastal as well as open ocean upwelling occurs in the western, southeastern, and central parts of the Arabian Sea. The highest primary productivity rates are documented in these areas compared to the global oceans. Phytoplankton-derived particulate organic matter (POM) [Particulate organic carbon (POC) and nitrogen (PN)] play a central role in supporting the food chain as well as carbon export flux to the deep sea. Hence understanding the dynamics of POM concentrations and its stable carbon (δ13CPOC) and nitrogen (δ15NPN) isotopic ratios are important in delineating its sources and recycling. However, such studies are scarce from the Indian Ocean region. Here we present the first study describing the POM dynamics during the summer monsoon from the central Arabian Sea, addressing the interannual variability. We studied the monsoonal changes in POM and its isotopic signatures in the central Arabian Sea (21–11°N; 64°E) during August 2017 and 2018. A strong, low-lying atmospheric jet (Findlater Jet) blows across the basin during the southwest (SW) monsoon. Positive wind stress curl resulted in “open ocean upwelling” to the north of the jet’s axis, characterized by substantially shallower Mixed Layers Depths (MLDs) and higher POM contents relative to the jet’s axis and its south. The highest wind speeds were observed in the center of the transect due to the presence of the jet’s axis. And the negative curl to the south of the jet’s axis resulted in downwelling and, consequently, the deepest MLDs. The molar ratio between POC and PN (6.2 ± 1.9 in 2017; 6.4 ± 0.9 in 2018) was close to the canonical Redfield ratio (6.63). The δ13CPOC values (−26.3 ± 1.4‰ in 2017; 25.5 ± 1.4‰ in 2018) exhibited typical marine signature and a noticeable inter-annual difference. Relatively higher δ15NPN values in the north (7.68 ± 2.6‰ in 2017; 9.24 ± 3‰ in 2018) indicated the uptake of regenerated dissolved inorganic nitrogen from the oxygen minimum zone (OMZ). The lower δ15NPN values along the jet’s axis and to its south were attributed to the eastward advection of upwelled waters from the western Arabian Sea. Higher wind speeds and jet-induced wind stress curl in 2018 resulted in lower sea surface temperatures (SST) and higher nutrient concentrations. Despite the higher nutrient availability in 2018, POC contents did not exceed the values in 2017. However, considering the total nitrogen consumption (according to C:N: P = 106:16:1), the potential POC development in 2018 could be double the value in 2017. The interannual differences in SW monsoon onset and wind speeds seemed to directly control the nutrient supply, affecting plankton community structure and POM variability. Thus, any future changes in the physical forcing may directly influence the POC pool and consequent export flux to the mesopelagic.

How to cite: Silori, S., Biswas, H., and Cardinal, D.: Interannual variability in particulate organic matter associated with physical forcing in the central Arabian Sea assessed from (stable) carbon and nitrogen isotopes., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-358, https://doi.org/10.5194/egusphere-egu23-358, 2023.

EGU23-1671 | Orals | OS1.7 | Highlight

New perspective on the overturning dynamics in the Indian Ocean 

Lei Han

The Indian Ocean Meridional Overturning Circulation (IMOC) is well known for its remarkable seasonal variation, which was attributed to Ekman flow plus its barotropic compensation (Lee and Marotzke, 1998). However, by tracking the isopycnal displacement, I defined a  sloshing MOC streamfunction, which was found highly resembling the Eulerian MOC streamfunction (see the attached figure). It was thus concluded that the IMOC is predominantly a sloshing mode, associated with the isopycnal displacement. Recognizing that these isopycnal signals were dominated by the first-baroclinic long Rossby waves, I found the IMOC strength was determined by the zonally-integrated Ekman pumping anomaly. As a result, the deep inflow into the Indian Ocean also had seasonal variation that could be attributed to this sloshing mode of overturning circulation. This could be partly verified by the cross-basin transect survey across 32oS that were fully occupied three times in history. The diffusivity dichotomy problem can be also explained by this new perspective. The importance of the Indian Ocean overturning in the global conveyor-belt was therefore challenged. This result has been published in Han (2021, JPO).

How to cite: Han, L.: New perspective on the overturning dynamics in the Indian Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1671, https://doi.org/10.5194/egusphere-egu23-1671, 2023.

EGU23-2164 * | Posters virtual | OS1.7 | Highlight

Mid-Holocene Monsoon Weakening: A major cause for societal change in the Indian subcontinent 

Hema Achyuthan and Nagasundaram Mohan

A sediment core retrieved from a water depth of 250 m near the Andamans Forearc Basin (AFB), the Landfall Island, North Andaman, reflects a record of sediment provenance and monsoonal shift since the mid to late Holocene. The core represents radiocarbon ages ranging from 6,078 to 1,658 yrs BP (from~ 6,500 yrs BP to the present). The core is dominantly clayey silt with incursions of coarser components that occur around 6,000, 5,400, and 3,400 yrs BP. Grain size variation indicates a cyclic variation of wetter and drier conditions matching changes in the intensity of the Indian Summer Monsoon (ISM), which was at its greatest intensity around 6,400, 5,300, and 3,300-3,000 yrs BP. Geochemical parameters including higher CaCO3 content, εNd, and 18O in Globigerinoides ruber are consistent with the long-term trend from cooler, wetter conditions to warmer, drier conditions at present. Chemical weathering intensity, which lags behind climate changes on land, shows a pulse of highly weathered sediment deposited at about 4,000 BP. Clay minerals represented by smectite, illite, kaolinite, and chlorite in varying amounts indicate high kaolinite content and K/C ratio specify intense Southwest Monsoon (SWM) and stronger bedrock weathering in the hinterland (~6,500–5,400 years BP). Incidence of smectite (48.82 to 25.09 %) and chlorite/illite (C/I) ratio (0.56 to 0.28) indicate an overall weakened southwest monsoon since 6,000 to 2,000 years BP with a brief incursion of extremely reduced SWM around 4,400 to 4,200 years BP. This is corroborated by the oxygen isotope on G. ruber that indicates a significant shift in the isotopic values ~4,300 years BP (−3.39‰), indicating a weak SWM. Fluctuations in the intensity of SWM are also observed for 2,000 years to the present. Sandy sediment was supplied from the Andaman Islands, Irrawaddy, and the Salween sea. Since the Mid Holocene period, longer periods of aridification and shorter periods of wetter conditions increased in the region after approximately 4,300 yrs BP. A correlation of monsoonal events using the Godhavari marine sediment core (Ponton et al.,2012)  and our data is noted that Bronze Age Harappan urbanism flourished since 4,500 yrs BP along the river banks in the western region of the present semi-arid Desert and the Deccan owing to intensified rain-fed agriculture. Since approximately 3,900 yrs ago, the total settled area and many settlement sizes declined, abandoned, and a significant shift in site numbers and density towards the southeast and west is recorded. During the Iron Age, after ca. 3,200 yrs BP, adaptation to semi-arid conditions in western Rajasthan, central and south India appears to have been well established with a significant number of sites in areas receiving <500 mm of rainfall. Weak monsoon precipitation led to conditions adverse to both inundation and rain-based farming and encouraged pastoralism. Monsoonal-fed rivers were active during the short-wet periods and gradually dried or became seasonal, affecting habitability along their courses. 

How to cite: Achyuthan, H. and Mohan, N.: Mid-Holocene Monsoon Weakening: A major cause for societal change in the Indian subcontinent, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2164, https://doi.org/10.5194/egusphere-egu23-2164, 2023.

EGU23-2165 | ECS | Posters on site | OS1.7

Main drivers of Indian Ocean dipole asymmetry revealed by a simple IOD model 

Hyo-Jin Park, Soon-Il An, Soong-Ki Kim, Wenju Cai, Agus Santoso, Daehyun Kim, and Jong-Seong Kug

Indian Ocean Dipole phenomenon (IOD) refers to a dominant zonal contrast pattern of sea surface temperature anomaly (SSTA) over tropical Indian Ocean (TIO) on interannual time scales. Its positive phase, characterized by anomalously warm western TIO and anomalously cold southeastern TIO, is usually stronger than its negative phase, namely a positively skewed IOD. Here, we investigate causes for the IOD asymmetry using a prototype IOD model, of which physical processes include both linear and nonlinear feedback processes, El Nino’s asymmetric impact, and a state-dependent noise. Parameters for the model were empirically obtained using various reanalysis SST data sets. The results reveal that the leading cause of IOD asymmetry without accounting seasonality is a local nonlinear process, and secondly the state-dependent noise, the direct effect by the positively skewed ENSO and its nonlinear teleconnection; the latter two have almost equal contribution. However, the contributions by each process are season dependent. For boreal summer, both local nonlinear feedback process and the state-dependent noise are major drivers of IOD asymmetry with negligible contribution from ENSO. The ENSO impacts become important in boreal fall, along with the other two processes.

 

This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) (NRF-2018R1A5A1024958)

How to cite: Park, H.-J., An, S.-I., Kim, S.-K., Cai, W., Santoso, A., Kim, D., and Kug, J.-S.: Main drivers of Indian Ocean dipole asymmetry revealed by a simple IOD model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2165, https://doi.org/10.5194/egusphere-egu23-2165, 2023.

The middepth zonal velocity resembles a system of eastward/westward jets with a considerably smaller width than the larger-scale ocean surface circulation. Such a phenomenon always occurs in a turbulent ocean that presents eddy or eddy–mean flow interactions. In this study, the upper-ocean absolute geostrophic currents in the southern Indian Ocean are constructed using Argo temperature and salinity data from the middepth (1000 m) zonal velocity derived from the Argo float trajectory. The results reveal alternating quasi-zonal striation-like structures of middepth zonal velocity in the equatorial and southern tropical Indian Ocean, with a meridional scale of 300 km. The triad of baroclinic Rossby wave instability plays a significant role in near-equatorial striations. In the south, the  unstable vertical structure leads to strong baroclinic instability, which increases the eddy kinetic energy in the middepth layer, thus contributing to a turbulent PV gradient. The convergence/divergence of the eddy PV flux generates the quasi-zonal striations. The meridional scale of the striations is controlled by the most unstable wavelength of baroclinic instability, which explains the observations.

How to cite: Xia, Y. and Du, Y.: Middepth Zonal Velocity in the Southern Tropical Indian Ocean: Striation-Like Structures and Their Dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2472, https://doi.org/10.5194/egusphere-egu23-2472, 2023.

This study analyzed the downwelling Rossby waves in the south Indian Ocean induced spring asymmetric mode and the relationship with the Indian Ocean Dipole (IOD) event based on observations and reanalysis data sets. The westward downwelling Rossby waves favor significant sea surface temperature (SST) warming in the Seychelles thermocline dome that triggers atmosphere response and the asymmetric mode in spring. The zonal sea level pressure gradient causes anomalous easterly winds in the central and eastern equatorial IO, cooling the SST off Sumatra-Java. Meanwhile, the remainder of the downwelling Rossby waves reach the west coast, transform to northward coastal-trapped waves, and then reflect as eastward downwelling Kelvin waves along the equator. The downwelling Kelvin waves reach the Sumatra-Java coast during late spring to early summer, favoring SST warming in the southeastern tropical Indian Ocean. Thus, there are two types of ocean-atmosphere response almost at the same time along the equator. The final SST status depends on which process is stronger, and as a consequence, triggers a negative or a positive phase of the IOD event in the fall season. The results show four positive and three negative IOD events related to the above processes from 1960 to 2019. The strong downwelling Rossby waves are easier to induce intense asymmetric mode and negative IOD event, usually associated with preceding strong El Niño in the Pacific. In contrast, the weak downwelling Rossby waves tend to induce weak asymmetric mode and positive IOD event, usually associated with preceding weak El Niño or anomalous anti-cyclonic atmospheric circulation in the southeastern IO.

How to cite: Zhang, Y. and Du, Y.: Oceanic Rossby waves induced two types of ocean-atmosphere response and opposite Indian Ocean Dipole phases, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2528, https://doi.org/10.5194/egusphere-egu23-2528, 2023.

EGU23-2532 | Posters on site | OS1.7

Effect of mesoscale eddies on the transport of low-salinity water from the Bay of Bengal into the Arabian Sea during winter 

Jiechao Zhu, Yuhong Zhang, Xuhua Cheng, Xiangpeng Wang, Qiwei Sun, and Yan Du

Abstract: The distribution of sea surface salinity (SSS) in the Arabian Sea (AS) and Bay of Bengal (BoB) is in contrast due to differences in air-sea freshwater fluxes and river runoff inputs.The monsoon-induced inter-basin water exchange plays an important role in regional salinity balance and atmosphere-ocean feedback in the North Indian Ocean. The satellite SSS dataset reveals that significant intraseasonal variability of SSS occurs in the region south of the Indian Peninsula with the strongest amplitude in winter. A case study in autumn-winter of 2016 showed that the Northeast Monsoon Current (NMC) and mesoscale eddies play a dominant role in the intraseasonal variability of the SSS in the region south of the Indian peninsula. In November, the East India Coastal Current (EICC) transports the low-salinity water southward to the region east of Sri Lanka. Meanwhile, a cyclonic eddy develops and propagates westward south of the NMC. Both NMC and the cyclonic eddy advects the low-salinity water westward to the region south of the Indian Peninsula. Then, an anticyclonic eddy generates in the north of the NMC. Thus, an eddy pair forms for more than one and a half months, which develops and propagates westward, transporting low-salinity water westward. The perturbation of mesoscale eddies and SSS gradient leads to the significant intraseasonal variability of SSS there.

Key words: Sea Surface Salinity; intraseasonal variability; mesoscale eddies; North Indian Ocean;

How to cite: Zhu, J., Zhang, Y., Cheng, X., Wang, X., Sun, Q., and Du, Y.: Effect of mesoscale eddies on the transport of low-salinity water from the Bay of Bengal into the Arabian Sea during winter, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2532, https://doi.org/10.5194/egusphere-egu23-2532, 2023.

EGU23-3426 | ECS | Posters on site | OS1.7

Eddy activity and its role in barrier layer thickness variability in the southeast Indian Ocean 

Marina Azaneu, Adrian Matthews, Karen Heywood, and Rob Hall

Ocean stratification can modulate the upper ocean response and its feedback to atmospheric forcing. Surface freshwater input by advection and precipitation, for example, can change the upper ocean stratification and produce barrier layers. The existence of a barrier layers can affect SST in several ways, for example by reducing entrainment of cooler water at the base of the mixed layer, and consequently may impact air--sea interactions. In the southeastern Indian Ocean, eddies are abundant and can act on transporting warm and fresh waters westward, thus possibly contributing to the formation of barrier layers. Here we initially evaluate the importance of eddy activity in contributing to barrier layer formation and intraseasonal variability in the southern Indian Ocean. Using 15 years (2005-2019) of ocean reanalysis daily data, we estimate how much of the spatial and time variability of barrier layer thickness is related to eddy activity, which is determined by calculating eddy kinectic energy. With the establishment of a relationship between eddy activity and barrier layer thickness, we then proceed to estimate the relationship between barrier layer thickness and local SST anomalies. This way, we seek to infer the significance of eddy activity in affecting SST through barrier layer formation, and thus its potential impact in air--sea interactions and coupled weather systems such as the MJO.

How to cite: Azaneu, M., Matthews, A., Heywood, K., and Hall, R.: Eddy activity and its role in barrier layer thickness variability in the southeast Indian Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3426, https://doi.org/10.5194/egusphere-egu23-3426, 2023.

EGU23-3967 | ECS | Orals | OS1.7 | Highlight

Ecosystem impacts due to thermocline depression by the 2019 extreme Indian Ocean Dipole event 

Edward Robinson, Philip Hosegood, Vasiliy Vlasenko, Nataliya Stashchuk, Clara Diaz, Nicola Foster, Joanna Harris, Clare Embling, and Kerry Howell

Tropical atoll habitats are often key conservation targets due to being inhabited by several vulnerable species such as reef manta rays and tropical coral species. These atolls are subject to both basin scale forcing through the Indian Ocean Dipole (IOD), monsoonal variation, and local processes. The steep slopes surrounding these atolls support highly dynamic, energetic nearshore ecosystems which vary over sub-kilometre spatial scales that are poorly resolved in general circulation models. Improving our understanding of how physical oceanographic processes control these local ecosystems, through both in-situ observations, and fine scale models, is critical for enabling informed policy decisions and efficient use of conservation resources. Here we summarise the impact of the local fine scale processes, which are heavily modulated by the monsoon and Indian Ocean Dipole (IOD), on a tropical atoll ecosystem in the central Indian Ocean (IO).

The IOD is experiencing increasingly extreme fluctuations with direct impacts on the depth of the thermocline throughout the western IO. In our observations from 2019, the IOD deepened the thermocline to an unprecedented depth of 100 m, subjecting mesophotic corals to temperatures typical of surface waters and causing significant bleaching. High resolution numerical modelling shows that internal waves, rather than alleviating bleaching, further exacerbate the heating effects preferentially advecting high temperature surface water to increased depths. The wave influence is, however, highly localised, necessitating designated studies at individual sites to understand the spatial heterogeneity in internal wave impacts.

At smaller sub-atoll scales, the IOD also influences the feeding behaviour of reef manta rays, which are more frequently detected in the presence of tidally forced surface-to-bottom temperature gradients. The site of most manta ray detections in the study area is a lipped gully, situated at 60-70 m depth, and colloquially named 'Manta Alley'. During deeper thermoclines, the cooling events within Manta Alley, with which increased reef manta presence is associated, are precluded from occurring due to the deep thermocline, impacting feeding behaviour.

Our results highlight the inherent dynamical complexity in these environments, with the impacts of basin scale processes cascading down to local scales. Improving our understanding of how these dynamics cross-interact with each other, as well as the local ecosystem, enhances the value of biological observations, presenting the opportunity for better informed and more effective conservation strategy.

How to cite: Robinson, E., Hosegood, P., Vlasenko, V., Stashchuk, N., Diaz, C., Foster, N., Harris, J., Embling, C., and Howell, K.: Ecosystem impacts due to thermocline depression by the 2019 extreme Indian Ocean Dipole event, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3967, https://doi.org/10.5194/egusphere-egu23-3967, 2023.

Using mooring observations and reanalysis, we show that anomalously strong westward Equatorial Undercurrent (wEUC) developed in June–July in 2016 and 1998 in the Indian Ocean, which coincided with extreme Indian Ocean Dipole (IOD) and El Niño events. Simulations show that equatorial Kelvin and Rossby waves were excited by winds associated with El Niño and positive IOD events during 2015 and 1997, and their negative phases during 2016 and 1998. The constructive relationship between the delayed-time contributions of eastern-boundary-reflected-waves that excited by the easterlies in 2015 and 1997 and the direct contributions of wind-forced-waves that excited by the westerlies in 2016 and 1998 resulted in the intensified wEUC. Slow intermediate-order baroclinic-modes, rather than fast low-order baroclinic-modes, dominated the strong wEUC. The eastern-boundary-reflected-waves dominated in 1997–1998 and directly wind-forced-waves dominated in 2015–2016. Our results emphasize the importance of constructive interactions of the directly-wind-forced and boundary-reflected waves in driving the interannual variability of Indian Ocean wEUC.

How to cite: Huang, K.: Successive Co-occurring IOD and ENSO Unprecedentedly Intensify Indian Ocean Westward Equatorial Undercurrent During the Summers of 1998 and 2016, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5143, https://doi.org/10.5194/egusphere-egu23-5143, 2023.

EGU23-6736 | ECS | Posters on site | OS1.7

How well do CMIP6 models simulate salinity barrier layers in the North Indian Ocean? 

Shanshan Pang, Xidong Wang, and Jérôme Vialard

Previous studies have hypothesized that climatologically thick salinity-stratified Barrier Layers (BL) in the North Indian Ocean (NIO) could influence the upper ocean heat budget, sea surface temperature (SST) and monsoon. Here, we investigate the performance of state-of-the-art climate models from the Coupled Model Intercomparison Project phase 6 (CMIP6) in simulating the barrier layer thickness (BLT) in the NIO. CMIP6 models generally reproduce the main features of the BLT seasonal cycle and spatial distribution, but with a shallow November-February (NDJF) BLT bias in regions with thick observed BLT (eastern equatorial Indian Ocean [EEIO], Bay of Bengal [BoB] and southeastern Arabian Sea [SEAS]). CMIP6 models display an easterly equatorial zonal surface wind bias linked to dry rainfall and cold SST biases in the southern BoB, through the Bjerknes feedback loop. The easterly equatorial bias is also responsible for the shallow isothermal layer depth (ILD) and BLT bias in the EEIO. The underestimated rainfall over the BoB leads to higher sea surface salinity (SSS) and too deep mixed layer depth (MLD), resulting in the BoB BLT bias. The intensity of the easterly equatorial bias also contributes to the inter-model spread in BoB BLT bias, through the propagation of EEIO ILD signals into the coastal waveguide. Finally, the SEAS BLT bias is due to a too deep MLD, which is predominantly controlled by the high SSS related to attenuated monsoonal currents around India and a reduced inflow of BoB low-salinity water. The BL effect on the mixed layer entrainment cooling does not seem to operate in CMIP6 simulations. Rather, deep salinity-related MLD biases in the BoB result in a diminished cooling rate in response to winter negative surface heat fluxes, and hence alleviate cold BoB SST biases. This suggests that salinity effects alleviate the biases that develop through the positive Bejrknes feedback loop between BoB SST, BoB rainfall and equatorial wind stresses in CMIP6.

How to cite: Pang, S., Wang, X., and Vialard, J.: How well do CMIP6 models simulate salinity barrier layers in the North Indian Ocean?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6736, https://doi.org/10.5194/egusphere-egu23-6736, 2023.

EGU23-6781 | ECS | Posters on site | OS1.7

On the influence of the Bay of Bengal’s sea surface temperature gradients on rainfall of the South Asian monsoon 

Peter Sheehan, Adrian Matthews, Benjamin Webber, Alejandra Sanchez-Franks, Nicholas Klingaman, and Pn Vinayachandran

The southwest monsoon delivers over 70% of India’s annual rainfall and is crucial to the success of agriculture across much of South Asia. Monsoon precipitation is known to be sensitive to sea surface temperature (SST) in the Bay of Bengal (BoB). Here, we use a configuration of the Unified Model of the UK Met Office coupled to an ocean mixed layer model to investigate the role of upper-ocean features in the BoB on southwest monsoon precipitation. We focus on the pronounced zonal and meridional SST gradients characteristic of the BoB; the zonal gradient in particular has an as-yet unknown effect on monsoon rainfall. We find that the zonal SST gradient is responsible for a local decrease in rainfall over the southern BoB of approximately 5 mm day−1, and an increase in rainfall over Bangladesh and northern India of approximately 1 mm day−1. This increase is remotely forced by a strengthening of the monsoon Hadley circulation. The meridional SST gradient acts to decrease precipitation over the BoB itself, similarly to the zonal SST gradient, but does not have comparable effects over land. The impacts of barrier layers and high-salinity sub-surface water are also investigated, but neither has significant effects on monsoon precipitation in this model; the influence of barrier layers on precipitation is felt in the months after the southwest monsoon. Models should accurately represent oceanic processes that directly influence BoB SST, such as the BoB cold pool, in order to faithfully represent monsoon rainfall.

How to cite: Sheehan, P., Matthews, A., Webber, B., Sanchez-Franks, A., Klingaman, N., and Vinayachandran, P.: On the influence of the Bay of Bengal’s sea surface temperature gradients on rainfall of the South Asian monsoon, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6781, https://doi.org/10.5194/egusphere-egu23-6781, 2023.

EGU23-6879 | ECS | Orals | OS1.7

Suitability of ocean reanalyses for monitoring of oceanic exchanges through the Indonesian Throughflow 

Magdalena Fritz, Leopold Haimberger, and Michael Mayer

The Indonesian Seas are characterized by numerous narrow channels connecting basins and seas of varying sizes and depths that serve as a transition between the Pacific and the Indian Ocean, known as the Indonesian Throughflow (ITF). The interaction between the ITF and important climate anomalies such as the El Niño Southern Oscillation (ENSO), the Indian Ocean Dipole (IOD), or the Australian-Indonesian monsoon indicates the high relevance for monitoring the ITF region. In situ observations of ITF transports are highly valuable but are temporally and spatially limited. Hence, near real-time monitoring is only possible with reanalyses, yet their quality needs to be evaluated. Here we present an assessment of oceanic transports in the ITF diagnosed from the Copernicus Marine Service (CMEMS) Global Reanalysis Ensemble Product (GREP) and the higher-resolution product GLORYS12V1. Validation data comes from several moorings in Makassar strait, Lombok strait, Ombai strait, and Timor passage, obtained as part of the well-known INSTANT (2004-2006) and MITF (2006-2011 and 2013-2017 in Makassar) campaigns. The campaigns provide a total of 11.5 years of in situ observations in Makassar, therefore allowing the assessment of the mean seasonal cycle of ITF transport and a thorough investigation of the shorter sampled outflow passages. The results showcase that reanalysis-based volume transports agree reasonably well with in situ observations, however, some aspects, such as asymmetries in the flow through each strait, are more accurately represented by GLORYS12V1. Also, in terms of mean integrated transports, the increased horizontal resolution of GLORYS12V1 leads to a better performance in the narrower straits of Lombok and Ombai. Furthermore, we draw attention to an apparent one-month lag between reanalyses and observations in Makassar strait transports, which we assess by studying the influence of the monsoon-driven (vertically varying) pressure gradient on the ITF.

How to cite: Fritz, M., Haimberger, L., and Mayer, M.: Suitability of ocean reanalyses for monitoring of oceanic exchanges through the Indonesian Throughflow, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6879, https://doi.org/10.5194/egusphere-egu23-6879, 2023.

EGU23-7577 | ECS | Orals | OS1.7

Nutrient fluxes in the greater Agulhas Current region: signals of local and remote Indian Ocean nitrogen cycling 

Tanya Marshall, Daniel Sigman, Lisa Beal, Alan Foreman, Alfredo Martínez-García, Stéphane Blain, Ethan Campbell, François Fripiat, Robyn Granger, Eesaa Harris, Gerald Haug, Dario Marconi, Sergey Oleynik, Patrick Rafter, Raymond Roman, Kolisa Sinyanya, Sandi Smart, and Sarah Fawcett

The Agulhas Current in the southwest Indian Ocean is the strongest western boundary current on Earth. The major role of the Agulhas Current in driving significant heat and salt fluxes is well known, yet its biogeochemical fluxes remain largely uncharacterised. Here, we use nitrate isotopes (δ15N, δ18O, and Δ(15-18) = δ15N-δ18O) to evaluate nutrient supply mechanisms that ultimately support new production in the southwest Indian Ocean. Across the greater Agulhas region, thermocline nitrate-δ15N is lower (4.9-5.8‰) than the underlying Subantarctic Mode Water source (δ15N of 6.9‰) and the upstream source regions (where nitrate-δ15N ranges from 6.4-7.0‰), which we attribute to local N2 fixation. Using a one-box model to simulate the newly-fixed nitrate flux, we estimate a local N2 fixation rate of 7-25 Tg N.a-1, amounting to ~30-95% of the whole Indian Ocean nitrogen gain estimated by models. Thermocline and mixed-layer nitrate Δ(15-18) is also low, due to both N2 fixation and coupled partial nitrate assimilation and nitrification. This local nitrogen cycling imprints an isotopic signal on Indian Ocean nitrate that persists in Agulhas rings that “leak” into the South Atlantic and are subsequently transported northwards. If this signal is retained in calcifying organisms (e.g., foraminifera) deposited on the seafloor, it could be used to trace past Agulhas leakage, yielding quantitative insights into the strength of the Atlantic Meridional Overturning Circulation over time. In addition to local N2 fixation, the nitrate isotopes reveal three physical mechanisms of subsurface nitrate supply: i) inshore upwelling driven by the current and winds, ii) entrainment at the edges of a mesoscale eddy, and iii) density-driven overturning at the current edge induced by strong horizontal velocity and density shears. All these nitrate supply mechanisms are evident as incidences of relatively high-Δ(15-18) nitrate in the thermocline and surface yet the intensity and subsurface expression of some of them is not apparent in the physical data, highlighting the utility of the nitrate isotopes for exploring physical ocean processes. The high mesoscale variability that likely drives subsurface nitrate supply to Agulhas Current surface waters is common to all western boundary currents, implying that vertical nitrate entrainment is quantitatively significant in all such systems. We posit that along with N2 fixation, physical mechanisms of upward nitrate supply enhance ocean fertility and possibly carbon export in the South Indian Ocean. Higher rates of warming, and thus thermal stratification, are expected to decrease Indian Ocean productivity more rapidly in the future than that of other ocean basins. However, a coincident increase in eddy kinetic energy across boundary currents may enhance the upward nutrient supply, partially offsetting the stratification-driven decline in productivity.

How to cite: Marshall, T., Sigman, D., Beal, L., Foreman, A., Martínez-García, A., Blain, S., Campbell, E., Fripiat, F., Granger, R., Harris, E., Haug, G., Marconi, D., Oleynik, S., Rafter, P., Roman, R., Sinyanya, K., Smart, S., and Fawcett, S.: Nutrient fluxes in the greater Agulhas Current region: signals of local and remote Indian Ocean nitrogen cycling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7577, https://doi.org/10.5194/egusphere-egu23-7577, 2023.

EGU23-8672 | Posters on site | OS1.7

Exploring the Climate-change induced dissolved inorganic carbon trends in the Indonesian Seas and their link to a changing Indonesian Throughflow using a regional downscaling of future climates 

Anna Katavouta, Jeff Polton, Jennifer Jardine, Dale Partridge, Svetlana Jevrejeva, and Jason Holt

The Indonesian Seas act as a main pathway of water transport from the Pacific to the Indian Ocean, known as the Indonesian Throughflow (ITF). Climate-induced changes in the regional water properties within the Indonesian Seas could have extensive impacts on the large-scale ocean budgets, as the ITF will carry these signals from the Indonesian Seas across the Indian Ocean’s upper thermocline. Here, we investigate the impacts of climate change on the Indonesian Seas’ dissolved inorganic carbon (DIC) budget using a regional ocean physics/biogeochemistry model for South East Asia that downscales climate projections from an Earth System Model under the RCP 8.5 scenario. The regional model has a horizontal resolution of about 9 km, uses a hybrid depth-terrain following vertical coordinate system and explicitly includes tides so as to better resolve the shelf-seas processes. A transport-based framework is used to explore the role of climate-induced changes of the ITF on the carbon storage within the Indonesian Seas. Specifically, the DIC trends are separated into: (i) an “added contribution” associated with the uptake of additional carbon from the atmosphere due to carbon emissions, and (ii) a “dynamic redistribution” of the pre-existing ocean DIC associated with changes in the circulation due to climate change. Our analysis reveals that in the next decades, although carbon emissions will lead to an ocean carbon uptake and an increase in the DIC within the Indonesian Seas, a plausible climate-induced weakening in the ITF can lead to either an increase or a decrease in the DIC at different depths associated with different water masses. Hence, the effects of global carbon emissions on the carbon budget within the Indonesian Seas, and particularly whether local waters will experience a lower or higher increase in DIC than the rest of the ocean, are controlled by the dynamical redistribution associated with the response of the ITF to climate change.   

How to cite: Katavouta, A., Polton, J., Jardine, J., Partridge, D., Jevrejeva, S., and Holt, J.: Exploring the Climate-change induced dissolved inorganic carbon trends in the Indonesian Seas and their link to a changing Indonesian Throughflow using a regional downscaling of future climates, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8672, https://doi.org/10.5194/egusphere-egu23-8672, 2023.

EGU23-9682 | ECS | Posters on site | OS1.7

Relative contribution of eddies ant atmospheric forcing to the Bay of Bengal non-seasonal Sea Surface Salinity Variability 

Marie Montero, Clément de Boyer Montégut, Jérôme Vialard, William Llovel, Thierry Penduff, Jean-Marc Molines, Stephanie Leroux, Nicolas Reul, and Jean Tournadre

The Bay of Bengal (BoB) Sea Surface Salinity (SSS) is highly contrasted and variable, in response to the large monsoonal wind and freshwater forcing. In addition to this strong seasonal cycle, previous studies have underlined strong SSS non-seasonal variations associated with the Indian Ocean Dipole (IOD) and mesoscale eddies. In this study, we quantify the relative contributions of externally forced (wind, freshwater) and internally generated (mesoscale eddies) SSS non-seasonal variability in the BoB. To that end, we use Ocean General Circulation Model 10-member ensemble experiments from the IMHOTEP (IMpacts of freshwater discHarge interannual variability on Ocean heaT-salt contents and rEgional sea-level change over the altimetry Period) project.
The model reproduces the large forced interannual SSS signals in the Northernmost part of the BoB and along the east coast of India, associated with the East Indian Coastal Current (EICC) modulation by the IOD. The internal SSS variability is largest in boreal fall in the North-Western BoB and more tightly controlled by the climatological SSS gradient distribution than by that of eddy kinetic energy. The external atmospheric forcing dominates the total variability in the regions of strongest variability, near the Ganges mouth and along the east coast of India in boreal fall and winter. Internal variability, however, contributes to 50-70% of the variability further offshore in boreal fall and winter. This confirms the strong role of eddies in controlling the freshwater extension up to ~700 km away from the coast, through stirring of the intense gradient between the coastal fresh and offshore saltier water. We finally discuss the consequences of these findings for comparing model and observations, in view of the chaotic nature of internal eddy variability.

How to cite: Montero, M., de Boyer Montégut, C., Vialard, J., Llovel, W., Penduff, T., Molines, J.-M., Leroux, S., Reul, N., and Tournadre, J.: Relative contribution of eddies ant atmospheric forcing to the Bay of Bengal non-seasonal Sea Surface Salinity Variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9682, https://doi.org/10.5194/egusphere-egu23-9682, 2023.

EGU23-11289 | ECS | Posters on site | OS1.7 | Highlight

Characteristics and Drivers of Marine Heatwaves in the Western Equatorial Indian Ocean 

Ruisi Qi, Ying Zhang, Yan Du, and Ming Feng

The spatio-temporal characteristics of the interannual variability and long-term trend of the marine heatwaves (MHWs) and related dynamic mechanisms in the western equatorial Indian Ocean (WEIO) are investigated using satellite observations. A prominent MHW hot spot is found in a region of the WEIO (48°E-54°E, 2°S-2°N), with a mean MHWs' intensity, duration, and frequency of 1.54°C, 13.33 days, and 1.97 times, respectively. MHWs in the hot spot region have significant interannual variability after removing the long-term trend, associated with Indo-Pacific major climate modes. In 1982/1983, 1983/1984, 1987/1988, 1997/1998, 2006/2007, 2009/2010, 2011/2012, 2012/2013, 2014/2015, 2015/2016, and 2019/2020, the MHWs occurred with longer duration, higher frequency, and more total days. These years correspond to a positive Indian Ocean Dipole, or an El Niño event, or both. The occurrence of MHWs accompanied by anomalous positive sea surface height suggests that oceanic planetary wave processes modulate MHWs in the WEIO. Westward-propagating downwelling equatorial Rossby waves triggered by anomalous equatorial easterly winds drive the convergence of warm upper-ocean water and weaken the upwelling of cool subsurface water, which favor anomalously warm sea surface temperature (SST) and the occurrence of MHWs. In addition, the westward-propagating off-equatorial downwelling Rossby waves in the southern tropical Indian Ocean also affect MHWs in the WEIO through the propagation and reflection of waves. The annual MHW frequency, duration, and total days in the hot spot region increase up to 1.56 times, 4.95 days, and 31.72 days per decade, respectively, related to the significant increase in mean SST under global warming.

How to cite: Qi, R., Zhang, Y., Du, Y., and Feng, M.: Characteristics and Drivers of Marine Heatwaves in the Western Equatorial Indian Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11289, https://doi.org/10.5194/egusphere-egu23-11289, 2023.

EGU23-11965 | ECS | Posters on site | OS1.7

118-year hydroclimate reconstruction from Christmas Island (Indian Ocean); an extended record of variability in the Indonesian Throughflow 

Jessica A. Hargreaves, Nerilie Abram, and Jennie Mallela

Future climate trends indicate that changes in temperature and precipitation are likely to influence global supply chains, agricultural productivity, water security, health and well-being; particularly in densely populated nations across the southeast Indian Ocean region. The Indonesian Throughflow is an ocean current that transports low-latitude, warm and relatively fresh water from the western Pacific into the eastern Indian Ocean. It is thought that variability and changes in the Indonesian Throughflow have significant impacts on the climate and oceanography of the Indo-Pacific region. The short coverage of observational records makes assessments of hydrological changes across the region challenging on longer timescales, with changes before the 1970s being particularly unreliable. An extended record of Indonesian Throughflow variability needs to be established to contextualise changes and improve model projections of future variability.

Christmas Island, located in the southeast Indian Ocean (not to be confused with the Pacific Ocean Kiritimati Island), is located along an outflow of the Indonesian Throughflow. This Island is an ideal location to develop new palaeo-reconstructions of sea surface temperature and hydroclimate, extending our understanding of Indonesian Throughflow variability. Here we present a newly developed coral palaeoclimate reconstruction for Christmas Island, covering the last 118 years at approximately monthly-fortnightly resolution. Corals are sensitive recorders of critical environmental variables, including sea surface temperature and hydroclimate through the analysis of paired stable oxygen isotopes (δ18O) and trace element (Sr/Ca) ratios. This reconstruction consists of a composite of four newly developed coral records and one previously published record and provides a newly developed δ18Osw variability record for the region. The newly developed δ18Osw coral reconstruction correlates strongly with salinity variability, however, presents a weak relationship to in-situ precipitation, indicating that coral hydroclimate reconstructions from Christmas Island likely isolate salinity variability associated with changes in the strength of the Indonesian Throughflow. This relationship highlights the importance that ocean advection plays on δ18Osw variability at this site. Comparisons to both observational records of the Indonesian throughflow, and previously published coral δ18Osw records from the Ombai Strait (Timor), a major outflow passage, reveal strong relationships to variability at Christmas Island. The Christmas Island reconstruction provides a unique opportunity to extend current knowledge of the Indonesian Throughflow beyond the observational record. This Christmas Island record also provides an opportunity to evaluate the impact that interannual to multidecadal variability has on the climate across the southeast tropical Indian Ocean.

How to cite: Hargreaves, J. A., Abram, N., and Mallela, J.: 118-year hydroclimate reconstruction from Christmas Island (Indian Ocean); an extended record of variability in the Indonesian Throughflow, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11965, https://doi.org/10.5194/egusphere-egu23-11965, 2023.

EGU23-12048 | ECS | Orals | OS1.7

An asymmetric change in circulation and nitrate transports around the Bay of Bengal 

Jenny Jardine, Sarah Wakelin, Jason Holt, Anna Katavouta, and Dale Partridge

The Bay of Bengal is a dynamic region that experiences intense freshwater runoff, extreme meteorological events, and seasonal reversing surface currents. The region is particularly susceptible to anthropogenic climate change, driven in part by large air-sea fluxes, persistent freshwater stratification, and low overturning rates. Predicting how this ecosystem is likely to change in the future is paramount for planning effective mitigation strategies. Using a relocatable, coupled physics-ecosystem model (NEMO-ERSEM), we investigate the future changes in surface circulation and coastal nitrate pathways in the Bay of Bengal from 1980 to 2060, using a “business-as-usual" (RCP 8.5) climate change scenario. We find that future surface currents during the Summer and Fall Inter-monsoon seasons are reduced in the north/north-eastern Bay and strengthened in the south-western Bay. Coastal nitrate transports around the Bay mirror this asymmetric change, with coastal nitrate transports at 17.5oN decreasing by 185.7 mol N s-1, despite increased riverine runoff from the Ganges and Irrawaddy River systems. This results in a positive feedback loop whereby the northern Bay becomes progressively fresher and more nutrient-rich, strengthening the barrier layer and increasing the risk of toxic algal blooms and eutrophication events. Conversely, in the south-western Bay (12oN), coastal nitrate transports increase by 1317.8 mol N s-1, driven primarily by an intensified Sri Lanka Dome, that promotes localised diatom blooms despite negligible changes in regional river runoff. This work highlights the need for more rigorous ecosystem modelling and future scenario testing. 

How to cite: Jardine, J., Wakelin, S., Holt, J., Katavouta, A., and Partridge, D.: An asymmetric change in circulation and nitrate transports around the Bay of Bengal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12048, https://doi.org/10.5194/egusphere-egu23-12048, 2023.

EGU23-12052 | Posters on site | OS1.7

The occurrence and distribution of microplastics in epipelagic zone of the western Indian Ocean 

Eun-Ran Baek, Minju Kim, Dong-Jin Kang, and Jung-Hoon Kang

This study investigated the occurrence and distribution of microplastics utilizing zooplankton samples collected in the Western Indian Ocean because there is no information concerning epipelagic zone in the open ocean. We collected microplastics from three water layers [surface mixed layer(SML), middle layer(ML), lower layer(LL)] within 200 m using a Multiple Opening/Closing Net and Environmental Sensing (opening: 1 ㎡) at 22 stations of 1 degree interval between 5°N and 16°S along the 67°E of Western Indian Ocean in 2017. The microplastics were consistently found in almost all samples and the microplastic abundance ranged between 0.00-2.01 particles/㎥ from the 3 layers. And the average microplastic abundance was highest in the lower layer (0.30±0.09 particles/㎥) and lowest in middle layer (0.26±0.08 particles/㎥). The percentage of fiber was highest in the SML (55.7%) and the LL (45.9%), and the percentage of film was highest in ML (46.8%). The microplastic abundance in the size of 1.0-5.0 ㎜ was highest in SML (42.0%), while the abundance in the size of 0.2-0.5 ㎜ was highest in ML(56.8%) and LL(54.5%). The stations can be divided into four sections including upwelling characterized by Seychelles-Chagos Thermal Ridge (SCTR) based on the 20℃-isotherm depth (D20). The average microplastic abundance was the highest in SML (0.23±0.06 particles/㎥) in 1°S~5°S, and in LL (0.50±0.25 particles/㎥) at latitudes of 10°S~16°S and in LL (0.32±0.16 particles/㎥) at latitudes between 5°N~EQ. However, the average microplastic abundance at latitudes of 6°S ~9°S corresponding to the upwelling zone was highest in the ML (0.65±0.38 particles/㎥) with the high percentage of film (68.7%). Cluster analysis by microplastics occurred in each water layers showed that the stations were divided into 3 groups in each layer. Groups in SML and LL were mainly clustered by fiber, whereas groups in ML was mainly clustered by film, which was associated with the upwelled region of Seychelles-Chagos Thermal Ridge (SCTR). Fourier transform infrared spectroscopy analysis showed that the main types of microplastics were dominated by fiber (40.6%) and film (73.2%) characterized by polycarbonate. Present results showed that meridional and vertical distribution of microplastics in the epipelagic zone varied with the physical characteristics of upwelling zone characterized by Seychelles-Chagos Thermal Ridge (SCTR) in the Western Indian Ocean.

How to cite: Baek, E.-R., Kim, M., Kang, D.-J., and Kang, J.-H.: The occurrence and distribution of microplastics in epipelagic zone of the western Indian Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12052, https://doi.org/10.5194/egusphere-egu23-12052, 2023.

EGU23-15102 | ECS | Orals | OS1.7

Indian Ocean mean state biases and IOD behaviour in CMIP6 multimodel ensemble 

Marimel Gler, Andy Turner, Linda Hirons, Caroline Wainwright, and Charline Marzin

The Indian Ocean Dipole (IOD) is the main coupled mode of interannual variability in the equatorial Indian Ocean. The largest IOD event in 2019 is thought to have influenced the strong Indian monsoon precipitation, widespread Australian bushfires, and extreme rainfall and flooding in East Africa during that year. Despite its socio-economic importance, the region suffers large biases in weather and climate models used for seasonal forecasts and climate projections.

In this study, the performance of 42 models from the sixth phase of the Coupled Model Intercomparison Project (CMIP6) in reproducing the observed climate over the Indian Ocean is examined. Model simulations of precipitation and 850 hPa winds in the Atmospheric Model Intercomparison Project (AMIP) experiments for the period 1979-2014 are compared to observational and reanalysis data. Biases in the mean state during boreal summer (JJA) in the AMIP models are analysed to determine whether biases in the seasonal cycle established in JJA impact the IOD behaviour. Skill metrics are calculated to quantify the model performance in reproducing the observed JJA mean state and cluster analysis on the mean state biases is performed to characterise bias patterns in summer that may affect the Indian Ocean seasonal cycle and IOD. Results show that AMIP models simulate varying bias patterns in JJA and that the AMIP multi-model mean outperforms all individual models in reproducing the observed JJA mean state. For comparison, the Indian Ocean mean state biases are investigated in coupled models from the 20th-century all-forcings (CMIP) experiments to determine the impact of ocean-atmosphere coupling and coupled sea surface temperature biases on model performance. The IOD behaviour in the AMIP and CMIP models is assessed and the response of the atmospheric circulation to IOD forcing is examined by performing regression analysis. We investigate whether the ability of a model to capture characteristics of the IOD and simulate IOD teleconnection patterns is related to its representation of the mean state. We expand this work to investigate the variability in the Indian Ocean in the Met Office Global Seasonal Forecasting System version 6, GloSea6, with a focus on examining the systematic errors that develop in the region. The work will contribute to our understanding of Indian Ocean biases in weather and climate models, and their likely sources, and thus the wider implications for predictability of the IOD.  

How to cite: Gler, M., Turner, A., Hirons, L., Wainwright, C., and Marzin, C.: Indian Ocean mean state biases and IOD behaviour in CMIP6 multimodel ensemble, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15102, https://doi.org/10.5194/egusphere-egu23-15102, 2023.

EGU23-15432 | ECS | Orals | OS1.7 | Highlight

Multi-decadal changes in the Indian Ocean heat content from a grand ensemble perspective 

Lukas Fiedler, Vimal Koul, Eduardo Alastrué de Asenjo, Sebastian Brune, and Johanna Baehr

Ocean heat content observations in the Indian Ocean have revealed distinctive periods of significant multi-decadal trends — for example a cooling between 1990 and 1999 followed by an unprecedented warming between 2000 and 2009. However, a systematic assessment of the relative importance of anthropogenic forcings versus natural variability in driving such trends is still missing. Here, we utilise four state-of-the-art Single Model Initial- Condition Large Ensembles with MPI-ESM1.2-LR containing different factual and counterfactual forcing scenarios to address the problem. We are able to robustly attribute the unprecedented warming of the Indian Ocean between 2000 and 2009 to the increasing anthropogenic greenhouse gas emissions. Our results also reveal that the preceding cooling is likely to be intrinsic to Indian Ocean heat content variability, since none of the applied counterfactual scenarios exhibits such an observed decrease in Indian Ocean heat content. Furthermore, we trace the underlying reasons for the observed inherent cooling between 1990 and 1999 to a significant reduction in heat transported into the Indian Ocean from the Pacific Ocean by the Indonesian Throughflow. These results have implications for decadal predictions of Indian Ocean heat content.

How to cite: Fiedler, L., Koul, V., Alastrué de Asenjo, E., Brune, S., and Baehr, J.: Multi-decadal changes in the Indian Ocean heat content from a grand ensemble perspective, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15432, https://doi.org/10.5194/egusphere-egu23-15432, 2023.

EGU23-1051 | Orals | OS1.8

Interannual variability in biogeochemical cycling around the island of South Georgia: insights from a new database of macronutrients from productive regions of the Southern Ocean 

Katharine R Hendry, Sally Thorpe, Emma F Young, Petra ten Hoopen, Geraint A Tarling, and Michael J Whitehouse

A key challenge in understanding carbon cycling in the Southern Ocean is disentangling long-term responses from significant spatial and temporal variability in physical and biogeochemical parameters. As such, there is a critical need for regional long-term observations for the model validation and testing needed for a better mechanistic understanding of primary production drivers. We present a new macronutrient data product for the South Atlantic sector of the Southern Ocean, including depth profiles and underway surface measurements of nitrate, nitrite, ammonium, phosphate, silicic acid, temperature and salinity, collected from 1980 to 2009 and covering most months of the year (https://doi.org/10/h3qr). Using this data product, we explore the differences in shallow and deep-water nutrients around the island of South Georgia that are observed between years. We discuss both the biological and physical driving mechanisms behind this variability, which are interconnected with climate feedbacks. The new data product provides an unprecedented view of biogeochemical cycling in biologically productive regions of the Southern Ocean across a critical period in recent climate history, and illustrates the importance of building these scientifically valuable and FAIR (findability, accessibility, interoperability, and reusability) observational datasets.

How to cite: Hendry, K. R., Thorpe, S., Young, E. F., ten Hoopen, P., Tarling, G. A., and Whitehouse, M. J.: Interannual variability in biogeochemical cycling around the island of South Georgia: insights from a new database of macronutrients from productive regions of the Southern Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1051, https://doi.org/10.5194/egusphere-egu23-1051, 2023.

EGU23-1605 | ECS | Orals | OS1.8

The response of the deep convection to the Antarctic Meltwater 

Jia-Jia Chen, Xuhua Cheng, and Neil C. Swart

Observations indicate that the mass loss from the Antarctic ice sheet has been increasing over the past several decades. This loss is projected to accelerate significantly into the future. Deep convection in the Southern Ocean is expected to bear the brunt of meltwater from a retreating Antarctic Ice Sheet. Here, we present the responses of deep convection and Antarctic Bottom Water (AABW) formation using six coupled climate models with a constant rate of freshwater flux anomaly. Six models all show a significant decrease in the strength of deep convection, albeit the magnitude and location of the changes vary greatly across models. Models that convect more strongly in the base state decrease more in deep convection. We found that the big difference in response between models is surprisingly consistent with their respective base states. With the cessation of deep convection, the AABW becomes warmer and of contraction, and the sea ice concentration and area increase significantly, accompanying surface cooling. However, the link between the responses in deep convection and sea ice area is more complicated than simply meaning more reduction in deep convection corresponds to more increase in sea ice. We suggest that this complexity is partly because some models convect over too large an area and the freshwater forcing is rather strong. Our results suggest that increasing Antarctic meltwater into the ocean will reduce AABW formation, amplifying the warming rate of deep and abyssal waters and reducing the melting rate of sea ice caused by heat input, and reducing vertical exchange due to intensified stratification.

How to cite: Chen, J.-J., Cheng, X., and Swart, N. C.: The response of the deep convection to the Antarctic Meltwater, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1605, https://doi.org/10.5194/egusphere-egu23-1605, 2023.

EGU23-3425 | Orals | OS1.8

Using zonal surface heat flux asymmetry to reveal new features of Southern Ocean air-sea interaction 

Simon Josey, Jeremy Grist, Jennifer Mecking, Ben Moat, and Eric Schulz

New results on Southern Ocean heat exchange and wind forcing are presented with a focus on zonal asymmetry between surface ocean heat gain in the Atlantic/Indian sector and heat loss in the Pacific sector. The asymmetry arises from an intersector variation in the humidity gradient between the sea surface and near surface atmosphere. This gradient increases by 60% in the Pacific sector enabling a 20 Wm-2 stronger latent heat loss compared to the Atlantic/Indian sector. A new zonal asymmetry metric is used for intercomparison of atmospheric reanalyses and CMIP6 climate simulations. CMIP6 has weaker Atlantic/Indian sector heat gain compared to the reanalyses primarily due to Indian Ocean sector differences. The potential for surface flux buoys to provide an observation-based counterpart to the asymmetry metric is explored. Over the past decade, flux buoys have been deployed at two sites (south of Tasmania and upstream of Drake Passage). The data record provided by these moorings is assessed and an argument developed for a third buoy to sample the Atlantic/Indian sector of the asymmetry metric. In addition, we assess evidence that the main westerly wind belt has strengthened and moved southward in recent decades using the ERA5 reanalysis. We find only marginal evidence of a southward broadening of the belt in the Atlantic /Indian sector and northward broadening in the Pacific sector and that the latitude of maximum wind speed remains essentially unchanged.

How to cite: Josey, S., Grist, J., Mecking, J., Moat, B., and Schulz, E.: Using zonal surface heat flux asymmetry to reveal new features of Southern Ocean air-sea interaction, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3425, https://doi.org/10.5194/egusphere-egu23-3425, 2023.

EGU23-3865 | ECS | Posters on site | OS1.8

Zonally Asymmetric Response of Southern Ocean Heat Content to Wind, Heat and Freshwater Forcing at Multi-decadal Time Scales 

Mark Hague, Nicolas Gruber, and Matthias Münnich

Since it was recognised that the Southern Ocean plays a crucial role in global climate, the region has generally been understood in a zonally symmetric framework. While this simplification has provided valuable insight, recent work suggests that significant zonal asymmetries exist in several key parameters such as SST, mixed layer depth and air-sea CO2 flux. This is true both for the mean state and for changes at multiple time scales. 

Of particular interest here are changes in ocean heat content (ΔOHC) over the past three decades. Using an eddy-permitting ocean model forced by ERA5 reanalysis, we find significant asymmetries in ΔOHC both within and north of the ACC, which is robustly reflected in a suite of hindcast and reanalysis models, as well as observation based temperature reconstructions. In our model, asymmetry stems largely from a southward displacement of ΔOHC in the Indian basin, where warming occurs primarily within ACC, as opposed to north of it in the Atlantic and Pacific. However, significant asymmetries are also found within the sea ice zone south of 60o S, where the Ross Sea warms to a much greater degree than other basins. 

In order to better understand the sources of this asymmetric warming, we run several model experiments which decompose the total OHC into components originating from wind, heat and freshwater flux changes. We find roughly equal contributions from wind and surface heat flux north of the ACC, with asymmetric changes in the westerlies driving anomalous convergence of heat. Within and south of the ACC all three forcings play an important role, although this depends strongly on the basin. Overall, we conclude that much of the asymmetries in ΔOHC originate from asymmetries in the surface flux changes, with an important secondary role played by variability in the mean state. These findings have two important implications. First, studies which only consider zonally averaged quantities will likely mask significant variability, and therefore miss important regional and local processes. Second, the impact of multi-decadal climate variability on the Southern Ocean is not manifested in a zonally symmetric fashion, which may have important implications for future changes. 

How to cite: Hague, M., Gruber, N., and Münnich, M.: Zonally Asymmetric Response of Southern Ocean Heat Content to Wind, Heat and Freshwater Forcing at Multi-decadal Time Scales, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3865, https://doi.org/10.5194/egusphere-egu23-3865, 2023.

EGU23-4879 | ECS | Posters on site | OS1.8

Influence of the Wind Stress Curl on the Eddy Saturation Behavior of the ACC in a Barotropic Perspective 

Sima Dogan, Caroline Muller, Louis-Philippe Nadeau, and Antoine Venaille

The size of zonal transport of the Antarctic Circumpolar Current (ACC) is almost independent of the variations in westerly winds over the Southern Ocean; this phenomenon is called eddy saturation. The eddy saturation has been studied in both barotropic and baroclinic contexts in the presence of topography, yet many aspects of its dynamics remain elusive. We focus here on barotropic eddy saturation, which occurs in a narrow band of wind stresses where topographic-barotropic instability takes place. As a result, barotropic eddy saturation is highly sensitive to the specific geometry of bottom topography and to the boundary conditions. Here, we investigate whether the amplitude of the wind stress curl relative to that of a constant background wind stress can also modulate barotropic eddy saturation by modifying the global vorticity budget of a doubly periodic quasigeostrophic flow. We report that the zonal transport and the eddy saturation regime are sensitive to the wind stress curl and explore the underlying dynamics.

How to cite: Dogan, S., Muller, C., Nadeau, L.-P., and Venaille, A.: Influence of the Wind Stress Curl on the Eddy Saturation Behavior of the ACC in a Barotropic Perspective, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4879, https://doi.org/10.5194/egusphere-egu23-4879, 2023.

EGU23-5783 | Posters on site | OS1.8

Acceleration of Antarctic Circumpolar Current at the Drake Passage during the GRACE era 

Chengcheng Yang, Xuhua Cheng, Duotian Huang, Jianhuang Qin, Guidi Zhou, and Jiajia Chen

Previous studies have identified intense climatic change in the Southern Ocean. However, the response of ACC transport to climate change is not fully understood. In this study, by using in-situ ocean bottom pressure (OBP) records and five GRACE products, long-term variations of ACC transport are studied. Our results confirm the reliability of GRACE CSR mascon product in ACC transport estimation at the Drake Passage. Superimposed on interannual variability, ACC transport exhibits an obvious increasing trend (1.32±0.07Sv year-1) during the GRACE era. Based on results of a mass-conservation ocean model simulation, we suggest that the acceleration of ACC is associated with intensified westerly winds and loss of land ice in Antarctica.

How to cite: Yang, C., Cheng, X., Huang, D., Qin, J., Zhou, G., and Chen, J.: Acceleration of Antarctic Circumpolar Current at the Drake Passage during the GRACE era, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5783, https://doi.org/10.5194/egusphere-egu23-5783, 2023.

EGU23-8176 | ECS | Posters on site | OS1.8

The Weddell Gyre: what drives a long-term increase in surface nutrients? 

Krissy Anne Reeve, Mario Hoppema, Torsten Kanzow, Olaf Boebel, Walter Geibert, and Volker Strass

The Weddell Gyre plays a role in connecting the deep ocean to the surface through upwelling, and also in feeding heat towards the Antarctic ice shelves, regulating the density of water masses that feed the deepest limb of the global overturning circulation. Using Argo floats freely drifting throughout the Weddell Gyre, we describe its horizontal circulation as an elongated double-gyre system, with stronger transports in the east than in west, impacting water property distribution. The eastern sub-gyre region is also associated with stronger upwelling rates than in the west, as shown by radionuclide concentrations. To gain insight to long-term changes in the Weddell Gyre, nutrient concentrations can also be investigated as oceanic tracers. We determine long-term trends in surface silicates, a necessary nutrient for silicifying phytoplankton, from ship-based measurements since 1996, and find that the strongest increase is found in the central western sub-gyre region. In association with the eastern sub-gyre, long-term trends along the Prime Meridian are strongest (albeit weaker than in the central western sub-gyre) in the westward flowing southern limb of the gyre, downstream of Maud Rise. We hypothesize that there are different dynamical drivers, such as wind-driven upwelling (west) and turbulent mixing (east), which cause the positive silicate trends in the east versus the west, which are investigated accordingly.

How to cite: Reeve, K. A., Hoppema, M., Kanzow, T., Boebel, O., Geibert, W., and Strass, V.: The Weddell Gyre: what drives a long-term increase in surface nutrients?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8176, https://doi.org/10.5194/egusphere-egu23-8176, 2023.

EGU23-9591 | Posters on site | OS1.8

Exploring the Impact of a Southern Ocean Anticyclonic Eddy on Biogeochemical Structure Using BGC-Argo Float Observations 

Nicola Guisewhite, Don Chambers, Veronica Tamsitt, and Nancy Williams

Recent studies have found that eddies in the Southern Ocean can contribute to both uptake and outgassing of CO2, emphasizing a need to understand the impact of eddies on biogeochemical structure in the Southern Ocean.  Despite having a significant role in climate regulation and global ocean transport, the Southern Ocean and its eddies are largely under-sampled, leaving many unknowns when trying to understand how the Southern Ocean can be impacted by a changing climate.  Whereas CO2 and other biogeochemical properties including oxygen and nitrate (which can be studied as indicators of a changing climate) are historically under-sampled and understudied in the Southern Ocean, the use of autonomous vehicles has allowed for the collection of high-quality data that can be used to analyze the impact of eddies on Southern Ocean biogeochemical structure.  A SOCCOM BGC-Argo Float encountered and sampled an anticyclonic eddy in the area lying between 54° and 50° S and 148° and 143° W in February 2019.  During the encounter, the float collected daily profiles of the biogeochemical structure within the eddy.  Using additional resources for sea surface height, wind, and ocean currents, we conduct a spatial and temporal analysis of the biogeochemical structure of the eddy.  We compare float data to climatologies, examine the physical properties that impact the mixed layer depth within and around the eddy, and understand how these properties influence biogeochemical variability caused by the eddy.  In addition, we pull biogeochemical data from all known eddy encounters by SOCCOM BGC-Argo floats and determine the significance of eddies on biogeochemical structure in the Southern Ocean.

How to cite: Guisewhite, N., Chambers, D., Tamsitt, V., and Williams, N.: Exploring the Impact of a Southern Ocean Anticyclonic Eddy on Biogeochemical Structure Using BGC-Argo Float Observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9591, https://doi.org/10.5194/egusphere-egu23-9591, 2023.

EGU23-10045 | ECS | Posters on site | OS1.8

On the Western Boundary Current System of the Weddell Gyre: a model intercomparison 

Tania Pereira-Vázquez, Borja Aguiar-González, Ángeles Marrero-Díaz, Francisco Machín, Marta Veny, and Ángel Rodríguez-Santana

The Weddell Sea is located in the Southern Ocean, bounded to the south and west by the Antarctic continent and the Antarctic Peninsula, respectively, and to the north by the Antarctic Circumpolar Current. The cyclonic Weddell Gyre stands out as the dominant feature of the basin circulation, driven by wind and thermohaline forcing as well as topographic steering. Importantly, it is the primary source region of Antarctic Bottom Water (AABW), thus becoming one of the key regions for the global thermohaline circulation. Furthermore, the geographical location of the Western Boundary Current System (WBCS) developed in the gyre allows the leakage of near-freezing subsurface waters into the Bransfield Strait. This cold-water pathway has been recently suggested to maintain regionally low rates of glacier retreat.  In this work, we perform the inter-comparison between NEMO-based and HYCOM-based global ocean circulation models at different resolutions over the WBCS domain. To this aim, we analyse the horizontal and vertical structure of the WBCS and its volume transport along the historical ADELIE transect (SOS-Climate II campaign; https://doi.pangaea.de/10.1594/PANGAEA.864578), which extends oceanward from the northernmost tip of the Antarctic Peninsula and across the WBCS. The choice of this transect is not trivial as it captures the hydrodynamic of the WBCS before water masses either leave the basin or recirculate within the gyre.  

Preliminary results support that both eddy-resolving models are in agreement about the major features of the hydrography and dynamic structure of the WBCS as compared to previous modelling studies. Both reproduce the spatial distribution of the Antarctic Coastal Current (CC), the Antarctic Slope Front (ASF) and the Weddell Front (WF), as reported in Thompson and Heywood (2008). Talking about the NEMO-based model at a lower resolution (¼o), the multi-jet structure of the WBCS is absent, appearing only one major branch. We attribute this mismatch mostly due to a resolution issue. Regarding the volume transport, we find the modelled WBCS displays a seasonal cycle in all cases of study, where minimum values are found in September-December while maximum are in March-July, as also reported Wang et al. [2012]. A major difference occurs towards the interior of the gyre, where the HYCOM-based model exhibits a significantly stronger and wider current branch (~150 km) east of the WF, and whose description is absent in the literature. In previous studies this domain is traditionally excluded and, when volume transport estimates from the NEMO-based model and the HYCOM based model were computed, they both yielded an average transport about 30 Sv, which agrees well with a transport about 24 Sv reported by Wang et al. (2012) and Jullion et al. (2014), also based on modelling estimates across a similar but shorter transect.

These results encourage us to further explore these models in ongoing analyses about the natural variability of the WBCS of the Weddell Gyre and major forcing controlling its variability. We expect that a better understanding of the governing processes will allow us to assess the potential downstream impact of local water masses after their exit from the Gyre. 

How to cite: Pereira-Vázquez, T., Aguiar-González, B., Marrero-Díaz, Á., Machín, F., Veny, M., and Rodríguez-Santana, Á.: On the Western Boundary Current System of the Weddell Gyre: a model intercomparison, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10045, https://doi.org/10.5194/egusphere-egu23-10045, 2023.

EGU23-10301 | ECS | Orals | OS1.8

Identifying the drivers of the Weddell Gyre variability using a barotropic vorticity budget 

Julia Neme, Matthew H. England, and Andrew McC. Hogg
The Weddell Gyre is one of the largest features of the ocean circulation adjacent to the Antarctic margins. The gyre is a dynamically complex region and participates in several processes relevant to global climate. For example, the gyre’s circulation and its strength have been linked to changes in the properties and rates of export of Antarctic Bottom Water into the global abyssal ocean. However, the dynamic controls of the Weddell Gyre’s variability are largely unknown, possibly due to the complexities of the region: the interplay of the Weddell Gyre with an overturning circulation, strong buoyancy fluxes associated with sea ice formation and melt, and open and permeable boundaries which allow for significant inflows and outflows. In this work we analyse the mechanisms controlling the Weddell Gyre’s variability using a barotropic vorticity budget of a MOM6 simulation coupled with SIS2 and forced with a repeat year 1990-91 atmospheric state derived from JRA55-do. Unlike past studies that focus on the stationary state of a control simulation, we focus on the evolution of our simulation and the response to different wind and buoyancy perturbations. Within the gyre we find that a balance is achieved between the curl of surface stress and bottom pressure torque, bottom drag curl and the curl of horizontal viscosity.  

How to cite: Neme, J., England, M. H., and Hogg, A. McC.: Identifying the drivers of the Weddell Gyre variability using a barotropic vorticity budget, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10301, https://doi.org/10.5194/egusphere-egu23-10301, 2023.

EGU23-10304 | ECS | Orals | OS1.8

The Southern Ocean supergyre: a unifyingdynamical framework identified by machinelearning 

Maike Sonnewald, Krissy A Reeve, and Redouane Lguensat

The Southern Ocean closes the global overturning circulation and is key to the regulation of carbon and heat, biological production, and sea level. However, the dynamics of the general circulation and upwelling pathways remain poorly understood. Here, a unifying framework is proposed invoking a semi-circumpolar `supergyre' south of the Antarctic circumpolar current: a massive series of  ‘leaking’ sub-gyres spanning the Weddell and Ross seas that are connected and maintained via rough topography that acts as scaffolding. The supergyre framework challenges the conventional view of having separate circulation structures in the Weddell and Ross seas and suggests a limited utility for climate applications of idealized models and conventional zonal averaged frameworks. Machine learning was used to reveal areas of coherent driving forces within a vorticity-based analysis. Predictions from the supergyre framework are supported by available observations and could aid observational and modelling efforts of the climatically key region undergoing rapid change.

How to cite: Sonnewald, M., Reeve, K. A., and Lguensat, R.: The Southern Ocean supergyre: a unifyingdynamical framework identified by machinelearning, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10304, https://doi.org/10.5194/egusphere-egu23-10304, 2023.

EGU23-10379 | Orals | OS1.8

Decadal reorganization of Subantarctic Mode Water 

Ivana Cerovecki and F. Alexander Haumann

Subantarctic Mode Water (SAMW) is one of the most important water masses globally in taking up anthropogenic heat and carbon dioxide. However, its long-term changes in response to varying climatic conditions are not well understood. Here we use data from the ”Estimating the Circulation and Climate of the Ocean” (version 4, release 4, ECCOv4r4) state estimate to calculate SAMW volume budgets for the period 1992 to 2017. They reveal a SAMW volume reorganization on decadal timescales in the Indian and on multidecadal timescales in the Pacific Ocean. In the Pacific, this multidecadal variability exceeds the long-term trend and is governed by an accumulation of signals from the Interdecadal Pacific Oscillation. This implies that SAMW volume trends observed during the shorter Argo period largely arise from the multidecadal variability. In both ocean sectors, the SAMW reorganization exhibits a two-layer density structure, with nearly compensating volume changes of lighter and denser SAMW. They are caused by heat flux changes in the Indian Ocean, freshwater flux changes in the southeast Pacific, and both heat and freshwater flux changes in the central Pacific Ocean. Our results indicate that the recently observed SAMW changes have to be interpreted in the context of the strong long-term variability, which imposes challenges to detecting and attributing climate change signals in SAMW.

How to cite: Cerovecki, I. and Haumann, F. A.: Decadal reorganization of Subantarctic Mode Water, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10379, https://doi.org/10.5194/egusphere-egu23-10379, 2023.

As insolation increases during the Antarctic summer, sea ice melts, and the iron in the sea ice is released into the ocean Iron leads to phytoplankton blooms at sea ice margins and polynya in Antarctica, a high nutrient and low chlorophyll region. However, it is difficult to investigate the direct effect of sea ice on chlorophyll a changes because the observed regions are physically difficult to access. Therefore, this study intends to investigate the sea ice effect on chlorophyll a variation by using the decreasing salinity when sea ice melts in the Ross Sea, Antarctica. Using Random Forest, an ensemble bagging tree method of machine learning, the relationship was analyzed by 11 variables, including physical variables (sea surface temperature, photosynthetically available radiation, atmospheric temperature, wind, and salinity) as input data and chlorophyll a data observed from satellites as output data. As a result, the square of the correlation coefficient (R2) of the test data set was 0.97, and the root mean square error (RMSE) was 0.41 mg m-3, showing high accuracy. In addition, the importance of salinity was identified by calculating the variable importance in the model. These results provide the importance of salinity in predicted future chlorophyll a changes in the Antarctic Ocean due to climate change.

How to cite: Yang, H.-J., Baek, J.-Y., and Jo, Y.-H.: Interrelationship of sea ice-salinity-chlorophyll a changes using multi-satellite based on machine learning analysis in Ross Sea, Antarctica, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10869, https://doi.org/10.5194/egusphere-egu23-10869, 2023.

EGU23-11655 | ECS | Orals | OS1.8

The Influence of Surface Buoyancy Flux and Ekman transport on Upper Ocean Pycnocline Stratification in the Southern Ocean. 

Romain Caneill, Fabien Roquet, Gurvan Madec, and Jonas Nycander

In this study, we examine the factors that influence upper ocean pycnocline (UOP) stratification in the Southern Ocean. The UOP is a layer located just below the mixed layer and its stratification controls the rates of exchange of heat, carbon, and nutrients between the ocean interior and the atmosphere. We classify regions of the UOP based on the relative roles of temperature and salinity in stabilizing the layer, resulting in alpha (temperature-stabilized), beta (salinity-stabilized), or transition (temperature and salinity-stabilized) zones. Our analysis uses observation profiles from the EN4.2 database and calculates annual mean buoyancy fluxes by combining existing heat and freshwater flux products and accounting for the effect of Ekman transport. Our results show that the polar transition zone has a complex structure, with interlocking beta pools and local intrusions into alpha zones. Deep mixed layers are found in the southernmost flank of the alpha region, with the exception of the southeast Pacific sector where they are located in the polar transition zone. Regions of negative buoyancy flux show mixed layer deepening along the water path, but deep mixed layers only form when the buoyancy flux is negative throughout the path. Ekman transport contributes also to the formation of deeper mixed layers throughout the Southern Ocean by bringing cold water northward. Overall, our findings reveal that boundaries between alpha, transition and beta regions are generally consistent with more traditional frontal definitions and provide a comprehensive view of upper ocean pycnocline stratification in the Southern Ocean.

How to cite: Caneill, R., Roquet, F., Madec, G., and Nycander, J.: The Influence of Surface Buoyancy Flux and Ekman transport on Upper Ocean Pycnocline Stratification in the Southern Ocean., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11655, https://doi.org/10.5194/egusphere-egu23-11655, 2023.

EGU23-12422 | ECS | Posters on site | OS1.8

On the implications of a warm bias in modelling an eddying Southern Ocean 

Mathias Zeller and Torge Martin

Mesoscale eddies are considered to have a major impact on the horizontal and vertical redistribution of heat, freshwater, carbon and other passive tracers across the Southern Ocean (SO). A way to investigate the role of mesoscale dynamics in a region where observations are sparse is running a high-resolution model. Here, we apply 2-way nesting to the ocean model NEMO3.6 using its AGRIF module to simulate an eddying SO embedded in the fully coupled climate model FOCI. The nest enhances the horizontal ocean grid resolution from 1/2˚ to 1/10˚ everywhere south of 28˚S. Since the nested model, called FOCI-ORION10X, is computationally relatively expensive, our goal was to gain a spun up climate state with just the non-eddying resolution model (without nest). This would open the opportunity to efficiently run a coarse climate model into different climate states under which the role of mesoscale eddies could then be studied with the nested setup. Here, we demonstrate that there are limits to such an approach arising from the mean state of the climate model.

The non-eddying standard FOCI model features a significant warm bias in the SO similar to many CMIP-class climate models. To test the implications of the warm bias on the nested model configuration, we compare two such simulations branching off from coarse FOCI pre-industrial control simulations and contrast these to a nested run starting from rest initialized with Levitus (WOA13) temperature and salinity fields. The two FOCI control runs differ in warm bias intensity due to a shorter coupling frequency with the atmosphere and modified ocean mixing parameters. Further, one nested run is started already after 500 years from the weakly biased run and the other after 1500 years of the strongly bias run yielding a difference of ~50% in the temperature bias. In both cases, Weddell Gyre stratification becomes unstable within the first decade of the nested runs initiating open ocean deep convection and releasing the excess heat to the atmosphere. While the spurious deep convection results in a widely reduced heat bias in the nested runs after a few decades, it directly increases the meridional density gradient to the mid latitudes and enhances the strength of the Antarctic Circumpolar Current. Besides these positive effects, we also find unusually strong production of bottom water yielding a too strong bottom cell in the meridional overturning circulation. Especially because of this lasting deep ocean impact, we see no advantage in branching off from a biased mean state compared to the nested run starting from rest, which reaches a quasi-equilibrium after 100 years. We conclude, the presence of a typical warm bias and the SO’s sensitivity to stratification hinder the combination of eddying and eddy-parameterized model configurations to facilitate cost-efficient long spinup procedures.

How to cite: Zeller, M. and Martin, T.: On the implications of a warm bias in modelling an eddying Southern Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12422, https://doi.org/10.5194/egusphere-egu23-12422, 2023.

EGU23-13417 | ECS | Posters on site | OS1.8

Spatio-temporal variability of the Peninsula Front and the surface chlorophyll-a bloom in the Bransfield Strait 

Marta Veny, Borja Aguiar-González, Ángeles Marrero-Díaz, Tania Pereira-Vázquez, and Ángel Rodríguez-Santana

The Bransfield Strait (BS) is a relatively narrow region located between the South Shetland Islands (SSI) and the Antarctic Peninsula (AP), where the dominant cyclonic circulation is composed by two major inflows, which appear to influence the development of the seasonal chlorophyll bloom. On the one hand, the Bransfield Current transports Transitional Zonal Water with Bellingshausen influence (TBW) northeastwards along the SSI slope. TBW is characterised by well-stratified, relatively warm (Ɵ > -0.4ºC) and fresh (<34.45) waters. On the other hand, the Antarctic Coastal Current (CC) transports Transitional Zonal Water with Weddell influence (TWW) southwestwards along the AP coastline, being distinguished by homogeneous, colder (Ɵ < -0.4ºC) and saltier (>34.45) waters (Sangrà et al., 2017). These two water masses confront each other forming the Peninsula Front (PF; García et al., 1994; López et al., 1999). Interestingly, the chlorophyll-a (chl-a) spatial distribution in the BS has already been linked in the past to the spatial distribution of both water masses and their water column vertical stability, among other factors (Lipski and Rakusa-Suszczewski, 1990; Basterretxea and Arístegui, 1999). Thus, higher chl-a concentrations have been reported around the SSI and Gerlache Strait where TBW flows, while lower concentrations have been traditionally found north off the SSI and closer to the AP coastline, where more homogeneous surface waters prevail (AASW and TWW, respectively) (Corzo et al., 2005).

In this work we aim to provide a further understanding on the bio-physical coupling occurring in the Bransfield Strait, focused on the physical drivers controlling the surface distribution of the chl-a bloom and the location of the PF at seasonal and interannual scales. To do this we use various remotely-sensed observations over the period 1998-2018: Sea Surface Temperature (SST), Sea-Ice Coverage (SIC), chlorophyll-a, wind stress and Photosynthetically Active Radiation (PAR). Preliminary results confirm that the spatial distribution of the surface chl-a bloom in the Bransfield Strait is strongly influenced by the location of the PF, both seasonally and interannually. Also, a shift in the strength of the chl-a bloom has been identified, where significantly stronger events are found from 2005 onwards; when mean chl-a bloom values are slightly greater, and about 0.61 mg m-3, than in previous years, when they averaged about 0.49 mg m-3. We hypothesize this shift might be linked to observed changes in the seasonal evolution of the SIC and SST over the same period. Ongoing analyses attempt to elucidate the major mechanisms accounting for this apparent variability of the bio-physical coupling controlling the chl-a blooms in the Bransfield Strait.

How to cite: Veny, M., Aguiar-González, B., Marrero-Díaz, Á., Pereira-Vázquez, T., and Rodríguez-Santana, Á.: Spatio-temporal variability of the Peninsula Front and the surface chlorophyll-a bloom in the Bransfield Strait, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13417, https://doi.org/10.5194/egusphere-egu23-13417, 2023.

EGU23-15324 | Orals | OS1.8

Constraining phytoplankton response to climate change in the Southern Ocean using observed mixed layer depth seasonality 

Tianfei Xue, Ivy Frenger, Jens Terhaar, Wolfgang Koeve, Thomas L. Frölicher, A.E. Friederike Prowe, and Andreas Oschlies

Phytoplankton, as the base of the marine food web, has great importance for marine ecosystems and the global carbon cycle. However, Earth system models indicate considerable uncertainty of our knowledge about the underlying processes that determine phytoplankton evolution under climate change. Particularly large differences between models can be found in the Southern Ocean, a region notorious for its difficulty in modeling. The objective of this study is to analyze the potential phytoplankton response to climate change from both a "bottom-up" and a "top-down" perspective. Within the Southern Ocean, we determine a relationship between surface phytoplankton and mixed layer depth under present-day seasonality and apply it to climate change on a longer timescale. Applying this present-day constraint, we confirm the trend of increasing surface phytoplankton by the end of the 21st century under a 'high emissions no mitigation scenario' with further reduction in phytoplankton projection uncertainty. The increase of surface phytoplankton is due to weakening bottom-up control as a result of improving light conditions with shoaling mixed layers. At the same time, due to shoaling mixed layers, total phytoplankton biomass integrated over the water column slightly decreases. Zooplankton follows the trend of surface phytoplankton and shows an increase. This is mainly caused by improved zooplankton grazing conditions with shoaling mixed layers that result in enhanced efficiency of trophic energy transfer. In comparison with the changes in bottom-up conditions, top-down control appears to become increasingly important under climate change in the Southern Ocean. 

 

 

How to cite: Xue, T., Frenger, I., Terhaar, J., Koeve, W., L. Frölicher, T., Prowe, A. E. F., and Oschlies, A.: Constraining phytoplankton response to climate change in the Southern Ocean using observed mixed layer depth seasonality, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15324, https://doi.org/10.5194/egusphere-egu23-15324, 2023.

EGU23-16070 | Posters on site | OS1.8

Interannual variability in the physical and biological drivers of carbon sequestration in the southeast Pacific Subantarctic Mode Water Formation region 

Pete Brown, Pablo Trucco Pignata, Sophy Oliver, Maribel García-Ibañez, Paula Conde Pardo, Dorothee Bakker, and Adrian Martin

The uptake of carbon by the Southern Ocean plays a critical role in mitigating atmospheric CO2 increases, but its magnitude and temporal and spatial variability are still subject to large uncertainties due to the scarcity of observations, and model disagreements. The Southeast Pacific is one such region where deep, nutrient and carbon-rich circumpolar deep waters upwell, but also where Subantarctic Mode Water and Antarctic Intermediate Water are formed and subducted, carrying with them high loadings of anthropogenic carbon dioxide into the ocean interior. The processes driving the upper ocean carbon levels are a balance of biological activity and heat-flux driven solubility effects in response to changing physical dynamics. While the former is thought to drive the region being a net annual carbon sink, the depth at which exported organic matter is remineralised will have a large effect on whether it remains there on climatically-important timescales. Here we present a multi-year biogeochemical timeseries from the OOI mooring located in the region, combined with observations from profiling BGC-Argo floats, a 6-week process cruise in austral summer 2019-2020 (as part of the UK CUSTARD programme), and outputs from data assimilation models to investigate the effects of interannual variability in mixed layer dynamics on primary production, carbon export and long-term carbon sequestration. We find a strong relationship between winter mixed layer depths and densities, biological activity the following summer, and impacts on the magnitude and distribution of subsurface remineralisation, providing insight into the controls on carbon uptake in a region of global significance for climate regulation

How to cite: Brown, P., Trucco Pignata, P., Oliver, S., García-Ibañez, M., Conde Pardo, P., Bakker, D., and Martin, A.: Interannual variability in the physical and biological drivers of carbon sequestration in the southeast Pacific Subantarctic Mode Water Formation region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16070, https://doi.org/10.5194/egusphere-egu23-16070, 2023.

A fraction of the deep-water plume that flows along the slope in the NW Weddell Sea eventually leaks from the Weddell Gyre through deep passages on its northern margin. This provides source waters for the Antarctic Bottom Water that ultimately fills the ocean abyss as the lower branch of the Meridional Overturning Circulation (MOC). Despite the importance of this supply, uncertainties still remained associated to its interannual variability. Here we investigate the role played by the combined effect of two natural climate modes in the interannual variability of the densest  water mass found within this plume, the Weddell Sea Bottom Water (WSBW). Previous studies found that both the Southern Annular Mode (SAM) and the El Niño-Southern Oscillation (ENSO) influence the winds around Antarctica, and suggested that their overlapping effects on the along-shore winds are reinforced when they occur at opposite phases (i.e. a positive SAM with a La Niña or a negative SAM with an El Niño). We prepared a combined SAM-ENSO climate index (SEI) that takes into account their overlapping effects on the winds and performed a lagged cross-correlation analysis with a 2005-2022 timeseries of WSBW thermohaline properties measured at the bottom instrument of a mooring redeployed in the NW Weddell Sea (AWI207). The significant correlations found suggest that a positive SAM occurring in summer, reinforced by a La Niña event, can influence the WSBW properties measured in the NW Weddell Sea at two different time scales. First, it would produce a warming of the WSBW reaching our mooring in the NW Weddell Sea between 4 and 5 months later. We propose that this warming is caused by the entrainment of a less modified WDW during the formation of WSBW. This is enabled by the weaker along-shore winds induced by a positive SAM and a La Niña event. Second, it would induce a freshening  of the WSBW that can be measured in the NW Weddell Sea between 13 and 14 months later. This freshening is probably related to the first mechanism proposed by McKee et al. (2011), i.e. negative anomalies in the meridional winds in the eastern side of the Antarctic Peninsula in summer would induce a reduced HSSW formation during the next winter and a decrease in the export of dense shelf waters during the next summer. However, the freshening mechanism proposed by Gordon et al., (2020), i.e. the wind-driven deepening of the V-shaped double front located at the shelf break in the western Weddell Sea, might also contribute to this freshening by enabling the injection of fresh shelf waters into the WSBW plume.

How to cite: Llanillo, P., Kanzow, T., and Janout, M.: The influence of natural climate modes on the interannual variability of the deep-water plume in the northwestern Weddell Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16370, https://doi.org/10.5194/egusphere-egu23-16370, 2023.

EGU23-419 | ECS | Orals | OS1.9 | Highlight

Contributions of atmospheric forcing and ocean preconditioning in the 2016 Antarctic sea ice extent drop 

Bianca Mezzina, Hugues Goosse, Pierre-Vincent Huot, Sylvain Marchi, and Nicole Van Lipzig

The observed evolution of Antarctic sea ice extent is marked by an abrupt decrease in 2016/2017. After several years of gradual increase culminated in an all-time record high in 2014/2015, a rapid decline in 2016 led to an unprecedented minimum, and unusual low extents have been observed since then. Even though this record has now been beaten, the sudden drop from extreme high values to a minimum in less than two years is unique to this event, whose dynamics are still uncertain. While it was likely triggered by anomalous atmospheric conditions in the prior months, the contribution of the ocean conditions, as a preconditioning which amplified the response of the sea ice or helped to maintain the anomalies for a longer period, still needs to be quantified. 

To evaluate the respective influences of the atmosphere and ocean on this 2016 event, we have performed sensitivity experiments using the circum-Antarctic fully coupled model (ice-sheet–ocean–sea-ice–atmosphere) PARASO. First, a control experiment with the model forced by lateral boundary conditions derived from observations (ERA5 in the atmosphere, ORAS5 in the ocean) is performed over the period 1985-2018. In such a set-up, the model correlates well with the observations and is able to capture the 2016 drop. Then, the model is integrated again between 2016 and 2018 with the same atmospheric boundary forcing, but with different initial conditions in the ocean: namely, ocean conditions from previous years in the control run are used as initial state in 2016 in the sensitivity experiments, producing an ensemble of 5 members.

Preliminary results indicate that the 2016 drop is captured by all members, suggesting the atmospheric boundary forcing as the dominant driver and confirming that the event is induced by large-scale atmospheric dynamics. However, some variability is present in the amplitude and timing of the drop, as well as in the evolution and recovery of the sea ice in the following months, which may be influenced by the different states of the ocean. Related processes are further investigated by examining different oceanic and atmospheric fields, focussing on the role of ocean preconditioning by identifying the differences between the members and their impact. 

How to cite: Mezzina, B., Goosse, H., Huot, P.-V., Marchi, S., and Van Lipzig, N.: Contributions of atmospheric forcing and ocean preconditioning in the 2016 Antarctic sea ice extent drop, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-419, https://doi.org/10.5194/egusphere-egu23-419, 2023.

EGU23-480 | ECS | Orals | OS1.9

Spatial variations in the sea ice-mixed layer depth relationship in the West Antarctic Peninsula 

Milo Bischof, Daniel Goldberg, Sian Henley, and Neil Fraser

The impacts of upper-ocean mixing on primary productivity are complex and range from an entrainment of nutrients to modulating light limitations. Sea ice in turn plays an important role in determining mixing conditions through its cycles of formation and melt, and by moderating wind forcing. With sea ice conditions in the Southern Ocean projected to undergo large changes over the course of the century, understanding the relationship between sea ice and upper-ocean mixing is crucial for understanding the impacts of climate change on biological production in this region. Due to the inaccessibility of sea ice-covered waters however, mixed layer depth observations are often not available at a high temporal and spatial resolution. Here we present an analysis of sea ice-mixed layer depth relationships during a 40-year regional ocean-sea ice simulation of the  West Antarctic Peninsula (WAP) and Bellingshausen Sea, a highly biologically productive region of global importance. The relationship between winter sea ice and spring mixed layer depth shows clear differences on and off the WAP continental shelf, with decadal variations in the location of the boundary between negative and positive correlations. Potential mechanisms causing this effect are considered in detail, including the nonlinear relationship between sea ice cover and turbulent mixing, the transport of sea ice within the region, and a difference in the timing of the sea ice seasonal cycle between the two regions. The transport of warm Circumpolar Deep Water onto the shelf is also discussed. The presented findings have implications for the spatial distribution of primary producers in a more ice-free future WAP.

How to cite: Bischof, M., Goldberg, D., Henley, S., and Fraser, N.: Spatial variations in the sea ice-mixed layer depth relationship in the West Antarctic Peninsula, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-480, https://doi.org/10.5194/egusphere-egu23-480, 2023.

EGU23-3111 | Posters on site | OS1.9

On the 2018-2020 Ice Shelf Water outflow event in the southeastern Weddell Sea 

Markus Janout, Mathias van Caspel, Elin Darelius, Tore Hattermann, Svein Østerhus, Jean-Baptiste Sallée, and Nadine Steiger

The southern Weddell Sea features a vast perennially ice-covered continental shelf with polynyas, strong sea ice formation, first- and multi-year ice. Sea ice and the general ocean circulation maintain predominantly near-freezing waters on the shelf, which help to maintain the comparatively moderate basal melt rates of the Filchner-Ronne Ice Shelf (FRIS), Antarctica’s largest ice shelf by volume. In contrast to FRIS, other West Antarctic ice shelves show strong basal melt rates, caused by warm intruding ocean waters. In the southern Weddell Sea, however, warm water inflows occur episodically and spatially limited, when modified warm deep water enters the continental shelf through incisions in the shelf break and flows southward towards the FRIS front. Overall, the majority of the shelf is dominated by dense and cold water masses such as High Salinity Shelf Water (HSSW) and Ice Shelf Water (ISW), which are precursors of Antarctic Bottom Water and thus relevant for the global ocean circulation. In 2018, a comprehensive CTD survey found unprecedented (in the available observations) volumes of ISW in Filchner Trough. The ISW was exported from underneath the Filchner Ice Shelf (FIS) following a shift to enhanced cavity circulation due to strong sea ice formation in front of the Ronne Ice Shelf. These Filchner Trough conditions are summarized as the “Ronne-mode”, which is in contrast to the “Berkner-mode”, characterized by a greater influence of locally-formed waters. In this presentation, we introduce new multi-year time series from an international mooring network from various Southeast Weddell Sea locations (sub-FIS, Filchner Trough and Sill), to highlight the temporal and spatial extent of the recent Ronne-mode event, which lasted from 2018-2020, before shifting back into a Berkner-mode. The dominance of either circulation mode is controlled by large-scale atmospheric forcing and has implications on ice shelf basal melt and dense water export into the Weddell Sea. 

How to cite: Janout, M., van Caspel, M., Darelius, E., Hattermann, T., Østerhus, S., Sallée, J.-B., and Steiger, N.: On the 2018-2020 Ice Shelf Water outflow event in the southeastern Weddell Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3111, https://doi.org/10.5194/egusphere-egu23-3111, 2023.

EGU23-3627 | ECS | Posters on site | OS1.9

Sub-ice shelf circulation and melt rate variability in the Energy Exascale Earth System Model 

Irena Vankova, Xylar Asay-Davis, and Stephen Price

In-situ observations from the Filchner-Ronne Ice Shelf (FRIS) have uncovered dominant time scales of variability in basal melting and circulation beneath this extensive ice shelf. In particular, the data characterize mechanisms of seasonal and inter-annual variability in sub-ice shelf properties, and show that the amplitude of the variability over the past thirty years is very modest.
Because accurate representation of variability under present-day climate is an obvious prerequisite for earth system models that aim to project climate under a future change, this new observational understanding presents an opportunity for critical evaluation and improvement of existing models. We focus on the Energy Exascale Earth System Model (E3SM) and through a series of simulations we investigate the impact of ocean mixing parameterizations on the variability in the FRIS cavity.

How to cite: Vankova, I., Asay-Davis, X., and Price, S.: Sub-ice shelf circulation and melt rate variability in the Energy Exascale Earth System Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3627, https://doi.org/10.5194/egusphere-egu23-3627, 2023.

EGU23-4468 | ECS | Posters on site | OS1.9

The role of the Pacific-Antarctic Ridge in establishing the northward extent of Antarctic sea-ice 

Antonino Ian Ferola, Yuri Cotroneo, Peter Wadhams, Giannetta Fusco, Pierpaolo Falco, Giorgio Budillon, and Giuseppe Aulicino

Monitoring the Antarctic sea-ice is essential for improving our knowledge of the Southern Ocean. We used satellite sea-ice concentration data for the 2002-2020 period to retrieve the sea-ice extent (SIE) and analyze its variability in the Pacific sector of the Southern Ocean. Results provide observational evidence of the recurring formation of a sea-ice protrusion that extends to 60° S at 150° W during the winter season. These activities are carried on in the framework of the ACCESS and SWIMMING projects of the PNRA.
Our findings show that the northward deflection of the southern Antarctic Circumpolar Current front is driven by the Pacific Antarctic Ridge (PAR) and is associated with the enhanced sea-ice advance. The PAR also constrains anticyclonic and cyclonic eddy trajectories, limiting their interaction with the sea-ice edge. These factors, within the 160° W - 135° W sector, determine an average SIE increase of 61,000 km2 and 46,293 km2 per year more than the upstream and downstream areas, respectively.

How to cite: Ferola, A. I., Cotroneo, Y., Wadhams, P., Fusco, G., Falco, P., Budillon, G., and Aulicino, G.: The role of the Pacific-Antarctic Ridge in establishing the northward extent of Antarctic sea-ice, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4468, https://doi.org/10.5194/egusphere-egu23-4468, 2023.

EGU23-5080 | ECS | Orals | OS1.9 | Highlight

Multi-decadal trends in Antarctic deep convection from satellite-derived steric height 

Jennifer Cocks, Alessandro Silvano, Alice Marzocchi, Alberto Naveira-Garabato, and Anna Hogg

Deep convection from dense water formation in the Southern Ocean drives the lower limb of the global overturning circulation, sequesters anthropogenic heat and carbon from the atmosphere and ventilates the abyssal ocean. The rate and location of dense water formation and its trajectory to the deep ocean is determined by changes in ocean density and stratification and influenced by ocean-ice-atmosphere interactions such as polynya openings (both open-ocean and coastal), sea ice formation and ice shelf collapse.

Signatures of deep convection are logistically difficult to measure. The highest-quality observations of water column density are currently provided by in-situ moorings and profiles from Argo floats or CTDs mounted on elephant seals (MEOP data[1]), but these data are spatially and temporally sparse. Satellite products providing complete coverage of high latitudes at regular repeat periods are becoming more readily available and offer an alternative method for capturing changes the extent and variability of deep-water formation in polar regions.

 

We compute steric height anomalies in the Southern Ocean from 2002-2018 using a novel method combining satellite altimetry and gravimetry data. We use these to explore density changes, focussing on deep water formation regions including the Weddell and Ross seas, the Adelie coastline and Amery shelf region, and infer multi-decadal changes in deep convective processes. Long term changes in the steric height anomalies can be linked to recorded ocean-ice events, such as the 2010 collapse of the Mertz glacier, the 2017 Maud Rise polynya and recent recovery of Ross Sea Bottom Water. The satellite-derived steric height anomalies have been validated against in-situ Argo and MEOP profiles and show good agreement in regions with a high data density.


[1]https://meop.net/meop-portal/

How to cite: Cocks, J., Silvano, A., Marzocchi, A., Naveira-Garabato, A., and Hogg, A.: Multi-decadal trends in Antarctic deep convection from satellite-derived steric height, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5080, https://doi.org/10.5194/egusphere-egu23-5080, 2023.

EGU23-6731 | ECS | Orals | OS1.9

The ice-cavity feedback in an Earth system model 

Pengyang Song, Patrick Scholz, Gregor Knorr, Dmitry Sidorenko, Ralph Timmermann, and Gerrit Lohmann

The melting of the Antarctic ice shelves becomes critical in a warming climate. However, the ocean component of climate models do not consider the effect of the Antarctic ice-shelf cavities. Here, we implement ice-shelf cavity features into the new AWI Earth system model (AWI-ESM2) based on unstructured meshes allowing for varying resolution in a multi-scale approach. We create a global mesh explicitly resolving the Antarctic ice-shelf cavities and evaluate the effect of the cavities under global warming scenarios. The new mesh provides a more realistic freshwater input into the Antarctic coast and the Southern Ocean. In an extreme warming climate scenario, the melting of the Antarctic ice shelves gets stronger by a factor of ~3, affecting the North Atlantic salinity and the overturning circulation. We conclude that the incorporation of ice-cavity feedback is essential to study the past, present, and future. Our approach might be seen as a prototype for the next phase of the Coupled Model Intercomparison Project.

How to cite: Song, P., Scholz, P., Knorr, G., Sidorenko, D., Timmermann, R., and Lohmann, G.: The ice-cavity feedback in an Earth system model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6731, https://doi.org/10.5194/egusphere-egu23-6731, 2023.

EGU23-9657 | Orals | OS1.9 | Highlight

Spatial and temporal variability of water masses in the Southern Ross Sea 

Karen J. Heywood, Esther Portela, Walker Smith, Gillian Damerell, Peter Sheehan, and Meredith Meyer

Relatively warm modified Circumpolar Deep Water accesses the southern Ross Sea steered by bathymetric troughs. There it provides nutrients to support phytoplankton blooms in spring, and heat to melt the Ross Ice Shelf.  Here we present new observations collected by two ocean gliders during December 2022 and January 2023, in the Ross Sea polynya adjacent to the Ross Ice Shelf.  The gliders surveyed the full depth of the water column (about 700 m depth) carrying sensors measuring temperature, salinity, dissolved oxygen, chlorophyll fluorescence and optical backscatter, and also yielded estimates of the dive-average-current which we use to reference geostrophic shear.  Repeated quasi-meridional high resolution (profiles approximately every 1.5 km) sections along the sea ice edge allow analysis of the spatial and temporal variability, as well capturing the dynamic field of eddies, tides and coastal current. We discuss the influence of the sea ice and the atmospheric forcing on the water properties. One glider made an unauthorised foray beneath the Ross Ice Shelf, surveying the upper 200 m of the water column in high resolution beneath an ice shelf base at about 80 m depth. We observe solar-warmed water penetrating beneath the ice shelf with significant signatures of elevated chlorophyll fluorescence and optical backscatter, and low oxygen and salinity. We discuss the likely mechanisms involved in advecting this water beneath the ice shelf and its importance for physical and biogeochemical processes of ocean-ice interaction.



How to cite: Heywood, K. J., Portela, E., Smith, W., Damerell, G., Sheehan, P., and Meyer, M.: Spatial and temporal variability of water masses in the Southern Ross Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9657, https://doi.org/10.5194/egusphere-egu23-9657, 2023.

EGU23-10081 | ECS | Orals | OS1.9

Exploring oceanic heat pathways along the George V Land continental shelf 

Eliza Dawson and Earle Wilson

Ocean circulation patterns along the continental shelf in the Australian Antarctic Basin remain poorly understood due to the scarcity of in-situ observations and limited modeling studies. In this dynamically complex and climatically important region, the Ross Gyre, Antarctic Slope Current, and Antarctic Circumpolar Current converge just offshore of the George V Land continental shelf. If warm deep water could access the continental shelf and increase basal melt rates along the George V Land coastline, marine-terminating glaciers in the region could retreat and threaten the stability of the vast Wilkes Subglacial Basin. Here, we explore potential pathways for warm deep water to access the shelf along the George V Land coastline using output from the Southern Ocean State Estimate (SOSE) model. We use the SOSE output to map bottom temperatures and identify where warm bottom water could come close to the grounding line due to bathymetric steering. While SOSE provides observationally constrained hydrographic estimates along the George V Land continental shelf, there are substantial discrepancies between the model’s estimates and observations. Most notably, SOSE does not reproduce the dense, high salinity shelf waters observed in the region. SOSE is a model-generated best fit to Southern Ocean observations, so biases could be present in sparsely sampled regions like this one. To further examine the dynamics of this region, we also present preliminary results from an idealized ocean circulation model that explores the sensitivity of cross-shelf heat transport to changes in local heat and wind forcing.

How to cite: Dawson, E. and Wilson, E.: Exploring oceanic heat pathways along the George V Land continental shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10081, https://doi.org/10.5194/egusphere-egu23-10081, 2023.

EGU23-11464 | ECS | Posters on site | OS1.9

Identification of ventilated and submarine glacial meltwaters in the Amundsen Sea, Antarctica, using noble gases 

DongYoub Shin, Doshik Hahm, Tae-Wan Kim, Tae Siek Rhee, SangHoon Lee, Keyhong Park, Jisoo Park, Young Shin Kwon, Mi Seon Kim, and Tongsup Lee

To estimate the glacial meltwater distribution, we used five noble gases as tracers for optimum multiparameter analysis (OMPA) of the water masses in the Amundsen Sea, Antarctic. The increased number of tracers allowed us to define additional source waters at the surface, which have not been possible with a limited number of tracers. The highest fraction of submarine meltwater (SMW, ~0.6%) was present at the depth of 400 -- 500 m near the Dotson Ice Shelf. The SMW appeared to travel along an isopycnal layer to the continental shelf break >300 km away from the ice shelf. Ventilated SMW (VMW) and surface melts (up to 1.5%) were present in the surface layer <100 m. The distribution of SMW indicates that upwelled SMW, known as an important carrier of iron to the upper layer, amounts for 29% of the SMW in the Dotson Trough. The distinction between SMW and VMW made it possible to clearly distinguish the locally-produced SMW since the previous Winter Water formation from the fresh water (VMW) originated from the upstream; the production rate of the former was estimated as 53-94 G ton yr-1. The Meteoric Water fractions, consisted of SMW and VMW, comprised 24% of those derived from oxygen isotopes. This indicates that the annual input from basal melting is far less than the inventory of meteoric water derived from oxygen istopes.

How to cite: Shin, D., Hahm, D., Kim, T.-W., Rhee, T. S., Lee, S., Park, K., Park, J., Kwon, Y. S., Kim, M. S., and Lee, T.: Identification of ventilated and submarine glacial meltwaters in the Amundsen Sea, Antarctica, using noble gases, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11464, https://doi.org/10.5194/egusphere-egu23-11464, 2023.

EGU23-11864 | ECS | Orals | OS1.9

Evolution of warm water intrusions in the Filchner Trough, Antarctica 

Vanessa Teske, Ralph Timmermann, and Tido Semmler

The Filchner Trough on the continental shelf in the southern Weddell Sea is a region of great importance for the water mass exchange between the open ocean and the Filchner Ronne Ice Shelf cavity. Observations of the last 20 years and modelling studies show seasonal variations and longer lasting pulses of warm water intruding into the trough and reaching the Filchner Ice Shelf front. In this study, we evaluate the evolution of these intrusions in four climate scenarios defined for CMIP6 and simulated with the AWI Climate Model. We show that a warming climate will lead to more frequent pulses in the mitigation scenarios SSP1-2.6 and SSP2-4.5. For the high emission scenarios SSP3-7.0 and SSP5-8.5, hydrography in Filchner Trough will shift to a substantially warmer state during the second half of the 21st century with a temperature rise of 2°C in the trough until 2100. We demonstrate that the system‘s tipping into a warmer state is primarily caused by changes in the local sea ice formation and the depth of the Antarctic Slope Front. Our results show that a regime shift can be avoided by reaching the 2°C climate goal.

How to cite: Teske, V., Timmermann, R., and Semmler, T.: Evolution of warm water intrusions in the Filchner Trough, Antarctica, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11864, https://doi.org/10.5194/egusphere-egu23-11864, 2023.

The local temperarturecannot explain the inter-annual variation in δ18Oprecip in the coastal Antarctic in past few decades. To understand this enigmatic variation, we have used long-term modern δ18Oprecip value of three coastal Antarctic sites. Using the δ18O-d-excess relationship and modelled δ18O value of vapor at source, we have shown that δ18Oprecip inherits the signature of moisture source parameters (MSPs). Furthermore, the wavelet analysis suggests that the variation in the MSPs impacts the seasonal cycle of δ18Oprecipwhich lead to disparity in the seasonal isotope-temperature relationship. The Southern Ocean surface stratification, due to increase in the freshwater flux by glacier melting, led to alignment of MSPs in such a manner that altogether significantly lowered the isotopic composition of initially formed vapor, which is reflected in δ18Oprecip at inter-annual scale.Our observations suggest that the palaeothermometry will underestimate the Antarctic temperature change for the periods characterized by warming and high glacier-melt.

How to cite: Sanyal, P. and ajay, A.: The Imprint of Southern Ocean Stratification on the Isotopic Composition of Antarctic Precipitation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12482, https://doi.org/10.5194/egusphere-egu23-12482, 2023.

EGU23-12791 | ECS | Orals | OS1.9

Observed Seasonal Evolution of the Antarctic Slope Current System at the Coast of Dronning Maud Land, East Antarctica 

Julius Lauber, Laura de Steur, Tore Hattermann, and Elin Darelius

The Antarctic Slope Front and the associated Antarctic Slope Current shield the continental shelves in East Antarctica from offshore warm water that holds the potential for considerable ice shelf melting and, consequently, sea level rise. Here, we present two-year-long records of temperature, salinity, and velocity (2019-2020), obtained from two oceanographic moorings located within the slope front/current over bathymetries of around 1000m and 2000m slightly east of the prime meridian. The two-year data record reveals clear differences in the seasonality of the thermocline depth and the baroclinicity of the current between the deep and shallow mooring locations. In combination with climatologies of hydrography and satellite-derived surface geostrophic currents, we use the new data to refine the baroclinic seasonality of the ASF. The results highlight the role of surface buoyancy fluxes via seasonal sea ice melt and freeze. Finally, the slope current is shown to control flow into and out of the cavity of the close-by Fimbulisen Ice Shelf on seasonal time scales depending on the orientation of the entrances of the cavity. Our findings contribute to a better understanding of the processes controlling the slope front/current seasonality and resulting inflow into the East-Antarctic ice shelf cavities.

How to cite: Lauber, J., de Steur, L., Hattermann, T., and Darelius, E.: Observed Seasonal Evolution of the Antarctic Slope Current System at the Coast of Dronning Maud Land, East Antarctica, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12791, https://doi.org/10.5194/egusphere-egu23-12791, 2023.

EGU23-13222 | Posters on site | OS1.9

The role of WDW density for a regime shift in the FRIS cavity 

Verena Haid, Ralph Timmermann, Simon Schöll, Torsten Albrecht, and Hartmut H. Hellmer

A potential tipping point on the Antarctic continental shelves, in which cold shelf water is replaced by (modified) Circumpolar Deep Water (CDW) / Warm Deep Water (WDW), is currently the subject of many studies. Such a regime shift entails a drastic increase of basal melt for the fringing ice shelves and could ultimately destabilize large portions of the Antarctic ice sheet.

From the results of a large suite of experiments conducted with the Finite Element Sea ice-Ocean Model (FESOM), we identified for the Weddell Sea the density balance between the densest shelf water produced on the continental shelf and the WDW present on the continental slope at sill depth (shallowest depth of deepest connection to the cavity) as the crucial criterion for a shift in on-shelf circulation leading to a substantially increased heat flux into the cavity. This finding holds true for model runs using both z-level and sigma vertical coordinates as well as ocean-ice sheet (with the Parallel Ice Sheet Model, PISM) coupled model runs. We also find evidence that the same principle is valid in other Antarctic regions with a backward-sloping continental shelf.

Apart from the shelf water characteristics that largely depend on sea ice formation, the development of CDW/WDW characteristics  is crucial, but often neglected, in this context, especially in regional model studies. If under the influence of the globally warming climate the continental slope current becomes warmer and fresher, the associated density decrease could keep the continental shelf stable. Even if none of the on-shelf water classifies as High Salinity Shelf Water any more, as long as it is denser than the off-shelf CDW/WDW, it will block access to the cavity and prevent a regime shift.

How to cite: Haid, V., Timmermann, R., Schöll, S., Albrecht, T., and Hellmer, H. H.: The role of WDW density for a regime shift in the FRIS cavity, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13222, https://doi.org/10.5194/egusphere-egu23-13222, 2023.

EGU23-13262 | Posters on site | OS1.9

Ice sheet-ocean coupling in an Earth System Model 

Xylar Asay-Davis, Carolyn Begeman, Darren Engwirda, Holly Han, Matthew Hoffman, and Stephen Price

We present our approach to coupling an ocean component (MPAS-Ocean, Model for Prediction Across Scales-Ocean) to an ice sheet component (MALI, MPAS-Albany Land Ice) within an Earth System Model (E3SM, the Energy Exascale Earth System Model) developed by the US Department of Energy.  First, we present an extrapolation technique, similar to the ISMIP6 (Ice Sheet Modeling for CMIP6) protocol, that can be used in the absence of evolving grounding lines in the ocean component.  This technique, while crude, can be used in both Greenland fjords and ice-shelf cavities as a stop-gap in situations where the ocean component cannot capture the topographic evolution (e.g. because the ocean grid is too coarse or full coupling has not yet been completed).  Second, we demonstrate progress on a fully conservative wetting-and-drying technique using the idealized MISOMIP1 (Marine Ice Sheet-Ocean Intercomparison Project, phase 1) experiments within E3SM.

How to cite: Asay-Davis, X., Begeman, C., Engwirda, D., Han, H., Hoffman, M., and Price, S.: Ice sheet-ocean coupling in an Earth System Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13262, https://doi.org/10.5194/egusphere-egu23-13262, 2023.

EGU23-15622 | ECS | Orals | OS1.9 | Highlight

Ice shelf-ocean interaction at shallow depths needs more attention 

Ole Richter, Ben Galton-Fenzi, Kaitlin Naugthen, and Ralph Timmermann

Understanding the processes involved in basal melting of Antarctic ice shelves is important to quantify the rate at which Antarctica will lose mass. Current research of ice shelf-ocean interaction highlights deep warm water intrusions and melting along narrow grounding lines. The majority of the ice, however, lies in much shallower waters. Here we analyse the vertical structure of previously published Antarctic-wide estimates of ice shelf basal melting derived from satellites and ice shelf buttressing derived from ice sheet flow modelling. The results show that ice shelf regions with a draft shallower than 500 m account for more than 60 % of the total basal mass loss and more than 30 % of the total buttressing flux response. The oceanic processes that drive melting in shallow regions might be very different compared to the ones at depth and how well these are represented in large-scale models of Antarctic ice shelf-ocean interaction is not clear. This gap should be addressed for more accurate predictions of the Antarctic response to climate change.

 

How to cite: Richter, O., Galton-Fenzi, B., Naugthen, K., and Timmermann, R.: Ice shelf-ocean interaction at shallow depths needs more attention, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15622, https://doi.org/10.5194/egusphere-egu23-15622, 2023.

EGU23-16106 | Posters on site | OS1.9

Weddell Watch 

Svein Østerhus

Long term observations of the flow of dense waters from their area of formation to the abyss of the World Ocean, and the return flow of warm waters, are central to climate research. For the Weddell Sea an important component of such a system entail monitoring the formation of High Salinity Shelf Water (HSSW) on the continental shelf north of Ronne Ice Front, the transformation to Ice Shelf Water (ISW) beneath the floating Filchner-Ronne ice shelf, and the flux of ISW overflowing the shelf break to the deep Weddell Sea. Equally important is the return flow of warm water toward the Filchner-Ronne Ice Shelf system.

We operate several monitoring stations in the southern Weddell Sea. The systems build upon techniques and methods developed over several decades and have a proven record of high data return. Here we present plans for extending, integrating, and operating the existing long-term observatories to increase our knowledge of the natural variability of the ocean-ice shelf system, and to allow early identification of possible changes of regional or global importance.

How to cite: Østerhus, S.: Weddell Watch, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16106, https://doi.org/10.5194/egusphere-egu23-16106, 2023.

Long-term and abrupt changes in precipitation (P) patterns remain ambiguous in a warmer climate. Modern studies project that a warmer climate will cause intensification of the hydrological cycle. However, paleoclimate evidence from the warm period, i.e., the Medieval Climate Anomaly (MCA; 800-1400 AD), contradicts this because, during MCA, some regions were humid (wet), while others had arid (dry) climates. Here, we investigated the P response to variations in the temperature (T) and Atlantic Meridional Overturning Circulation (AMOC) variation throughout the Northern Hemisphere (NH) using 75 for P, 17 for the AMOC, and 48 records for T from NOAA and PAGES paleoclimate databases.

Our results show a continuous weakening trend in AMOC from the 9th to 13th centuries. The weakened AMOC has probably altered the atmospheric heat and water vapor distribution, and consequently the hydroclimate around the NH. The hydroclimate over the eastern North America and the Western Europe looks more vulnerable to weak AMOC as it shifted from warm-humid to cold-arid climates. Weak AMOC induces motion in Inter-Tropical Convergence Zone (ITCZ) southwards. Our results show signals of an ITCZ shift over equatorial Africa and southern Asia with the warm and humid response. Although warm (cold) climates are not always associated with increased (decreased) P, they may also lead to arid (humid) climates. Overall, we found that when T is higher than their average, the hydrological conditions are arid, but when T is similar or close to the average level, the conditions are humid. However, these hydroclimate responses may vary according to the regionally available water resources. Therefore, an improved understanding of long-term T variability and AMOC trend changes, specifically during warmer periods, could provide relevant insights into the present and future climates.

How to cite: Pratap, S., Markonis, Y., and R. Blöcher, J.: Understanding Atlantic Meridional Overturning Circulation and linked variations in precipitation and temperature distribution during the warmer climate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-129, https://doi.org/10.5194/egusphere-egu23-129, 2023.

EGU23-551 | ECS | Orals | SSP2.2

Eocene seismicity and paleogeography of the Central Crimea 

Ekaterina Chizhova, Ekaterina A. Lygina, Natalia V. Pravikova, Tatiana Yu. Tveritinova, and Elizaveta A. Krasnova

The nature of Cretaceous-Eocene boundary is one of the outstanding questions of Crimea Geology. The new data are presented to show that the Cretaceous-Eocene boundary can be established in the Central Crimea very accurately by using the method of quantitative genetic analyses including the Isotope Geochemistry. Integrated lithostratigraphic investigations and Isotope composition of Carbon/Oxygen were conducted on the Cretaceous -Eocene section of the western slope of Ak-Kaya mount (Belogorsk, Crimea). Four layers of different types of rocks were investigated, where the layer 1 and 2 belong to the Maastrichtian, 3 and 4 to the Eocene.

The top of the Maastrichtian layer is characterized by a differently oriented fracture system, including large paleoseismic dislocations or a seismogenic trench. The fracture networks are connected and filled with material similar to the Eocene basal horizon including fragments of various sizes of Maastrichtian rocks.

Five microfacial types of the collected rock samples were distinguished as a result of microscopic examination. Also X-ray phase analysis, δ13С and δ18О isotopic analysis and X-ray fluorescence analysis were made to specify and compare the mineral composition of Maastrichtian and Eocene rocks. These analyzes allowed to specify paleogeographic conditions. In addition, measurements of fractures in the Cretaceous–Eocene boundary deposits were made to determine the stages of deformation of the whole structure.

As a result of the research, it was obtained:

1) throughout the entire studied geological interval, sedimentation occurred in a shallow sea of normal salinity. However, conditions were probably more humid in the Eocene, based on lower salinity values.

2) Three major stages of deformation were identified: pre-Eocene, Eocene, and post-Eocene.

3) The average temperature of the formation of Maastrichtian rocks is 19-22°C, and Eocene rocks is 24-27°C. The increase in temperature up to 38°C during the formation of the Eocene basal horizon may be associated with the global climatic event EECO (Early Eocene Climate Optimum). The synchronicity of the formation of steep submeridional fractures and the basal horizon of the Eocene has been proved. It is shown that the Eocene deformation stage corresponds to the formation of paleoseismic dislocations during the main phase of tectonic activity in the Pontids (Eastern Turkey).

How to cite: Chizhova, E., Lygina, E. A., Pravikova, N. V., Tveritinova, T. Yu., and Krasnova, E. A.: Eocene seismicity and paleogeography of the Central Crimea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-551, https://doi.org/10.5194/egusphere-egu23-551, 2023.

EGU23-2714 | Orals | SSP2.2 | Highlight

Exploring links between the North Atlantic Igneous Province and Paleocene–Eocene climate change using sedimentary mercury 

Joost Frieling, Tamsin Mather, Morgan Jones, Isabel Fendley, Weimu Xu, Christian Berndt, Sverre Planke, and Carlos Alvarez Zarikian and the IODP Expedition 396 scientists

The North Atlantic Igneous Province (NAIP), a large igneous province (LIP), was emplaced between ~62 and 50 million years ago (Ma), with a voluminous burst of volcanic activity centred around 56-54 Ma. Global paleoclimate reconstructions from this Paleocene and Early Eocene interval indicate progressively warmer conditions, with several superimposed warming events or ‘hyperthermals’, such as the PaleoceneEocene Thermal Maximum (PETM; 56 Ma). These hyperthermals represent transient massive perturbations to the carbon cycle, marked by substantial global warming, ocean acidification and negative stable carbon isotope excursions. International Ocean Discovery Program Expedition 396 to the Mid-Norwegian continental margin recovered a suite of PaleoceneEocene sedimentary and igneous materials. This notably includes a unique and extremely expanded succession comprising of up to ~80m of PETM (ash-rich) sediments and volcanic ash layers infilling a hydrothermal vent crater. The craters on the Mid-Norwegian margin and similar structures associated with other LIPs were previously identified as surface expressions of a potent carbon release mechanism: the venting of thermogenic carbon generated in the thermal aureoles around volcanic dikes and sills intruded into the underlying sedimentary basins.

In recent years, much progress has been made towards understanding the role of deep earth processes and particularly LIP volcanism on paleoclimate through the application and refinement of proxies as sedimentary mercury (Hg) content. Large scale and especially LIP volcanism are considered important Hg emitters that may result in increased sedimentary Hg content. Here, we present high-resolution bulk sedimentary Hg content data from the sedimentary strata within the hydrothermal crater, spanning the PETM. We use our new data with biostratigraphic, stable carbon isotope, and lithological constraints, to shed light on the timing of hydrothermal crater formation, duration and re-activation of hydrothermal activity within the crater after formation. Finally, these new findings are placed in a global Hg and carbon cycle framework to assess the timing, characteristics, and impact of NAIP activity during the PETM.

How to cite: Frieling, J., Mather, T., Jones, M., Fendley, I., Xu, W., Berndt, C., Planke, S., and Alvarez Zarikian, C. and the IODP Expedition 396 scientists: Exploring links between the North Atlantic Igneous Province and Paleocene–Eocene climate change using sedimentary mercury, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2714, https://doi.org/10.5194/egusphere-egu23-2714, 2023.

EGU23-5618 | ECS | Posters on site | SSP2.2

A Novel Approach to Constraining Carboniferous Tidal Currents using Bedforms in Tidal Rhythmites 

Jennifer Hewitt, Jaco Baas, Justyna Bulawa, Amy Ewing, Brennan O'Connell, and Mattias Green

A novel methodology shows that the dimensions of current ripples within tidal rhythmites can be used as a proxy for tidal current velocity, allowing us to contribute to the validation of numerical tidal model simulations. Our understanding of changing tides through geological history is facilitated by tidal simulations, which are generally poorly constrained due to the limited availability of proxy data. We aim to rectify this by developing a new type of geological proxy for tides based on sedimentary textures and structures, as bedforms are widely reported but uncommonly measured in the literature. The Carboniferous is a particularly data-rich time period with globally abundant tidal lithofacies including tidal rhythmites; successions of rhythmically alternating coarser and finer layers which can be used to describe tidal cyclicity, changes in the Earth – Moon system, and palaeoenvironmental conditions. Using data collected from a previously unstudied succession of Late Carboniferous (318 Ma) tidal rhythmites in Pembrokeshire, South Wales, UK, and empirical relationships identified through a series of flume studies in the literature, we deducted that the current ripples in our studied outcrop were formed at tidal flow velocities ranging between 0.28 and 0.34 m s-1. The latest palaeogeographical reconstructions depict South Wales as entirely continental, however the studied section revealed evidence of deposition in a shallow-marine palaeoenvironment. Identifying these palaeoenvironmental inaccuracies such as these allows us to rectify the palaeogeographical reconstructions; once tuned, the numerical tidal model simulation matched well with our proxy results. These promising findings demonstrate proof-of-concept of utilising bedforms as a proxy for palaeotides as well as its feasibility to validate tidal model simulations of other geological time periods and areas.  

How to cite: Hewitt, J., Baas, J., Bulawa, J., Ewing, A., O'Connell, B., and Green, M.: A Novel Approach to Constraining Carboniferous Tidal Currents using Bedforms in Tidal Rhythmites, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5618, https://doi.org/10.5194/egusphere-egu23-5618, 2023.

EGU23-5657 | ECS | Orals | SSP2.2

Planktonic Foraminiferal δ13Corg as a novel proxy for Carbon Cycling 

Tommaso Paoloni, Babette Hoogakker, Helen Grant, Patrick Keenan, and Helliot Hamilton

It has been hypothesized that lower atmospheric CO2 concentrations and lower temperatures during glacial times caused the enrichment of carbon isotopes of particulate organic material (δ13Corg-POM) produced in the surface ocean. Some downcore measurements of organic carbon isotopes of bulk sediments show such a trend, however, others do not. The lack of a coherent picture could be due to issues relating to the bulk sediments, including diagenetic alteration, the nature of the organic material, input of allochthonous material, and sediment redistribution.

Recent work by Hoogakker et al. (2022) shows that planktonic foraminifera-bound organic carbon δ13C values (δ13CFBOM) are remarkably similar to those of δ13Corg-POM. Here we present the first down-core organic carbon isotope record of planktonic foraminifera-bound organic carbon (δ13CFBOM) from the Southern Ocean (ODP Site 1088), to test for a glacial enrichment in δ13Corg-POM. The samples (Globigerina bulloides, Globorotalia truncatulinoides, and G. inflata) cover the last 20,000 years.

Our δ13CFBOM results show a slight positive trend toward the Last Glacial Maximum (LGM), in accordance with the hypothesized δ13Corg-POM trend, but not to the extent as shown in some bulk sediments from more tropical latitudes. We discuss our results in the context of predicted past δ13Corg-POM using ice core atmospheric pCO2 concentrations, G. bulloides calcification DIC (from inorganic carbon isotopes), and temperature (using Mg/Ca). 

How to cite: Paoloni, T., Hoogakker, B., Grant, H., Keenan, P., and Hamilton, H.: Planktonic Foraminiferal δ13Corg as a novel proxy for Carbon Cycling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5657, https://doi.org/10.5194/egusphere-egu23-5657, 2023.

EGU23-5912 | Posters on site | SSP2.2

A comparison study of Mg/Ca-, alkenone- and TEX86-derived temperatures for the Brazilian Margin during Marine Isotope Stages 6–5 

André Bahr, Andrea Jaeschke, Alicia Hou, Christiano M. Chiessi, Ana Luiza Spadano Albuquerque, Janet Rethemeyer, and Oliver Friedrich

The reconstruction of accurate sea-surface temperatures (SST) is of utmost importance due to the central role of the ocean in the global climate system. Yet SST-proxies might be influenced by a number of environmental processes that may potentially bias the accurate reconstruction of the target variable. Here, we investigate the fidelity of SST reconstructions for the Western Tropical South Atlantic (WTSA) for Marine Isotope Stages (MIS) 6–5, utilizing a core collected off eastern Brazil at ~20°S. This interval was selected as previous SST estimates based on Mg/Ca ratios of planktic foraminifera suggested a peculiar pooling of warm surface waters in the WTSA during MIS 6 despite glacial boundary conditions. To ground-truth the Mg/Ca-based SST data we generated SST reconstructions from the same core using both, alkenone and TEX86 paleothermometers. Comparison with alkenone-based temperature estimates corroborate the previous Mg/Ca-based SST reconstructions, supporting the presumed warm-water anomaly during MIS 6. In contrast, while core top samples indicate that TEX86-derived temperatures represent annual mean SST, the TEX86-derived paleo-temperatures are up to 6°C colder than Mg/Ca- and alkenone-based SST reconstructions. We interpret the periods of anomalously cold TEX86-temperatures as a result of a vertical migration of the TEX86 producers (heterotrophic marine Thaumarchaeota) to deeper water depths in response to an increase in food availability during phases of enhanced fluvial suspension input.

How to cite: Bahr, A., Jaeschke, A., Hou, A., Chiessi, C. M., Spadano Albuquerque, A. L., Rethemeyer, J., and Friedrich, O.: A comparison study of Mg/Ca-, alkenone- and TEX86-derived temperatures for the Brazilian Margin during Marine Isotope Stages 6–5, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5912, https://doi.org/10.5194/egusphere-egu23-5912, 2023.

The ~1800–800 Ma period is known as the 'Boring Billion (BB)' because of the relative stasis of the carbon isotope record during this time. However, geochemical data from the Paleo-Mesoproterozoic strata deposited in different areas indicate heterogeneity and complexity of the oxygen contents in the oceans, which hampers paleoenvironmental reconstructions from this period. In addition, very little research has been carried out on the Palaeoproterozoic strata of the North China Craton (NCC). In this study, we report analyses of U-Pb isotopes, elemental abundances, Fe speciation, and molecular markers from the Huangqikou formation in the northwestern part of the Ordos Basin (OB), NCC. The Huangqikou formation was deposited in the rift valley at about 1736 Ma. Our new data, combined with previous analyses, suggest that the warm and humid depositional environment of the Huangqikou formation in the Helanshan area evolved from a marine foreshore setting to a marine backshore setting, with increasing degree of seawater hypoxia. But a relatively oxygenated environment corresponded to the lower part. On the other hand, the Huangqikou formation in the Zhuozishan area evolved from a terrestrial deltaic environment to a marine foreshore environment, with cumulatively reducing conditions. This study points out that the late Paleoproterozoic strata deposited in the western part of the NCC might mainly formed in reduced seawater. But some degree of oxidation had occurred in the surface water during this period, which proves the oxygenation of the surface environment during the early period of Earth evolution.

How to cite: Ma, Q., Zhou, Y., and Zerkle, A.: Sea water chemistry in the late Paleoproterozoic: Insight from the Huangqikou formation, western part of the North China Craton, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5965, https://doi.org/10.5194/egusphere-egu23-5965, 2023.

EGU23-6265 | ECS | Posters virtual | SSP2.2

Geochemical and palynological analyses of the Shivee Ovoo coal deposit (Choir-Nyalga basin, Central Mongolia)-palaeoclimatic implications 

Nyamsambuu Odgerel, Niiden Ichinnorov, Hitoshi Hasegawa, Bat Orshikh Erdenetsogt, Luvsanchultem Jargal, and Sukhbat Purevsuren

The Shivee Ovoo is one of the big industrial mine of continental Choir-Nyalga basin in central Mongolia. The depositional environment and petroleum source rock potential of major coal-bearing strata in the Choir-Nyalga basin has been studied (Erdenetsogt et al., 2009, 2022), and age of the deposits (Khukhteeg Formation) has been assigned to Aptian-Albian on the basis of radiometiric age of intercalated tuff  (Hasegawa et al. 2018). We carried out a geochemical and palynological study on 10 samples (47 m mine wall) collected from Shivee Ovoo.

Geochemical analysis completed for major, trace, and rare earth elements (REE) in the SGS laboratory in Mongolia. Palynological study was carried out at the Basic Research Laboratory of National University of Mongolia. Fossil palynomorphs were investigated by LM using single grain technique (Hesse et al., 2009). As a result of geochemical analysis of major oxides, SiO2   hasthe highest content with 44.2%-66.9%. Following this Al2O3 (16.24%-19.14%), K2O (1.03%-4.09%) and TFe2O3 (total iron) (1.75%-3.36%) are the second most abundant oxides. The rest of the oxides (MgO, Na2O, P2 O5, MnO, CaO and TiO2) have concentration of less than 2.31%. The Al/Si ratio was between 0.26-0.41, SiO2 is related with quartz. The chemical weathering parameter CIA varies 71.3-81.6, with an average of 78.97, showing intermediate chemical weathering. Also, the Zr/Rb ratio 0.93 it can be seen the hydrodynamic force was weak. Generally, V/Cr:1.18, U/Th: 0.4, δU:1.68 implies oxidation environment. All weathering parameters show oxidation environment during sedimentation indicating that the paleoclimate is a warm and humid.

Palynological data,  6 of the 10 samples contain rich palynological fossils providing important information on the paleovegetation and paleoclimates. Sporomorph plants in the Khukhteeg formation contain 23 genera, 32 species. The palynological percentages of plants Cyathidites 32%, Baculatisporites 20%, Osmundacidites 11.1%, Gingkocycadopites 11%. Dominant plants mainly belong to the Filicales of the ferns represented by Osmundacidites and Dicksoniaceae. The plants 63.1% grow swamps, wet valleys, subtropical temperate zones. This palynological and geochemical data indicate that the at 47m depth Khukhteeg formation had a warm subtropical climate was at that time.

REFERENCES

Erdenetsogt, B. O., Lee, I., Bat-Erdene, D., & Jargal, L. (2009). Mongolian coal-bearing basins: geological settings, coal characteristics, distribution, and resources. International Journal of Coal Geology80(2), 87-104.

Erdenetsogt, B. O., Hong, S. K., Choi, J., & Lee, I. (2022). Depositional environment and petroleum source rock potential of Mesozoic lacustrine sedimentary rocks in central Mongolia. Marine and Petroleum Geology140, 105646.

Hasegawa, H., Ando, H., Hasebe, N., Ichinnorov, N., Ohta, T., Hasegawa, T., Yamamoto, M., Li, G.,  Erdenetsogt, B-O., Ulrich, H., Murata, T.,  Shinya, H.,  Enerel, G., Oyunjargal, G., Munkhtsetseg, O., Suzuki,N., Irino, T.,  Yamamoto, K., (2018). Depositional ages and characteristics of Middle–Upper Jurassic and Lower Cretaceous lacustrine deposits in southeastern Mongolia. Island Arc. 2018; e12243. 17 https://doi.org/10.1111/iar.12243

Hesse, M., Halbritter.H., Zetter, R., Weber, M., Buchner, R., Frosch-Radivo,A. & Ulrich,S. (2009). Pollen terminology-an illustrated handbook. Wein: Springer.

 

How to cite: Odgerel, N., Ichinnorov, N., Hasegawa, H., Erdenetsogt, B. O., Jargal, L., and Purevsuren, S.: Geochemical and palynological analyses of the Shivee Ovoo coal deposit (Choir-Nyalga basin, Central Mongolia)-palaeoclimatic implications, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6265, https://doi.org/10.5194/egusphere-egu23-6265, 2023.

EGU23-6929 | Posters on site | SSP2.2

Aspects of the geomorphology of the Late Palaeozoic glaciated landscape of Namibia as revealed by photogrammetry 

Daniel Le Heron, Christoph Kettler, Pierre Dietrich, Neil Griffis, Isabel Montañez, and Ricarda Wohlschlägl

The geometry of unconformities carved by deep time ice sheets is often obscured and restricted by discontinuous exposure, or outcrop conditions that do not readily permit the examination of glacial unconformities (for example, steeply dipping strata). Here, we present new uncrewed aerial vehicle (UAV) data from selected outcrops across northern, central and southern Namibia to shed new light on the nature of the basal Dwyka unconformity. This includes the onlap relationship of basal diamictites onto the Gomatum palaeo-fjord system in northern Namibia, highly complex mapped ice flow orientations elsewhere in the northern Kaokoveld, previously undiscovered grooves along the Fish River area, and a spectacular set of subglacial grooves along the border with South Africa along the Orange River. In the latter two cases, photogrammetric methods integrating orthophotos and digital elevation models reveal the presence of subglacial grooves for the first time, since the features are too subtle to observed using conventional approaches at outcrop. Furthermore, subglacial grooves often show different orientations to striations and fabrics measured in overlying diamictites, raising fresh questions about the nature of small-scale flow variations beneath Late Palaeozoic ice sheets.

How to cite: Le Heron, D., Kettler, C., Dietrich, P., Griffis, N., Montañez, I., and Wohlschlägl, R.: Aspects of the geomorphology of the Late Palaeozoic glaciated landscape of Namibia as revealed by photogrammetry, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6929, https://doi.org/10.5194/egusphere-egu23-6929, 2023.

EGU23-7230 | ECS | Posters on site | SSP2.2

Late Paleozoic glaciated landscape in northern Africa as an outstandingly well-preserved analogue to Quaternary deglaciated areas 

Ricarda Wohlschlägl, Christoph Kettler, Daniel Le Heron, and András Zboray

The Ennedi sandstone plateau in Chad in north-central Africa exposes an outstanding example of an ice stream paleo-landscape that is of Paleozoic age. This assemblage of paleo-glacial structures is of comparable quality to that found in Quaternary deglaciated landscapes. A wide range of exceptionally well-preserved proglacial, ice-marginal and subglacial features are visible due to the absence of vegetation in the desert environment. Paleo-ice stream pathways contain swarms of large-scale glacial lineations distributed over the whole plateau that tell the story of a dying ice sheet during the late Paleozoic. A putative grounding zone wedge within a paleo-ice stream pathway allows the position of the former coastline to be reconstructed as it is assumed that ice streams terminated into a former ocean basin. Based on the convex topography and its position orthogonal to the large-scale glacial lineations, we present the first geomorphological interpretation of a grounding zone wedge in the Paleozoic record. Additionally, a unique system of inverted channel sediments in close proximity to glacial structures might record different phases of meltwater release during ice retreat. In summary, the Ennedi paleo-glacial landscape provides an excellent natural laboratory to understand the spatial relationship between subglacial, ice-marginal and proglacial components of a former ice sheet, with emphasis on exceptional outcrop quality that can be used to further our understanding of some Quaternary glaciated landscapes.

How to cite: Wohlschlägl, R., Kettler, C., Le Heron, D., and Zboray, A.: Late Paleozoic glaciated landscape in northern Africa as an outstandingly well-preserved analogue to Quaternary deglaciated areas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7230, https://doi.org/10.5194/egusphere-egu23-7230, 2023.

EGU23-7618 | ECS | Posters virtual | SSP2.2

Disentangling regional and global signatures from benthic foraminifera records during the Late Miocene-Early Pliocene Biogenic Bloom (IODP Site U1506 and ODP Site 1085) 

Maria Elena Gastaldello, Claudia Agnini, Thomas Westerhold, Anna Joy Drury, Rupert Sutherland, Michelle K. Drake, Adriane R. Lam, Gerald R. Dickens, Edoardo Dallanave, Stephen Burns, and Laia Alegret

The Late Miocene-Early Pliocene Biogenic Bloom (~ 9-3.5 Ma) is a paleoceanographic event defined by anomalously high marine biological productivity and associated with changes in the marine carbon cycle. Marine sedimentary records in the Indian, Pacific, and Atlantic oceans, point to a significant increase in primary productivity across low-latitude oceanic regions maintained for several millions of years. Surface primary productivity is typically limited by the availability of nutrients; whose residence times are fairly short in the global ocean. Therefore, the global nature and the multimillion years duration of the Biogenic Bloom make this event a paleoceanographic puzzle. Two main explanations for these anomalously high productivity conditions have been proposed: a major redistribution of nutrients triggering an intensification of regional upwelling; or an absolute increase of nutrients delivery to the oceans. We investigated the Biogenic Bloom at IODP Site U1506 (Tasman Sea, southwest Pacific Ocean, 1505 m water depth) and at ODP Site 1085 (Cape Basin, southeast Atlantic Ocean, 1713 m water depth). For these sites we generated implemented age models and quantitative benthic foraminiferal records across an interval spanning from the Tortonian (Late Miocene) to the Zanclean (Early Pliocene). The benthic foraminiferal assemblage analysis shows that the Biogenic Bloom was a complex, multiphase event rather than a single uniform period of sustained high marine water productivity. Both sites record changes that can be interpreted in terms of modification of productivity conditions. Intervals with low diversity and abundant opportunistic and phytodetritus exploiting taxa (PET) are indicative of transient pulsed food supply, high oxygen levels, and oligotrophic conditions. Intervals characterized by increased diversity, higher relative abundance of uvigerinids and buliminids, and relative lower abundance of PET instead suggest lower oxygen and /or more eutrophic conditions. However, the two sites show a different taxonomic composition of the benthic foraminiferal assemblages. The dominating PET comprise distinct species at different the study sites, with Globocassidulina crassa and Globocassidulina subglobosa displaying high abundance at Site U1506, and Epistominella exigua and Alabaminella weddellensis at Site 1085. While showing common features, the Biogenic Bloom is also characterized by unique regional responses at different study sites which highlight the need for further high-resolution records to provide global mechanisms and dynamics for the Biogenic Bloom event.

Acknowledgments

The authors acknowledge funding from University of Padova DOR grant, CARIPARO Foundation Ph.D. scholarship, Fondazione Ing. Aldo Gini scholarship, and Spanish Ministry of Economy and Competitiveness and FEDER funds (PID2019-105537RB-I00).

How to cite: Gastaldello, M. E., Agnini, C., Westerhold, T., Drury, A. J., Sutherland, R., Drake, M. K., Lam, A. R., Dickens, G. R., Dallanave, E., Burns, S., and Alegret, L.: Disentangling regional and global signatures from benthic foraminifera records during the Late Miocene-Early Pliocene Biogenic Bloom (IODP Site U1506 and ODP Site 1085), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7618, https://doi.org/10.5194/egusphere-egu23-7618, 2023.

EGU23-7830 | ECS | Posters on site | SSP2.2

Carbon and nitrogen isotope stratigraphy of the Cambrian SPICE record in the UK 

Francesca Warren, Darren R. Gröcke, Martin Smith, and Matthias Sinnesael

Carbon isotope fluctuations have been determined globally within the late Cambrian with particular focus on the Steptoean Positive Carbon Isotope Excursion (SPICE) and the negative Hellnmaria-Red Tops Boundary/Top of the Cambrian Excursion (HERB/TOCE). These events correspond to global anoxia/euxinia, increased global weathering of organic rich material and a shift in dissolved inorganic carbon availability. We have extended our knowledge of SPICE and HERB/TOCE in the UK by conducting coupled carbon and nitrogen isotope analysis of cores (Merevale 1, 3) and quarry samples from Warwickshire (Oldbury Quarry). Our organic δ13C record replicates the changes previously published for SPICE in other global records. The bulk sediment δ15N record reveals a rapid positive excursion at the start of SPICE followed by a gradual decline through the remaining SPICE interval. We interpret the δ15N record as reflecting expansion of the oxygen minimum zone into the upper water column and replacing nitrification with denitrification processes. Denitrification is also supported during the SPICE interval from previously published iron-speciation data from the same cores. The negative δ13C HERB/TOCE record is coupled with a more subtle δ15N positive excursion. There is a paucity of organic carbon isotope records through this time interval, and hence a lack of global comparability is possible. The shift in δ13C and δ15N, coupled with changes in redox conditions in Cambrian oceans may also reflect biological shifts between red and green phytoplankton superfamilies making up the upper water column community. Additional research on organic carbon, nitrogen and redox proxies are required to ascertain the link between phytoplankton superfamily dominance, species richness, diversity and/or the onset of the Phytoplankton Revolution and the Great Ordovician Biodiversity Event.

How to cite: Warren, F., Gröcke, D. R., Smith, M., and Sinnesael, M.: Carbon and nitrogen isotope stratigraphy of the Cambrian SPICE record in the UK, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7830, https://doi.org/10.5194/egusphere-egu23-7830, 2023.

EGU23-8260 | ECS | Posters on site | SSP2.2

Climatic differences between Estonia and Svalbard during the second half of the Holocene 

Katre Luik and Hannes Tõnisson

This overview compares various environmental publications to find out the contrasts and similarities in climatic conditions in the last 6000 years in Estonia and Svalbard.

Both regions with their geographical differences are sensitive to climate change, Estonia on the meeting borderline with maritime and continental air masses and Svalbard at the end of the North Atlantic Cyclone track with very changeable climatic conditions. The study aims to find out how the colder and warmer periods differ in the larger time scale such as the Middle and Late Holocene.

The Holocene in Estonia and Svalbard experienced dramatic climate changes including several cold and warm episodes.  A variation of paleoclimatic records was compared with other geological proxies (lake sediments, glaciers, pollen, coastal and dune belt formation data presented in scientific publications) and a good correspondence between cold and warm climate periods was found in both areas. 

The climate conditions were warm and dry during the Middle Holocene with step wise cooling, no glacigenic input in Svalbard, water level in Estonian lakes extremely low; abrupt decrease in temperature appeared around 4000 BP and 2500 BP in both areas. Approximately 4500 years BP, North Atlantic Oscillation (NAO) changed its phase from primarily positive NAO conditions to weakly positive NAO roughly for the next 2500 years. Around 4000 BP dry conditions changed to humid in Estonia and remained so for a thousand years (broad-leaved trees declined and pine forests became dominant approximately 3000 BP; stormy period ∼3300 - 3000 BP recorded in ancient beach formations), the climate likely shifted towards maritime; in Svalbard more intense precipitation stages were recorded in lakes runoff ∼3150 – 3000 BP. The next 2000 years the temperature appeared stabilised, Estonia mostly dry (more continental climate again) with a strong storm period characterised by large beach ridges  in the NW of the country formed ∼2300 - 2000 BP, Svalbard cool and moist with possible glacier advance around 2000 BP and a 400-year humid phase in 1600 - 1350 BP. The Little Ice Age (LIA) occurred around 600 - 100 BP in Svalbard and 500 - 200 BP in Estonia. During the LIA, precipitation and storminess increased in Svalbard whereas the Estonian climate turned more continental (dry and cool) with prevailing northern storms, clearly reflecting in the morphology and shape of dunes formed during this period.

Despite the distinct climatic conditions between Estonia and Svalbard there's no major differences in climate in the last 6000 years, still some noticeable shifts occur. Several detectable changes taking place in both areas were noticed around 3300 - 3000 BP: weaker NAO+ phase, humid conditions in Svalbard, exceptionally stormy period in Estonia followed by explicit changes in dominant tree species. During LIA more continental climate was dominating in Estonia while maritime influence was increasing in Svalbard. Similar opposite  shifts in the past cannot be ruled out and need further investigations and more precise dating information. 

How to cite: Luik, K. and Tõnisson, H.: Climatic differences between Estonia and Svalbard during the second half of the Holocene, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8260, https://doi.org/10.5194/egusphere-egu23-8260, 2023.

EGU23-8719 | ECS | Orals | SSP2.2

Extraterrestrial 3He-based reconstruction of sedimentation rates across the Paleocene-Eocene transition at ODP Site 1209 (North Pacific) 

Nicolas Pige, Guillaume Suan, Pierre Henri Blard, and Emanuela Mattioli

Numerous hyperthermal events have been documented through the Paleocene-Eocene transition. The best known hyperthermal event is the Paleocene-Eocene Thermal Maximum (PETM; around 56Ma), a period that led to surface and bottom water warming of about 5°C within a few millennia at tropical latitudes. It is therefore considered as one of the best analogues of current global warming. The PETM is also characterized by an abrupt 3-4 per mil negative δ13C excursion in deep marine core sediments and by a thin clay-rich layer associated with the PETM onset, most often interpreted as carbonate dissolution due to the shoaling of the CCD. The duration represented by these clays and carbonates is of peculiar interest to constrain the exported carbonate production dynamics of surface ocean and its dissolution throughout the water column. This is key to produce realistic carbon budgets across hyperthermal events.

To this end, we generated a new 4 Ma (57.5-53.5) record of extraterrestrial 3He-derived sedimentation rates from pelagic sediments recording at least 10 hyperthermal events at ODP Site 1209 (North Pacific). Our main results indicate that carbonate sedimentation dropped drastically during the PETM onset (minimum of 0.02 cm/ka) and recovered rapidly during the recovery phase of the event (around 0.7 cm/ka). Surprisingly, the sedimentation rate is low (0.3 cm/ka) after the recovery until the Eocene Thermal Maximum 2 (ETM2; around 54Ma). After this major event, the sedimentation rate increased abruptly (0.7 cm/ka) over the last 500 ka of the studied interval due to the overabundance of Zygrhablithus bijugatus a large rod-shaped nannofossil whose ecology is poorly understood yet.

Comparisons between the new record of extraterrestrial 3He-derived sedimentation rate and dissolution proxies from this and previous studies lead us to challenge the widely accepted model previously proposed for hyperthermal events, which assumes that the CaCO3 accumulation is mainly controlled by dissolution.

How to cite: Pige, N., Suan, G., Blard, P. H., and Mattioli, E.: Extraterrestrial 3He-based reconstruction of sedimentation rates across the Paleocene-Eocene transition at ODP Site 1209 (North Pacific), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8719, https://doi.org/10.5194/egusphere-egu23-8719, 2023.

EGU23-8831 | Orals | SSP2.2

Sea surface temperature evolution of the North Atlantic Ocean across the Eocene-Oligocene Transition 

Kasia K. Sliwinska, David K. Hutchinson, Devika Varma, Tirza Weitkamp, Emma Sheldon, Diederik Liebrand, Helen K. Coxall, Agatha M. de Boer, and Stefan Schouten

When a permanent ice cap developed on Antarctica during the Eocene–Oligocene transition (EOT; ~34.44 to 33.65 million years ago (Ma)), Earth witnessed a transition from a greenhouse towards a glacially driven climate. Evidence of high-latitude cooling and increased latitudinal temperature gradients across the EOT has been found in both marine and terrestrial environments. However, the timing and magnitude of temperature change in the North Atlantic remains poorly constrained.

Here, we used two independent organic geochemical palaeothermometers derived from (i) alkenones and (ii) Glycerol Dialkyl Glycerol Tetraether (GDGT) lipids, to reconstruct sea surface temperature (SST) evolution across the EOT from the southern Labrador Sea (Sites: ODP 647 and DSDP 112). In the Labrador Sea alkenones do not appear until the earliest Oligocene (both sites) while GDGT lipids (analysed in Site 647 only) provides a well-constrained temperature record across the EOT.  

Our SST records provide the most detailed record for the northern North Atlantic through the 1 Myr leading up to the EOT onset, and reveals a distinctive cooling step of ~3 ºC (from 27 to 24 ºC), between 34.9 and 34.3 Ma, ~500 kyr prior to Antarctic glaciation. This cooling step, when compared visually to other SST records, is asynchronous across North and South Atlantic sites. This illustrates a considerable spatiotemporal variability in SST evolution in the northern sector of the North Atlantic and the Norwegian-Greenland Sea. Overall, the cooling step fits within a phase of general SST cooling recorded across sites in the North Atlantic in the 5 Myr interval bracketing the EOT.

We used a modelling study (GFDL CM2.1) to try and reconcile the observation of pre-EOT cooling with the hypothesis that Atlantic Meridional Overturning Circulation (AMOC) switched on or intensified on the lead up to the EOT, which would be expected to have warmed the North Atlantic region. Results suggest that a reduction in atmospheric CO2 from 800 to 400 ppm may be sufficient to counter warming from an AMOC start-up. In the model, the AMOC start-up is initiated during closure of the Arctic–Atlantic gateway.

While the model simulations applied here are not yet in full equilibrium, and the experiments are idealized, the results, together with the proxy data, highlight the heterogeneity of basin-scale surface ocean responses to the EOT thermohaline changes, with sharp temperature contrasts expected across the northern North Atlantic as positions of the subtropical and subpolar gyre systems shift in response to climatic and oceanic adjustments.

How to cite: Sliwinska, K. K., Hutchinson, D. K., Varma, D., Weitkamp, T., Sheldon, E., Liebrand, D., Coxall, H. K., de Boer, A. M., and Schouten, S.: Sea surface temperature evolution of the North Atlantic Ocean across the Eocene-Oligocene Transition, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8831, https://doi.org/10.5194/egusphere-egu23-8831, 2023.

EGU23-10010 | ECS | Orals | SSP2.2

Alkenones confirmed in sediments from high southern latitudes during the Cretaceous and Paleocene: results from the Transkei Basin (IODP Site U1581) 

Kelsey Doiron, Simon Brassell, Peter Bijl, Thomas Wager, Jens Herrle, Gabriele Uenzelmann-Neben, Steven Bohaty, and Laurel Childress and the Expedition 392 Science Party

Preliminary examination of the biomarker composition of Paleocene to Campanian (~63-74 Ma) organic-rich sediments recovered from the Transkei Basin (Hole U1581B; 35° 41’S, 29° 39’E), offshore South Africa, during IODP Expedition 392 reveals suites of alkenones and alkyl alkenoates derived from haptophyte algae. This discovery augments evidence for the temporal continuity of their occurrence since the early Aptian and expands their paleogeographic range to high southern latitudes (~60°S) during the Cretaceous and Paleocene. In addition, the similarity of alkenone distributions between Maastrichtian and Danian samples suggests a conformity in the biosynthetic pathways for their production across the K/Pg boundary likely attesting to the survival of their source haptophytes and recovery after the extinction event. Alkenone distributions in the Transkei Basin sediments are dominated by series of C37 to C40 diunsaturated components and remain broadly consistent throughout the Cretaceous to Paleocene stratigraphic  succession. The presence of both the C38 alkadien-2-one and C39 alkadien-3-one represents the earliest recognition of these compounds thereby extending the advent for biosynthesis of both methyl and ethyl alkenones to the Campanian (~74 Ma). These sediments also contain C37 methyl and both C38 and C40 ethyl alkadienoates. No C37, C38 or C39 triunsaturated alkenones were detected in the Paleocene through Campanian succession but minor amounts of a C40 alkatrien-3-one were confirmed in Cretaceous samples based on its elution time and diagnostic mass spectrum. This finding raises the question why only the C40 triunsaturated component is observed, coupled with pervasive evidence that C37 to C39 triunsaturated alkenones emerge after the Early Eocene Climatic Optimum (EECO). Among extant haptophytes, C40 alkenones occur in species within phylogenic Group II, notably Isochrysis, but are absent in extant marine species comprising phylogenic Group III. These observed distributions of alkenones in the marine realm can be best explained as evidence for contributions from both Isochrysidaceae and Noelaerhabdaceae following their divergence in the early Cretaceous.  

How to cite: Doiron, K., Brassell, S., Bijl, P., Wager, T., Herrle, J., Uenzelmann-Neben, G., Bohaty, S., and Childress, L. and the Expedition 392 Science Party: Alkenones confirmed in sediments from high southern latitudes during the Cretaceous and Paleocene: results from the Transkei Basin (IODP Site U1581), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10010, https://doi.org/10.5194/egusphere-egu23-10010, 2023.

EGU23-10905 | Posters on site | SSP2.2

Tracking climate changes in the Gulf of California and the Eastern Tropical Pacific Ocean during the past 18,000 yr 

Ligia Perez-Cruz, Mauricio Velázquez-Aguilar, Andrea Lefranc-Flores, Abdel Siffedine, and Jaime Urrutia-Fucugauchi

The location, sedimentology, and oceanographic characteristics of the southern Gulf of California make it suitable for investigating the Quaternary climate changes of the Eastern Tropical Pacific Ocean (ETPO). We investigate changes in precipitation, ocean patterns and variations in paleoproductivity in the Eastern Tropical Pacific Ocean related to insolation, migrations, and dynamics of the of Intertropical Convergence Zone (ITCZ), the North America Monsoon (NAM), and inter-hemispheric teleconnections. Proxy records are obtained from sediments in the marginal Alfonso Basin, situated in the southwestern sector of the Gulf of California near its junction with the Pacific Ocean. The age model was based on eleven radiocarbon dates, the MARINE 20 calibration curve, and a reservoir age of 253 + 18 years. 
High-resolution records of elemental geochemistry, magnetic properties, and radiolarian assemblages are used to track climate changes in the tropical climate system at millennial and centennial time scales over the past 18,500 yr. Geochemical and magnetic proxies revealed an increase of precipitation at  ~17,500 and 16,536 yr, in the Bolling Allerod (from ~14,988 to 14,057 yr), and during the early Holocene. Humid conditions predominated between ~7,404 and 5,200 cal yr BP. Records indicate a climatic shift at ~4,860 cal yr BP, suggesting increased aridity and the strength of winds to continue through the late Holocene. Roughly 4000 cal yr BP the productivity increased as a result of the intensification of the winds. Paleoprecipitation changes are associated with ITCZ latitudinal migration and the NAM responding to insolation changes during the Holocene. Aeolian and fluvial inputs, marked by variations in Ti, K, Fe, Zr/Ti and magnetic properties, indicate that precipitation-controlled changes in summer monsoon rainfall primarily forced terrigenous supply throughout the mid-Holocene. We propose that these conditions arise from the northern hemisphere's high insolation at low latitudes, with the average position of the ITCZ migrating northward. Development of the NAM amplifies the seasonality and promotes increased precipitation during summer seasons. 
During the late Holocene, terrigenous input appears mainly controlled by the intensification of the NW winds. The record indicates a drop-in precipitation and abrupt enhancement of Aeolian activity. 
Radiolarian assemblages reveal the upper layers of two water masses (TSW and GCW), suggesting that the advection of coastal currents and mesoscale features controlled these conditions. The dominance of  Phormostichoartus corbula, Lithomelissa thoracites, and Arachnocorallium calvata, surface dwellers species reveal the Gulf of California Water and relatively high productivity during the BA, and in the transition to the middle to late Holocene, Botryostrobus aquilonaris suggests that during the deglaciation, (~17,468 to 15,426 yr), and at ~12,604 yr the occurrence of the California Current in the Alfonso Basin. Tetrapyle octacantha group represents the dominance of Superficial Tropical Water in the Alfonso basin, associated with conditions of marked stratification in the water column and oligotrophic conditions in the superficial layer during the Holocene Climatic Optimum and the Medieval Warm Period. which fluctuated due to variations in mesoscale gyres and also coastal upwellings off the western coast could contribute.

How to cite: Perez-Cruz, L., Velázquez-Aguilar, M., Lefranc-Flores, A., Siffedine, A., and Urrutia-Fucugauchi, J.: Tracking climate changes in the Gulf of California and the Eastern Tropical Pacific Ocean during the past 18,000 yr, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10905, https://doi.org/10.5194/egusphere-egu23-10905, 2023.

EGU23-11475 | Posters on site | SSP2.2

Effects of the Indian Ocean Monsoon oscillation during the Pleistocene-Holocene transition on the palinomorphic records in the NW Arabian Sea. 

Patricia Rodrigues, Hermann Behling, Gösta Hoffmann, and Wilfried Bauer

The Indian Ocean Monsoon is one of the largest land-ocean coupled events on Earth. Its occurrence is not only of climatic importance but also has a considerable economic impact on the livelihood of people/countries within its coverage zone. The monsoon winds travelling over the Arabian Sea (AS) carry moisture and bring rainfall to the southern part of the Sultanate of Oman and over a broad area of the Indian continent. In addition to rainfall, the monsoon also causes an intense and extensive deep-water upwelling along the coast and offshore of East Africa and the southern Arabian Peninsula. This intense and pronounced upwelling increases the productivity turning the western Arabian Sea into one of the most productive regions in the world.  In this poster we display partial results of a high-resolution study aiming at identifying monsoonal climatic changes recorded in marine sediments from the northwestern Arabian Sea during the late Pleistocene-Mid Holocene. It was carried out on 11 samples taken from an offshore core IODP Leg 117-721A-1H-1-W. An interval from 80 to 30 cm has been selected and samples have been taken every 3 cm.  We show here results obtained from 6 radiocarbon dating together with the study of palynomorphs. The main objective is to qualitatively identify and characterize pollen grains and spores, as well as the non-pollen palynomorphs (NPP) present in the samples, correlating them with other study sites in the AS. In addition, we evaluate their potential as paleoenvironmental indicators. Samples have presented a low number of pollen grains and spore, which has ranged from 3 to 27 identified specimens. The deeper/older samples have presented a higher concentration of pollen grains. However, due to the low content of specimens, quantitative paleoenvironmental conclusion could not be drawn. Nonetheless, non-pollen palynomorphs are relatively abundant throughout samples. Dinocysts represent the most abundant type of NPP, followed by fungi, microscopic remains of algae and others still not identified. Palynological studies carried on the NW Arabian Sea are scarce and NPP identification and characterization have not been done at the study site yet. Therefore, our work presents novelty on recognizing palinomorphic imprints left by Indian Ocean Monsoon oscillation during the transition Pleistocene-Holocene off the Omani coast.

How to cite: Rodrigues, P., Behling, H., Hoffmann, G., and Bauer, W.: Effects of the Indian Ocean Monsoon oscillation during the Pleistocene-Holocene transition on the palinomorphic records in the NW Arabian Sea., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11475, https://doi.org/10.5194/egusphere-egu23-11475, 2023.

EGU23-12410 | Posters on site | SSP2.2

Late Quaternary climate variability in Madagascar and its connection to South-East Africa hydroclimate changes and atmospheric circulation patterns 

Elin Norström, Rienk Smittenberg, Anneli Ekblom, Simon Haberle, and Christos Katrantsiotis

Madagascar is characterized by high climatic heterogeneity and its topography plays a key role in modulating the regional hydroclimate variability in South and East Africa. However, knowledge on past climate of Madagascar very limited, in line with the general scarcity of paleoclimate records from the southern tropics and subtropics. We generated a 26 kyr paleoclimate record from Madagascar, located in the southwestern Indian Ocean spanning the Last Glacial Maximum (LGM) to the late Holocene. In particular, we present a deuterium/hydrogen isotopic ratio of terrestrial leaf waxes (δ2Hwax) from a sediment core taken from the central eastern part of the island near the capital Antananarivo. The δ2H records of both the aquatic and terrestrial plant derived n-alkanes exhibit similar long-term trends implying that they all record changes in the isotopic composition of source water, namely meteoric water that recharges soil and lake waters. In this tropical region, the δ2H variability of precipitation recorded by n-alkanes δ2H is mainly influenced by the amount effect resulting in lower values for periods with high rainfall. We observe five long-term trends: (i) stable and relatively dry conditions during the Last Glacial Maximum (LGM) (ii) gradually wetter conditions from 17.5 ka to 11.5 ka, especially during the Heinrich stadial 1 (HS1) and the Younger Dryas (YD) (iii) an arid interval from 11.5 ka to 8.5 ka, and (iv) a general trend to more humid climate until 3.0 ka, followed by (v) a drier interval until 1.0 ka. The Madagascar climatic signal is opposite to other records from South Africa and East Africa records especially during the YD and early to middle Holocene period. This regional dipole mode is consistent with the modern rainfall anomaly pattern associated with the variability of Mozambique Channel Trough and the migration of austral summer Intertropical Convergence Zone (ITCZ) position as a response to changes in local summer insolation orbital and/or Northern Hemisphere cold events, such as the YD and HS1.

How to cite: Norström, E., Smittenberg, R., Ekblom, A., Haberle, S., and Katrantsiotis, C.: Late Quaternary climate variability in Madagascar and its connection to South-East Africa hydroclimate changes and atmospheric circulation patterns, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12410, https://doi.org/10.5194/egusphere-egu23-12410, 2023.

EGU23-12950 | Orals | SSP2.2

Sulphur isotopes in Permian–Triassic evaporites: an 80‐million‐year record of pyrite burial 

Jack Salisbury, Darren Gröcke, H.D.R. Ashleigh Cheung, Lee Kump, Tom McKie, and Alastair Ruffell

The Permian–Triassic time interval is associated with major perturbations in the biogeochemical cycling of several redox-sensitive elements. In particular, sulphur isotope ratios (δ34S) reveal substantial perturbations in sedimentary sulphates. Despite this, few studies utilise this δ34S variability for long-term high-resolution correlation. Through the sulphur isotope analysis of sedimentary evaporites of the Staithes S-20 borehole (northeast England), we have generated the most stratigraphically complete evaporite sulphur isotope (δ34Sevap) curve from a single stratigraphic section for the late Permian to Late Triassic. The Staithes S-20 record and its comparison with the global δ34Sevap curve demonstrate the utility of sulphur isotope data for stratigraphic correlation and dating, especially evaporite bearing sequences. The δ34Sevap data for the late Permian to Late Triassic were incorporated into a biogeochemical box model to yield estimates for the pyrite burial flux with time. We propose three significant pyrite burial events (i.e. PBEs) throughout the Triassic. Our model outputs predict a major increase in pyrite burial over the Permian/Triassic boundary, possibly driven by Siberian Traps volcanism. After ~10 million years, the pyrite burial flux achieves relative stability until the latest Triassic.  

How to cite: Salisbury, J., Gröcke, D., Cheung, H. D. R. A., Kump, L., McKie, T., and Ruffell, A.: Sulphur isotopes in Permian–Triassic evaporites: an 80‐million‐year record of pyrite burial, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12950, https://doi.org/10.5194/egusphere-egu23-12950, 2023.

EGU23-13034 | ECS | Posters on site | SSP2.2

A Siderian Snowball Earth? Multiscale and interdisciplinary Analyses of the Makganyene Formation, South Africa 

Sabine Wimmer, Daniel P. Le Heron, Marie E. Busfield, and Albertus J.B. Smith

Snowball Earth events, or at least intense glaciations, belong to one of the most important types of events in Earth’s Deep Time climate record. The Siderian (2.45–2.22 Ga) contained several such events, during which a diamictite-dominated succession named the Makganyene Formation was deposited in the Griqualand West Basin, South Africa. By comparison to their younger cousins in the Cryogenian, Siderian diamictites have been subject to comparatively less sedimentological investigation, although they have much potential in terms of reconstructing aspects of paleoclimate and former ice-sheet behaviour. In this study, multiscale and interdisciplinary analyses of both field and core data provide new insights into the sedimentology and deposition of the Makganyene and thereby aspects of its associated glaciation in the Siderian. Outcrop and core descriptions were supplemented by polarised light microscopic and scanning electron microscopic analyses, including element distribution maps for Al, Ca, Fe, Mg, Si and Ti. We propose that the deposits are the record of grounding zone wedge (GZW) deposition at the ice margin, with a contribution of iceberg-rain out, subglacial deposition and localised mass flow deposition playing a role. We show how interdisciplinary perspectives enrich the overall picture and allow a more accurate interpretation of the Makganyene Formation as a glacigenic sediment. 

How to cite: Wimmer, S., Le Heron, D. P., Busfield, M. E., and Smith, A. J. B.: A Siderian Snowball Earth? Multiscale and interdisciplinary Analyses of the Makganyene Formation, South Africa, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13034, https://doi.org/10.5194/egusphere-egu23-13034, 2023.

EGU23-13268 | Posters on site | SSP2.2

Devonian mass extinctions: cumulative or cataclysmic? 

David Bond, Sarah Greene, Jason Hilton, Gilda Lopes, Jing Lu, John Marshall, Ye Wang, Charles Wellman, and Runsheng Yin

The Late Devonian Mass Extinction is the least understood of the ‘Big 5’ extinctions in virtually every aspect: timing, effects and causes - and there is little knowledge of the coupling of events on land and in the ocean. At one extreme, the marine crisis is viewed as a rapid, cataclysmic event at the Frasnian/Famennian boundary (the “Kellwasser Event”) followed by another crisis 13 Myr later (the “Hangenberg Event”). Alternatively, these Late and end-Devonian extinctions are viewed as a cumulative series of minor events, drawn out over the entire Devonian. Our project aims to resolve these through study of the spectacular Devonian sedimentary succession in northern Spain that is both remarkably complete and laterally extensive, providing a transect across an entire Devonian marine shelf from deep marine to near terrestrial environments. We present initial results from Piedrasecha, north of Léon. We analysed 47 samples spanning the Frasnian Nocedo Formation, and the Famennian-Tournasian (Carboniferous) Fueyo, Ermita and Baleas Formations. Combined geochemical and palynological analyses reveal:

1) δ13Corg values are stable around -26‰ through the Frasnian and Famennian prior to a 2‰ negative shift associated with the onset of black mudstones at the base of the Baleas Formation (latest Famennian). This is likely a muted expression of the Hangenberg Event negative δ13Corg excursion.

2) Redox proxies (Th/U, Mo/Al, V/Al and U/Al) indicate bottom waters remained oxygenated until the latest Famennian, when weakly dysoxic (at worst) conditions developed. There is no obvious expression of Kellwasser Event anoxia in this offshore setting, and only a weak manifestation of Hangenberg oxygen restriction.

3) An order of magnitude shift in productivity proxy values (Ba/Al, Ni/Al, Zn/Al and P/Al) in the latest Famennian suggests that the Hangenberg Event is associated with increased primary productivity.

4) Mercury is enriched in the upper Frasnian Nocedo Formation where it withstands normalisation to TOC (Hg/TOC values reach 388 ppb/wt%, similar to those reported for the Upper Kellwasser Horizon elsewhere). This mercury might derive from large igneous province volcanism and is potentially a chemostratigraphic marker for the Kellwasser Event, though we require better stratigraphic control to evaluate this. Significant Hg enrichments (up to 160 ppb) in the latest Famennian Baleas Formation do not withstand normalisation, as TOC reaches 4.7 wt% at this level. The succession is thermally mature and since TOC drops with thermal maturity, Hg/TOC values might be elevated in comparison to original values.

5) Palynomorph assemblages are dominated by simple spores and Geminospora. The latter derives from the Mid-Late Devonian forest tree Archaeopteris. This suggests a rather homogenous vegetation typical of Late Devonian settings where successive extinctions stripped out diversity from terrestrial floras. However, it may be that in this distal section we are sampling spores that have been winnowed during transport. Work on other sections will enable us to test this.

We have sampled 14 further sections providing a complete Devonian succession and with >500 samples in preparation we hope to resolve whether the Late and end-Devonian crises were the result of cumulative stresses, or were indeed cataclysmic events.

How to cite: Bond, D., Greene, S., Hilton, J., Lopes, G., Lu, J., Marshall, J., Wang, Y., Wellman, C., and Yin, R.: Devonian mass extinctions: cumulative or cataclysmic?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13268, https://doi.org/10.5194/egusphere-egu23-13268, 2023.

The distribution of the bryozoans in the shallow-marine-estuarine sediments of the late Early–Late Eocene La Meseta Formation, Seymour Island shows a sharp decline in bryozoan biodiversity between the lower, basal transgressive facies of Telm1 and upper part of the formation (Telm6-7) at the end of Eocene (Hara 2001). In the lowermost part of LMF (Telm1) the cheilostome bryozoans, preserved as internal moulds systematically belonging to buguloids and catenicelloideans, at the present day are widely distributed in the tropical-warm temperate latitudes and deposited in the shallow-water settings (Hara 2015). Within a 2 meters thick interval of the basal transgressive facies of Telm1 unit, the most common are multilamellar colonies, showing a great variety of shapes dominated by celleporiforms and cerioporids.

The middle part of (LMF, Telm4-5) reveal a presence of the microporoideans and disc-shaped lunulitiform - warm-loving, free-living bryozoans. Environmentally, Recent, lunulitids are known to occur in warm, shallow-shelf conditions, at temperatures of 10-29˚C, on coarse, sandy to muddy bottom, what suggest the shallow-water setting for the middle part of the LMF.

10 million years older, the Cape Melville Formation on King George Island dated as Early Miocene is dominated by the infaunal bivalves, which provide a unique fossil record in the Antarctic Peninsula region during the latest Oligocene to earliest Miocene interglacial to glacial transition. Only one bryozoan was described identified as Aspidostoma melvillensis (Hara and Crame, 2004).

The shallow-marine, pectinid-rich biofacies of the Pecten Conglomerate of CIF, Cockburn Island, taxonomically shows the mosaic pattern in occurrence of bryozoan taxa, which are known from the Middle and Late Cretaceous, another originated in the Paleogene, as well as those which are solely common in the Neogene. Exclusively encrusting colony growth-form of the Pliocene biota suggests sedimentation in the shallow-water environment and indicates an interglacial palaeoenvironment of the CIF Formation (Hara & Crame, in revision).

The cold-water geographical distribution of the Recent bryozoans with dominant Neocheilostomatina of Buguloidea and the ascophoran lepraliomorphs of Smittinoidea and Schizoporelloidea, shows a dynamic history of this highly endemic fauna, which evolved over long period of time.

Hara, U. 2001. Bryozoa from the Eocene of Seymour Island, Antarctic Peninsula. Palaeontologia Polonica, In: Palaeontological Results of the Polish Antarctic Expeditions, Part III, 60, 33-156.

Hara U., 2015. Bryozoan internal moulds from the La Meseta Formation (Eocene) of Seymour Island, Antarctic Peninsula. Polish Polar Research, 36: 25-49.

  • Hara and J. A. Crame 2004. A new aspidostomatid bryozoan from the Cape Melville Formation (lower Miocene) of King George Island, West Antarctica. Antarctic Sciences, 16, 319-327.

 

 

How to cite: Hara, U.: Cenozoic bryozoan biota: their palaeoecology and climatic environmental significance  in Antarctic ecosystems , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14043, https://doi.org/10.5194/egusphere-egu23-14043, 2023.

EGU23-14508 | Posters virtual | SSP2.2

Bathyal bivalve assemblages of the eastern Mediterranean record the Early-Middle Pleistocene transition 

Efterpi Koskeridou, Danae Thivaiou, Konstantina Agiadi, Frédéric Quillévéré, Pierre Moissette, and Jean-Jacques Cornée

Molluscs, and among them bivalves, are organisms known for their ability to precisely record paleoenvironmental changes, both in shallow and deep marine settings. When looking into the recent geological past, bivalve assemblages offer information on the climatic changes that have impacted their taxonomic compositions. In the eastern Mediterranean, assemblages of bathyal bivalves are scarce. In order to investigate the impact of climatic changes on deep-water bivalve communities during the Early-Middle Pleistocene Transition, we focus here on two well-dated sections on Rhodes Island (Greece) corresponding to the Lindos Bay Formation. The sections of Lindos and Lardos present a continuous sedimentation of fine, marly sediments, and cover the Marine Isotopic Stages (MIS) 32 to 18. A total of 15 samples were analysed, resulting in the recovery of 31 species of bathyal bivalves. The depositional depths of these samples are estimated to be between 150 and 500 m. All samples are dominated by Protobranch bivalves, with the larger diversity found in families Nuculanidae and Yoldiidae. Three species, found only in cool intervals, are now extinct: Ledella nicotrae, Katadesmia confusa, and Pseudoneilonella pusio. Differences in sample composition are thought to be due mainly to climatic rather than bathymetric conditions. Although the associations in most MIS are similar to those found in the Italian Pleistocene deposits, those of the MIS 21 interglacial (Nucula nucleusSaccella commutataCyclopecten hoskynsiLimea crassa) and the MIS 20 glacial (Saccella commutataBathyspinula excisaYoldiella curtaBathyarca spp.) are new for the Mediterranean region. These results imply that there were significant changes in bathyal bivalve associations during the climatic transitions of the Early-Middle Pleistocene and that modern bathyal associations of bivalves have been stabilized after the Middle Pleistocene.

How to cite: Koskeridou, E., Thivaiou, D., Agiadi, K., Quillévéré, F., Moissette, P., and Cornée, J.-J.: Bathyal bivalve assemblages of the eastern Mediterranean record the Early-Middle Pleistocene transition, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14508, https://doi.org/10.5194/egusphere-egu23-14508, 2023.

EGU23-14596 | ECS | Orals | SSP2.2

Multiproxy constraints on recovery processes during the hyperthermal Toarcian Oceanic Anoxic Event 

Alicia Fantasia, Thierry Adatte, Jorge E. Spangenberg, Emanuela Mattioli, Marcel Regelous, Christian Salazar, Romain Millot, Stéphane Bodin, Thomas Letulle, Mikhail Rogov, and Guillaume Suan

Extreme and rapid climatic and environmental perturbations have punctuated Earth history. The causes and consequences of these past global-change events are relatively well constrained, but how the system can naturally recover through feedbacks remain largely unconstrained. The Toarcian in the Early Jurassic is an ideal time interval to understand the response of Earth system to rapid climate change. Indeed, it was marked by one of the most extreme hyperthermal events of the Phanerozoic accompanied by major environmental changes, named the Toarcian Oceanic Anoxic Event (T-OAE, ca. 183 Ma). Most studies have focused on the triggering mechanisms and the palaeoenvironmental response, whereas the recovery phase has been less studied. Increased chemical weathering of silicate rocks and burial of organic carbon are the two primary natural mechanisms generally proposed as negative feedbacks controlling the recovery. However, to date, the response of these feedbacks, their efficiency, and their timing are still uncertain, hampering an accurate view of the carbon cycle-climate dynamics. This study aims to tackle this lack of empirical data by providing a multi-proxy dataset combining sedimentological observations, mineralogical and geochemical analyses. Four worldwide distributed sites have been selected for this study: Fontaneilles in France (Grand Causses Basin), Vilyui in Siberia (Siberian Basin), Agua de la Falda in Chile (Andean Basin), and Ait Athmane in Morocco (High Atlas Basin). Our high-resolution carbon isotope records allow us to correlate the studied sites to trace the global carbon cycle dynamics in the aftermath of the Toarcian event. Lithium isotope ratios are used to trace global weathering rates and to understand processes that control the long-term carbon cycle. Our results indicate that higher silicate weathering rates during the Toarcian hyperthermal likely helped the climate system recover and return to cooler climatic conditions. High mercury and tellurium concentrations recorded after the T-OAE interval suggest that protracted Karoo-Ferrar volcanic activity may have played a role in the recovery.

How to cite: Fantasia, A., Adatte, T., Spangenberg, J. E., Mattioli, E., Regelous, M., Salazar, C., Millot, R., Bodin, S., Letulle, T., Rogov, M., and Suan, G.: Multiproxy constraints on recovery processes during the hyperthermal Toarcian Oceanic Anoxic Event, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14596, https://doi.org/10.5194/egusphere-egu23-14596, 2023.

EGU23-15207 | Posters on site | SSP2.2

A climate perturbation at the Middle –Late Jurassic Transition? Evaluating the isotopic evidence 

Gregory Price, Bernát Heszler, Lauren-Marie Tansley Charlton, and Jade Cox

The Jurassic greenhouse is punctuated by short cooling intervals with at times postulated polar ice-sheet development. For example, oxygen isotope records of belemnite rostra and fish teeth from the Russian Platform, eastern France and western Switzerland have been interpreted to reveal a prominent decrease in seawater temperature during the Late Callovian–Early Oxfordian. This is in part the basis for a proposed an ice age at the Middle-Late Jurassic Transition. In contrast relatively constant oxygen isotope records and therefore seawater temperatures and carbon isotope values characterized by significant scatter but showing more positive values during the middle and late Callovian have been reported from elsewhere. The aim of this research has been to determine a stable isotope stratigraphy (from belemnites and oysters) principally from the Callovian-Oxfordian interval (from southern England) and integrate these data with existing data to assess the pattern of carbon and oxygen isotopic change.  Our marine macrofossil record reveals isotopic patterns that are generally comparable with other European basins. Carbon isotopic trends are consistent with bulk carbonate carbon isotope records displaying systematic fluctuations, the largest of which (Middle Callovian, Calloviense/Jason Zones to Early Oxfordian, Mariae Zone) corresponds to previously identified phases of environmental perturbation. Such a trend may have resulted from enhanced burial and preservation of organic matter, leaving the seawater more positive in terms of carbon. Cooling post-dates this positive carbon isotope excursion. Inferred cooling, derived from our oxygen isotope data from southern England, occurs within the Late Callovian and Oxfordian (Athleta to Mariae zones). Enhanced carbon burial and atmospheric carbon dioxide draw down may have induced cooling. In this study the analysis of a single region (southern England) allows some constraints on potential variable that may influence isotope records.

 

How to cite: Price, G., Heszler, B., Tansley Charlton, L.-M., and Cox, J.: A climate perturbation at the Middle –Late Jurassic Transition? Evaluating the isotopic evidence, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15207, https://doi.org/10.5194/egusphere-egu23-15207, 2023.

EGU23-17352 | Orals | SSP2.2 | Highlight

Tracing ocean circulation using neodymium isotopes – promises and limitations 

Katharina Pahnke, Torben Struve, Mika Sutorius, Henning Waltemathe, and Martin Zander

Neodymium (Nd) isotopes have been applied for decades now to trace ocean circulation both in the present and past oceans. Their tracer utility stems from the characteristic Nd isotope signature of different rocks and their imprint on seawater as well as the biological inactivity of Nd and its appropriate residence time in the ocean, allowing for the determination of water mass provenance and flow paths. However, the application of this tracer, especially for the reconstruction of past ocean circulation changes, has been challenged based on uncertainties e. g. in the magnitude of the benthic flux of Nd to deep waters, Nd isotope exchange and input at ocean margins, and diagenetic alterations of the original bottom water Nd isotope signature in sediments.

Based on recent studies of dissolved Nd isotope distributions in surface to deep waters we show the power of Nd isotopes for tracing the provenance of currents and water masses particularly within restricted geographic regions. Using additional trace metal and isotope data from marine sediments analyzed alongside authigenic Nd isotopes, we explore the validity and limits of Nd isotopes as tracer of past ocean circulation changes.

How to cite: Pahnke, K., Struve, T., Sutorius, M., Waltemathe, H., and Zander, M.: Tracing ocean circulation using neodymium isotopes – promises and limitations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17352, https://doi.org/10.5194/egusphere-egu23-17352, 2023.

EGU23-17389 | Orals | SSP2.2

A millennial-scale record of mean annual air temperatures spanning 70 ka over the Cretaceous-Paleogene boundary 

Lauren O'Connor, Rhodri Jerrett, Gregory Price, Bart van Dongen, Emily Crampton-Flood, and Sabine Lengger

The Cretaceous-Paleogene (K-Pg) boundary experienced major environmental perturbations due to volcanism and bolide impact, as well as the most famous mass extinction in geologic history. However, the response of the climate system to these drivers at different timescales, and thus their relationship to the mass extinction is highly debated. In particular, the role of climate change in biodiversity patterns immediately preceding the boundary is poorly understood. 


Lipids from fossil peats (coals) provide an opportunity to reconstruct terrestrial temperatures across the Cretaceous–Paleogene boundary at a millennial-scale resolution. Here we present mean annual air temperature records spanning ~70 ka over the K-Pg boundary, from sites across North America (palaeolatitudes 45–55 degrees N). Our data show that temperatures ranged from 16–29 degrees C, more than 10 degrees C higher modern temperatures at equivalent latitudes in North America.


Using 5-ka temporal bins, our data show that MAATs peaked at ~26 degrees C in the last millennia of the Cretaceous, following 35 ka of warming from ~23 degrees C. Peak warmth was followed by ~5 degrees C cooling over the following 30 ka. We observe no “impact winter” nor a spike in temperature immediately following the boundary. If such phenomena occurred, their duration was below the resolution of our record: ~1 ka. Our record also shows a previously unrecognised brief interval of cooling from 10 to 5 ka pre-boundary.


Our study places new bounds on millennial-scale trends in MAAT change in the terrestrial realm and demonstrates large and rapid temperature swings across the K-Pg interval. These data allow for improved understanding of the role of climate in the decline of Cretaceous flora and fauna and may help elucidate the relative influence of volcanism and bolide impact on terrestrial temperatures.

How to cite: O'Connor, L., Jerrett, R., Price, G., van Dongen, B., Crampton-Flood, E., and Lengger, S.: A millennial-scale record of mean annual air temperatures spanning 70 ka over the Cretaceous-Paleogene boundary, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17389, https://doi.org/10.5194/egusphere-egu23-17389, 2023.

EGU23-41 | Orals | CL1.1.3 | Highlight

Variability of the Indonesian Throughflow and Australian monsoon dynamism across the Mid Pleistocene Transition (IODP 363, Site U1483) 

Kenji Matsuzaki, Ann Holbourn, Wolfgang Kuhnt, Li Gong, and Masayuki Ikeda

The Mid-Pleistocene Transition (MPT) between ~1200 and ~800 ka was associated with a major shift in global climate and was marked by a change in glacial/interglacial periodicity from ~41 to ~100 kyr that resulted in higher-amplitude sea-level variations and intensified glacial cooling. The Indonesian Throughflow (ITF), which controls the exchange of heat between the Pacific and Indian Oceans, is a major component of the global climate system. On the other hand, Asian-Australian Monsoon dynamics play a key role in regional primary productivity. Therefore, reconstruction of ITF and Asian-Australian Monsoon variability during the MPT could potentially clarify the impact of the glacio-eustatic sea level changes on the climate and ecosystem of Northwest Australia. The International Discovery Program (IODP) Expedition 363 retrieved an extended, continuous hemipelagic sediment succession spanning the past two million years at Site U1483 on the Scott Plateau off Northwestern Australia.

In this study, we analyzed radiolarian assemblages in core top samples retrieved during the RV Sonne Expedition 257 and downcore samples from IODP Site U1483 to estimate the variability in regional sea surface temperatures (SSTs) during the MPT, and to explore ITF dynamics in relation to glacio-eustatic sea-level variations and tropical monsoon strength. We suggest that glacio-eustatic sea-level variations have been a key factor affecting changes in SSTs at Site U1483, primarily because the shallow and hydrogeographically complex nature of the sea means that SSTs are highly sensitive to glacio-eustatic sea-level variation. Based on comparisons with SST data from the mid latitudes off Northwest Australia and the South China Sea, we suggest that the SSTs at Site U1483 are highly dependent on prevailing climate changes in the northern hemisphere rather than changes in the climate of the Southern hemisphere. In addition, comparisons of radiolarian total abundances with X-ray fluorescence-scanning elemental data suggested that, until the onset of the MPT (~1200 ka), radiolarian productivity was higher during strong summer monsoons during interglacial periods, probably because of the high riverine runoff generated by heavy summer monsoonal precipitation. However, since ~900 ka, there appears to have been a shift in the mode of radiolarian productivity that has resulted in increased radiolarian productivity during glacial periods when the delivery of nutrients is increased due to the enhanced mixing of the upper water column in the shallow sea caused by strong trade winds. 

How to cite: Matsuzaki, K., Holbourn, A., Kuhnt, W., Gong, L., and Ikeda, M.: Variability of the Indonesian Throughflow and Australian monsoon dynamism across the Mid Pleistocene Transition (IODP 363, Site U1483), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-41, https://doi.org/10.5194/egusphere-egu23-41, 2023.

EGU23-464 | ECS | Posters on site | CL1.1.3

Effects of the Pacific Antarctic Circumpolar Current on the extant coccolithophore Emiliania huxleyi 

Ellis Morgan, Mariem Saavedra-Pellitero, and Elisa Malinverno

During the last decades, the Southern Ocean (SO) has been experiencing physical and chemical drastic changes which are affecting the distribution and composition of pelagic plankton communities. Coccolithophores (small-sized haptophyte algae) are the most prolific carbonate-producing phytoplankton group, playing a key role in biogeochemical cycles at high latitudes.

In this work we investigated the biogeographical distribution and calcification patterns of the ecologically dominant species Emiliania huxleyi across a latitudinal transect in the Pacific sector of the SO (from ~40°S to ~54°S). We aimed to assess the response of E. huxleyi to steep environmental gradients across the frontal system of the Antarctic Circumpolar Current.

The plankton samples were collected during International Ocean Discovery Program Expedition 383: Dynamics of Pacific Antarctic Circumpolar Current (DYNAPACC, May-July, 2019) onboard the R/V JOIDES Resolution (https://iodp.tamu.edu/scienceops/expeditions/dynamics_of_pacific_ACC.html). In situ environmental data (such as sea surface temperature, total alkalinity and pH) were measured at each sampling location.

The samples were prepared and analysed at the University of Portsmouth using a combination of electron backscatter diffraction (EBSD), Scanning Electron Microscope (SEM) and light microscopy techniques.

How to cite: Morgan, E., Saavedra-Pellitero, M., and Malinverno, E.: Effects of the Pacific Antarctic Circumpolar Current on the extant coccolithophore Emiliania huxleyi, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-464, https://doi.org/10.5194/egusphere-egu23-464, 2023.

EGU23-1105 | Posters on site | CL1.1.3

The start of the Great Barrier Reef is a result of the increased stability of Temperatures in the Mid to Late Pleistocene. 

Benjamin Petrick, Lars Reuning, Alexandra Auderset, Miriam Pfeiffer, and Lorenz Schwark

The Great Barrier Reef is a unique environmental resource threatened by future climate change. However, it has always been unclear how this ecosystem developed in the Mid to Late Pleistocene. Work has shown that the reef developed between ~ 600-500 ka during MIS 15-13, although some records suggest a start at MIS 11 at 400 ka. There is a lack of Sea Surface Temperature (SST) records for this time for the area around the Great Barrier Reef. Furthermore, the few existing SST records do not show temperature changes during these key periods, leading researchers to suggest that factors other than temperature, such as sea-level change or sediment transport, explain the start of the reef. We used the TEX86 proxy to produce a new SST record starting at 900 ka from ODP Site 820. This core is located next to the northern Great Barrier Reef. In this new record, there are SST changes that seem to match both dates for the start of the Great Barrier Reef. First, there is a period of stable SST between 700-500 ka, with no glacial cooling during this time. This could promote the development of a reef system during this time, allowing the reef more time to evolve from isolated smaller reefs to a continuous barrier reef. However, there is some suggestion based on facies analyses that even though the barrier system developed around MIS 15, the modern coral reef system was not yet fully established. Our records show that glacial temperatures during MIS 14 still are similar to SSTs from records further south. However, this trend shifts around MIS 11 when glacials became warmer. In fact, while before MIS 11, SST at ODP 820 was colder than records from the Western Pacific Warm Pool, afterwards SST was either the same or sometimes warmer than at these sites. Also, unlike other nearby records, the difference in SSTs between glacials and interglacials is reduced after MIS 11. This suggests that the northern Coral Sea might have been protected from the extremes of glacial temperature changes after the MPT. This process might have allowed the development of a continuous coral reef system by encouraging the growth of reefs even during glacials. Therefore, our research suggests that major steps in the development of the Great Barrier Reef system are linked to changes in the SSTs. Our SST record suggests that SST changes are the primary driver of reef development and other non-SST factors are less important.

How to cite: Petrick, B., Reuning, L., Auderset, A., Pfeiffer, M., and Schwark, L.: The start of the Great Barrier Reef is a result of the increased stability of Temperatures in the Mid to Late Pleistocene., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1105, https://doi.org/10.5194/egusphere-egu23-1105, 2023.

EGU23-1997 | Orals | CL1.1.3

Chemical Weathering in New Guinea since the Mid Miocene 

Peter Clift and Mahyar Mohtadi

Chemical weathering of silicate rocks is a well recognized method by which carbon dioxide is removed from the atmosphere and fixed as calcium carbonates in the sedimentary record. For many years the long term cooling of the Earth during the Cenozoic has been linked to uplift, erosion and weathering of the Himalayas and Tibetan Plateau, however following scientific ocean drilling of the submarine fans in the Asian marginal seas it now seems that this region could not be responsible for cooling, at least during the Neogene. Although other factors such as burial of organic carbon and the rates of degassing during seafloor spreading may also be important, erosion and weathering of other regions may also be important in controlling global CO2 concentrations. In this study we focus on the role of New Guinea, the large (>2500 km long) orogen formed as Australia collided with Indonesia since the Mid Miocene. New Guinea comprises slices of arc and ophiolite rocks that are susceptible to weathering, and is located in the tropics where warm, wet conditions favor rapid weathering. Rainfall exceeds >4 m annually in the island center. Analyses of sediment from Deep Sea Drilling Project Sites 210 and 287 in the Gulf of Papua now allow the weathering and erosion history of the island to be reconstructed. A trend to more continental erosion since 15 Ma reflects uplift and erosion of tectonics slices of the Australian plate. At the same time chemical weathering shows increasing intensity, especially since 5 Ma, as proxied by major element ratios (K/Rb, K/Al) and clay minerals. Greater proportions of kaolinite point to more tropical weathering since the Mid Miocene. Trends to more weathering contrast with Himalayan records that show the reverse, and suggest that New Guinea may be an important component in controlling global climate in the past 15 Ma.

How to cite: Clift, P. and Mohtadi, M.: Chemical Weathering in New Guinea since the Mid Miocene, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1997, https://doi.org/10.5194/egusphere-egu23-1997, 2023.

EGU23-2105 | Orals | CL1.1.3

Changes in intermediate circulation waters along the tropical eastern Indian Ocean during quaternary climatic oscillations 

Sandrine Le Houedec, Maxime Tremblin, Amaury Champion, and Elias Samankassou

The Indo-Pacific Warm Pool (IPWP) is the warmest and most dynamic ocean-atmosphere-climate system on Earth and has undergone significant climatic changes during the Pleistocene glacial periods (De Deckker et al., 2012; Lea et al., 2000; Russell et al., 2014). During the Last Glacial Maximum, the latitudinal position of the Southern Ocean fronts, both south of Africa and Australia, was shown to be critical in controlling the outflow of warm water of the Agulhas Current from the Indian Ocean and the IPWP area. Yet, there is no direct evidence for such oceanic change on the scale of the Late Pleistocene glacial-interglacial transitions.

Here, we combine sea surface temperature proxies (d18O and Mg/Ca) with the neodymium (Nd) isotopic signature to reconstruct changes in climate and oceanic circulation in the eastern tropical Indian Ocean over the last 500 ka. The most striking feature of our dataset is the oscillating Nd signal that mimics the glacial-interglacial cycles. While interglacial periods are characterized by a more significant contribution from the less radiogenic Antarctic intermediate water mass (AAIW, ~ -7 εNd), glacial periods are marked by more radiogenic water mass of Pacific origin (~ -5 εNd). We argue that under global cooling, the northward penetration of the AAIW has weakened due to the general slowdown of the global thermohaline circulation. Furthermore, the oscillating pattern is also recorded in the sea surface temperature and salinity, indicating the settlement of cooler and more saline surface water masses probably linked to a less expanded IPWP and weaker Leeuwin Current during glacial intervals.

We suggest that under low AAIW a less intense advective mixing occurred, allowing a deepening of both halocline and thermocline in the tropical eastern Indian Ocean. Our new proxy-derived dataset confirms results from models (DiNiezo et al., 2018), suggesting that these ocean conditions could amplify the externally forced climate changes resulting from drier atmospheric conditions and weaken the monsoon during glacial periods in the Indonesian region.

How to cite: Le Houedec, S., Tremblin, M., Champion, A., and Samankassou, E.: Changes in intermediate circulation waters along the tropical eastern Indian Ocean during quaternary climatic oscillations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2105, https://doi.org/10.5194/egusphere-egu23-2105, 2023.

EGU23-2802 | Orals | CL1.1.3 | Highlight

The Cenozoic sea surface temperature evolution offshore Tasmania 

Peter Bijl, Frida Hoem, Suning Hou, Lena Thöle, Isabel Sauermilch, and Francesca sangiorgi

During the Cenozoic (66–0 Ma) Tasmania has continuously been at a crucial geographic location. It represented the final tectonic connection between Australia and Antarctica before complete separation of both continents in the late Eocene, and therefore a barrier for circumpolar flow. Since the Eocene-Oligocene transition, the northward drifting Tasmania was bathed by the throughflow of the subtropical front, but remained an obstacle of the ideal flow path of strengthening ocean currents. The sedimentary record around Tasmania thus represents a perfect archive to record the oceanographic consequences of this regional tectonic change. We here present a new TEX86 and UK37-based SST compilation from 4 sediment cores: ODP Site 1172 (East Tasman Plateau), Site 1170 and 1171 (South Tasman Rise) and Site 1168 (western Tasman margin). We paired these reconstructions with microplankton (dinoflagellate cyst) assemblage data which reflect qualitatively the surface water conditions: nutrients, temperature, salinity. Together, the >1.300 samples portray the SST evolution around the island, from the time it was still connected to the Antarctic continent in the Paleocene to its near-subtropical location today. Trends in the SST compilation broadly follow those in benthic foraminiferal stable isotope compilations, but with some interesting deviations. Differences in SSTs on either side of the Tasmanian Gateway are small in the early Paleogene (66–34 Ma), even when the Tasmanian Gateway is considered closed. Widening of the Tasmanian Gateway around the Eocene-Oligocene transition (34Ma) immediately allows throughflow of what later becomes the Leeuwin Current, which warms the sw Pacific. Oligocene and Neogene SST trends follow those of the benthic d18O, and with continuous influence of the proto-subtropical front. While the SST evolution of Tasmania is remarkably stable in most of the Oligocene, prominent cooling steps are inferred in the Late Oligocene (26 Ma), at the MMCT (~14 Ma), in the mid-to-late Miocene (9 Ma, 7 Ma and 5.3 Ma) and in the Pliocene (2.8 Ma). The remarkably strong Neogene cooling of the subtropical front implies expansion of subpolar temperate conditions and probably gradual strengthening of the Antarctic circumpolar current. Pliocene-Pleistocene SST variability is strong over glacial-interglacial cycles. Taken together, the sites portray a complete overview of local environmental change of the subtropical front area, and provides crucial context to the history of Southern Ocean heat transport and regional climate.

How to cite: Bijl, P., Hoem, F., Hou, S., Thöle, L., Sauermilch, I., and sangiorgi, F.: The Cenozoic sea surface temperature evolution offshore Tasmania, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2802, https://doi.org/10.5194/egusphere-egu23-2802, 2023.

Late Quaternary clay mineral assemblages, radiogenic isotope, and siliciclastic grain size records collected from high sedimentation Site U1483 of the International Ocean Discovery Program (IODP), beneath the path of the modern-day Indonesian Throughflow (ITF) and Leeuwin Current of northwest Australia are studied to reconstruct sediments provenance, transport processes and ocean current behavior, and to evaluate the Australian summer monsoon over the last 500 kyr. Clay minerals are primarily composed of smectite (41–70 %), followed by kaolinite (10–28 %), illite (13.5–25 %), and minor chlorite (3–14 %). Our reconstructed model based on the clay minerals source comparison and radiogenic isotope (Sr-Nd-Pb) records suggest the Victoria and Ord rivers of the Kimberley region as the source over the past 500 kyr for Site U1483. Smectite is mainly derived from the mafic volcanic and smectite-rich Bonaparte Gulf, whereas kaolinite and illite are primarily derived from felsic igneous and metamorphic rocks, respectively, found in the drainage areas of these rivers. Chlorite is primarily contributed by the Indonesian Throughflow (ITF), with a minor contribution from the northwest Australian rivers. Variations in the clay mineral assemblages and grain size records indicate strong glacial-interglacial cyclicity, with small grain size, high smectite, and low kaolinite and illite during glacial periods, while interglacial intervals are marked by a relative increase in kaolinite and illite, mean grain size, and decrease in smectite content. (Kaolinite+illite+chlorite)/smectite and kaolinite/smectite ratios are adopted as proxies for the ITF strength and Australian summer monsoon, respectively. High values of kaolinite/smectite and (kaolinite+illite+chlorite)/smectite ratios during the interglacial intervals indicate a wet summer monsoon with high river discharge and a strong ITF and Leeuwin Current, which has the capacity to transport a relatively high percentage of large-size kaolinite and illite sediments to Site U1483. In contrast, during glacials, the low values of kaolinite/smectite and (kaolinite+illite+chlorite)/smectite ratios imply a dry summer monsoon with low sediment discharge and weak ITF and Leeuwin Current, which can majorly carry the small smectite size particles in its suspension. The mean grain size and clay/silt ratio also indicate that the strength of ITF and Leeuwin Current was weak during glacials and gained high strength during the interglacials. The proxy records’ spectral analysis indicates a strong eccentricity period of 100-kyr, an obliquity period of 41-kyr, and a precession period of 23-kyr, implying that the clay mineral input along the northwest Australian margin is influenced by both high-latitude ice sheet forcing and low-latitude tropical processes.

How to cite: Sarim, M. and Xu, J.: Late Quaternary glacial-interglacial variability of the Indonesian Throughflow and Australian summer monsoon: Evidences from clay mineral and grain size records at IODP Site U1483 of northwest Australia, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3430, https://doi.org/10.5194/egusphere-egu23-3430, 2023.

EGU23-5655 | ECS | Orals | CL1.1.3

Astronomically-paced changes in paleoproductivity, winnowing, and mineral flux over Broken Ridge (Indian Ocean) since the Early Miocene 

Jing Lyu, Sofía Bar­ra­gán-Mon­til­la, Gerald Auer, Or Bialik, Beth Christensen, and David De Vleeschouwer

Earth’s climate during the Neogene period changed in several steps from a planet with unipolar ice sheets to today’s bipolar configuration. Yet, time-continuous and well-preserved sedimentary archives from this time interval are scarce. This is especially true for those records that can be used for tracing the role of astronomical climate forcing. Ocean Drilling Program (ODP) Site 752 was drilled on Broken Ridge (Indian Ocean) and provides a time-continuous sedimentation history since the early Miocene in its upper portion.  To date, no astronomical-scale paleoclimate research has been conducted on this legacy ODP site. Here, we use X-ray fluorescence (XRF) core scanning data and benthic foraminifera (BF) taxonomic and quantitative analyses to reconstruct the paleoceanographic changes in the Indian Ocean since 23 Ma. Productivity-related elements from the XRF dataset, show higher productivity during the early Miocene and late Pliocene/early Pleistocene. Moreover, we found strong 405-kyr and ~110-kyr eccentricity imprints in the spectral analysis result of this XRF-derived paleoproductivity proxy. Although the precession signal is also quite remarkable in the spectral analysis results, the 4-cm resolution may not be adequate to further test the precession contribution. Bottom water oxygenation reconstructed using BF, suggest no oxygen minimum zone conditions for the late Miocene on site 752. Dissolved oxygen concentrations (DOC) indicate low oxic conditions (⁓ 2 ml/L) during this time, and relatively low stress species distribution (< 32%) along with abundant oxic species like H. boueana, C. mundulus, L. pauperata and Gyroidinoides spp. suggest predominantly high oxic conditions during the late Miocene (DOC > 2 ml/L). Meanwhile, the grain size (> 425µm) record shows an increasing trend at ~5 Ma, which indicates more current winnowing. Therefore, we argue that the drop in Mn is the result of the increase in the current winnowing, instead of the OMZ expansion. On the other hand, high-amplitude changes in Fe content from the lower Miocene to the middle Miocene, cannot be explained by eolian input, suggesting the source might be the neighbor-distanced Amsterdam-St. Paul hot spot. The source of Fe might be the neighbor-distanced Amsterdam-St. Paul hot spot. We conclude that the legacy ODP Site 752 constitutes an excellent paleoceanographic archive that allows us to reconstruct Indian Ocean dynamics since the early Miocene. New drillings on Broken Ridge with state-of-the-art scientific ocean drilling techniques will provide more detailed information and be highly beneficial for paleoclimatic and paleoceanographic research.

How to cite: Lyu, J., Bar­ra­gán-Mon­til­la, S., Auer, G., Bialik, O., Christensen, B., and De Vleeschouwer, D.: Astronomically-paced changes in paleoproductivity, winnowing, and mineral flux over Broken Ridge (Indian Ocean) since the Early Miocene, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5655, https://doi.org/10.5194/egusphere-egu23-5655, 2023.

The Early Middle Pleistocene Transition (EMPT) represents a fundamental reorganization in Earth’s climate system as the obliquity-dominated glacial/interglacial rhythmicity characterizing the Quaternary got progressively replaced by a high-amplitude, quasi-periodic 100 kyr cyclicity. This critical change in the climatic response to orbital cycles occurred without proportional modifications in the orbital-forcing parameters before or during the EMPT, implying a substantial change internal to the climate system. The EMPT had a severe impact on marine ecosystems. However, the trigger mechanisms and the components of the climate system involved in this global reorganization are still under debate, and high-resolution studies from the equatorial to mid-latitude shelf regions are at present rarely available.

In this study, we analyze the benthic foraminifera assemblage of an expanded section from Site U1460 (eastern Indian Ocean, 27°22.4949′S, 112°55.4296′E, 214.5 meters water depth), collected during International Ocean Discovery Program (IODP) Expedition 356 on the southwestern Australian shelf covering the EMPT. At this site, we provide a new benthic and planktonic foraminifera dataset to better define the response of the Leeuwin Current System during the EMPT on low to mid latitude shelf regions that are strongly sensitive to glacial/interglacial sea-level oscillations. Specifically, benthic foraminifera assemblage and the plankton/benthos (P/B) ratio are used to understand the bottom water community and its reaction to the Leeuwin Current System variations during the EMPT. Additionally, these data will untangle the local impact of eustatic sea-level changes in a highly dynamic setting.

Preliminary data of the microfossil content revealed a polyspecific benthic foraminifera assemblage with high diversity. The most abundant taxa are trochospiral forms (e.g., Cibicides, Cibicidoides, Heterolepa, Nuttallides, Eponides). Triserial and biserial taxa are abundant (e.g., Textularia, Spirotextularia, Gaudryina, Bolivina, Uvigerina). Planispiral tests such as Melonis and Lenticulina are also commonly present, as well as uniserial ones such as Siphogenerina, Lagena, and Cerebrina. Preservation varies significantly between glacial and interglacial intervals. Particularly, benthic foraminifera are poorly to moderately preserved during glacial stages while exhibiting moderate to good preservation in the interglacials. The variations in the P/B ratio allowed to constrain the sea-level changes along the Australian shelf. Specifically, higher and lower values of this ratio indicate highstand and lowstand phases, respectively. In this regard, foraminifera data will be integrated in a multiproxy dataset available for Site U1460 to obtain new insights on sea-level-driven environmental changes in the area during the EMPT. This, in turn, will allow to resolve the impact of local versus global climatic change across the studied interval.

How to cite: Arrigoni, A., Auer, G., and Piller, W. E.: The Leeuwin Current System during the Early Middle Pleistocene Transition (EMPT): foraminiferal assemblage and sea level reconstruction, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5891, https://doi.org/10.5194/egusphere-egu23-5891, 2023.

EGU23-7477 | Orals | CL1.1.3 | Highlight

Pliocene-Pleistocene evolution of the Agulhas leakage to the Atlantic Ocean 

Erin McClymont, Thibaut Caley, Christopher Charles, Aidan Starr, Maria Luisa Sanchez Montes, Martin West, Linda Rossignol, Ian Hall, and Sidney Hemming

The Agulhas leakage is an important contributor to the global thermohaline conveyor system, adding warm and saline subtropical waters from the Indian Ocean to the South-east Atlantic Ocean. It has been proposed that weaker Agulhas leakage occurred during glacial stages, but that leakage was reinvigorated during deglaciations and was, in turn, potentially important for the development of interglacial warmth.

Little is known about the longer-term evolution of Agulhas leakage during the Pliocene and Pleistocene (the last 5.3 Ma). In the Pliocene, the continental ice sheets were smaller in size, and the position and strength of key ocean and atmosphere circulation systems in the South Atlantic region were different. The Pliocene is also characterised by a series of gateway changes which are argued to have affected North Atlantic climate, but the response of the Agulhas leakage system remains unclear. It is also unclear whether the ‘early deglaciation’ signal is a specific component of the late Pleistocene 100 kyr cycles. Identifying how and when this signal developed could have important implications for understanding the impact of ocean circulation changes on the development of the mid-Pleistocene climate transition (MPT) ~1.2-0.6 Ma, when the period of the glacial-interglacial cycles shifted from ~41 kyr to ~100 kyr.

Here we present initial results from a new Cape Basin site (Site U1479, 35°03.53′S; 17°24.06′E), which was recovered by IODP Expedition 361 in 2016 from the western slope of the Agulhas Bank (Hall et al., 2016). We combine reconstructions of sea surface temperatures (using the alkenone-derived UK37’ index) and sea surface salinity (from alkenone dD analysis) with details of planktonic foraminifera assemblages, to identify and understand variability in Agulhas leakage operating across both orbital and longer timescales. There is an overall cooling of ~4°C since the Pliocene, but it is focussed around ~2 Ma and from 1.2 Ma. Orbital scale and longer-term variability in SST, sea surface salinity and Agulhas leakage fauna are also determined, demonstrating that the Agulhas leakage system has evolved across a range of timescales through the Plio-Pleistocene, especially in association with the MPT.

References

Hall, I.R., Hemming, S.R., LeVay, L.J., and the Expedition 361 Scientists, 2016. Expedition 361 Preliminary Report: South African Climates (Agulhas LGM Density Profile). International Ocean Discovery Program. http://dx.doi.org/10.14379/iodp.pr.361.2016

How to cite: McClymont, E., Caley, T., Charles, C., Starr, A., Sanchez Montes, M. L., West, M., Rossignol, L., Hall, I., and Hemming, S.: Pliocene-Pleistocene evolution of the Agulhas leakage to the Atlantic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7477, https://doi.org/10.5194/egusphere-egu23-7477, 2023.

EGU23-7924 | ECS | Orals | CL1.1.3

Mid-Pliocene subtropical front variability in the Southern Ocean 

Suning Hou, Malte Stockhausen, Leonie Toebrock, Francesca Sangiorgi, Aidan Starr, Melissa Berke, Martin Ziegler, and Peter Bijl

The mid-Pliocene (3.3-3.0 Ma) is a time when the Earth's climate fluctuated between cold glacial conditions (marine isotope stage M2; 3.3 Ma) and periods when global temperatures were ~3°C warmer than the pre-industrial (Mid-Pliocene warm period; 3.3-3.025 Ma) when CO2 concentrations reached ~400 ppm. Thus, the paleoclimate reconstruction of this time interval provides an analogue of the present-day and near-future climate change in a moderate pCO2 increase scenario. Although fluctuations in benthic δ18O in the mid-Pliocene were predominantly associated with Northern Hemisphere glacial dynamics, the contribution of Antarctic ice to mid-Pliocene glacial-interglacial cyclicity is unknown. Moreover, the surface oceanographic response of the Southern Ocean to Pliocene glacial-interglacial climate change is poorly documented

We studied 2 sedimentary records from offshore west Tasmania (ODP Site 1168) and the Agulhas Plateau (IODP Site U1475), both located close to the modern position of the subtropical front (STF) in the Southern Ocean and encompassing the mid-Pliocene. The STF is a crucial surface water mass boundary separating cold, fresher subantarctic waters and warm, more saline subtropical waters and plays a key role in global ocean circulation, ocean-atmosphere CO2 exchange and meridional heat transport.

We use lipid biomarkers, dinoflagellate cyst assemblages and benthic foraminiferal clumped isotopes to reconstruct surface and bottom oceanographic conditions over the mid-Pliocene including the M2 glaciation. We identify similar sea surface temperature (SST) changes at the two sites. Site 1168 SST cools from 18°C to 12°C and at Site U1475 from 21°C to 18°C across the M2 glaciation. Dinoflagellate cyst assemblages suggest strong latitudinal shifts of the subtropical front associated to Pliocene glacial-interglacial climate changes. However, the most profound assemblage shift occurs at the M2 deglaciation stage at both sites, suggesting strong and unprecedented surface water freshening. Preliminary clumped isotope results suggest bottom water temperatures at Site 1168 are stable around 9°C between M2 and mid-Piacenzian warm period, indicating that the enrichment in δ18O across the M2 is mainly contributed by large ice volume changes. We interpret the surface water freshening of the subantarctic zone as signaling major iceberg calving following the M2 glaciation, suggesting that the Antarctic contribution to the M2 glaciation was profound.

How to cite: Hou, S., Stockhausen, M., Toebrock, L., Sangiorgi, F., Starr, A., Berke, M., Ziegler, M., and Bijl, P.: Mid-Pliocene subtropical front variability in the Southern Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7924, https://doi.org/10.5194/egusphere-egu23-7924, 2023.

EGU23-9653 | Posters on site | CL1.1.3

Using Legacy Data to Explore the Onset and Development of the Southern Hemisphere Supergyre 

Beth Christensen, Anna Joy Drury, Gerald Auer, David DeVleeschouwer, and Jing Lyu

The Southern Hemisphere Supergyre refers to the strong connections and intertwining of the southern subtropical gyres. Tasman Leakage is a fundamental part of the supergyre, as well as of the  global thermohaline circulation, as it provides a return flow from the Pacific and Indian Oceans to the North Atlantic at intermediate depths.   However, both are only relatively recently documented, and the timing and conditions of onset are not well understood.

This study characterizes the newly identified onset of Tasman Leakage in sedimentary records in and around the Indian Ocean using core descriptions and data derived from sediments.  Since much of this is legacy core material, core photographs were used to develop complementary and more continuous records to help refine the timing of onset.  These newly constructed time series based on core photographs are compared with X-ray Fluorescence time series based on core scanning provide both insight into onset of Tasman Leakage and a first test of the utility of time series based on core photos.

This effort will focus on the intermediate water pathway associated with Tasman Leakage and identify conditions at critical around the basin from at least 8 Ma at Broken Ridge and Mascarene Plateau to understand the role of Indian Ocean intermediate waters in the Southern Hemisphere Supergyre in major climate events of the late Miocene. 

This proposed work provides the first synoptic view of SHS onset using intermediate depth cores, which in turn will provide an important framework for basin-wide synthesis of Indian Ocean drilling, much of which is outside of the main pathway of the SHS.  It will also serve as a test of the utility of legacy material as primary data.

How to cite: Christensen, B., Drury, A. J., Auer, G., DeVleeschouwer, D., and Lyu, J.: Using Legacy Data to Explore the Onset and Development of the Southern Hemisphere Supergyre, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9653, https://doi.org/10.5194/egusphere-egu23-9653, 2023.

A collapse of the Atlantic Meridional Overturning Circulation (AMOC) could drive widespread changes in tropical rainfall, but the underlying physical mechanisms are poorly understood. Numerical simulations validated against hydroclimate changes during Heinrich Stadial 1(HS1) – the most recent, best-documented AMOC collapse – show a global response driven by cooling over the tropical North Atlantic. This pattern of ocean cooling is key to link changes in rainfall across the tropics with the reductions in AMOC strength. Cooling over the tropical North Atlantic drives changes over the Pacific and Indian oceans that uniquely explain the paleoclimatic evidence. A similar response is active in simulations of future greenhouse warming, but model disagreement regarding the pattern of AMOC-induced tropical cooling produces divergent rainfall predictions across the tropics. Models with responses consistent with the paleodata predict more pronounced rainfall reductions across the tropics, revealing a heightened risk of drought over vulnerable societies and ecosystems worldwide.

How to cite: DiNezio, P.: The tropical response to a collapse of the Atlantic Meridional Overturning Circulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10410, https://doi.org/10.5194/egusphere-egu23-10410, 2023.

EGU23-11089 | Posters on site | CL1.1.3

Understanding the Changes in the Post-Glacial Depositional Environments through High-resolution Geochemical Proxies in the Central Yellow Sea 

Jin Hyung Cho, Byung-Cheol Kum, Seok Jang, Cheolku Lee, Seunghun Lee, Young Baek Son, and Seom-Kyu Jung

Sediment cores (A10 and I06) were analyzed using a high-resolution X-ray fluorescence (XRF) core scanner to understand changes in paleo-sedimentary environments of the study area. Age dating reflects environmental changes from interglacial marine isotope stage 3 (MIS 3) through the last glacial maximum (LGM; MIS 2) to the Holocene. Three layers were identified in the seismic profiles as follows: unit 1 (thickness = ca. 5 m) in a homogeneous sedimentary phase; unit 2 formed by erosion; unit 3, which is parallel and continuous. XRF elemental proxy data indicate anomalous distributions of Ca/Fe, Ca/K, and Fe/Ti caused by organic substances that appear at several depths in the A10 core. Results show that the seafloor was exposed to air during the LGM. The I06 core shows characteristic anomalies at depths of 0.8, 1.5, and 2.5 m, which were caused by sediments supplied from surrounding rivers.

How to cite: Cho, J. H., Kum, B.-C., Jang, S., Lee, C., Lee, S., Son, Y. B., and Jung, S.-K.: Understanding the Changes in the Post-Glacial Depositional Environments through High-resolution Geochemical Proxies in the Central Yellow Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11089, https://doi.org/10.5194/egusphere-egu23-11089, 2023.

EGU23-11804 | ECS | Posters on site | CL1.1.3

Late Cenozoic oxygenation of the Pacific Ocean, a perspective from planktic foraminiferal I/Ca 

Katrina Nilsson-Kerr, Babette Hoogakker, Dharma Andrea Reyes Macaya, and Helge Arne Winkelbauer

The Pacific Ocean hosts one of the most extensive areas of oxygen deficient waters at present with well-defined areas of oxygen minima existing both north and south of the equator along the eastern basin. This deficiency in oceanic O2 concentrations is mainly due to a combination of upwelling induced high primary productivity and poorly ventilated intermediate waters. Across the Miocene-Pliocene the Pacific Ocean is thought to have been distinctly different with an elevated water column temperature profile, reduced Walker circulation, active deep-water formation in the north Pacific, high primary productivity, and differences in its fundamental configuration with gateway changes occurring at the eastern and western margins. Collectively, and individually, these different factors will have had implications on Pacific Ocean O2 distribution. To better understand the past oxygenation of Pacific waters amidst this backdrop of climatic and geographical changes we reconstruct iodine/calcium ratios from planktic foraminifera across multiple Pacific Ocean sites. Our I/Ca records extending from the mid-late Miocene through to Pleistocene show the progressive reduction in oceanic O2 content across the Pacific. We place these records in the context of changes in the Central American Seaway and the resultant changes in oceanic circulation.

How to cite: Nilsson-Kerr, K., Hoogakker, B., Reyes Macaya, D. A., and Winkelbauer, H. A.: Late Cenozoic oxygenation of the Pacific Ocean, a perspective from planktic foraminiferal I/Ca, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11804, https://doi.org/10.5194/egusphere-egu23-11804, 2023.

EGU23-12026 | Posters on site | CL1.1.3

Microfossil-based reconstruction of latitudinal thermal gradients in the Southern Ocean during MIS11c 

Iván Hernández-Almeida, Janik Hirt, and Johan Renaudie

The Southern Ocean (SO) is a region particularly sensitive to the anthropogenic global warming because of the raising ocean temperatures, leading to latitudinal shifts of oceanographic fronts which govern the position of the South Westerly Winds (SWW) in the SO. Sediments represent a natural climate archive that allows to observe changes in Earth’s systems only affected by natural forcing. In this sense, Marine Isotope Stage (MIS) 11c (∼426–396 ka) is the most similar climate state to the ongoing climate warming that we are facing today, but quantiative climate reconstructions in the SO for this period are scarce. Radiolarians (zooplankton) live in a wide range of depths in the water column and are very abundant in sediments throughout the Neogene in the SO.  Recent radiolarian databases and transfer functions for the SO (Lawler et al. 2021; Civel-Mazens et al. 2022) enable reconstructing quantitatively past climate. For this, three sediment cores, drilled during IODP Expedition 382 and located along latitudinal gradient in the Atlantic sector of the SO (between 53.2°S and 59.4°S), were studied for their fossil radiolarian assemblage composition for the interval corresponding to MIS 11c. Application of the newly developed radiolarian transfer functions to the fossil radiolarian assemblages in these three cores enabled the reconstruction of ocean temperatures and thermal gradients in the SO during MIS 11c. These reconstructions will be used also to infer the position of the oceanographic frontal zones and the position of the SWW in this sector of the SO in the past, which are important for promoting upwelling nutrient rich bottom waters and degassing of deeply sequestered CO2 during the interglacial maxima.

References:

Civel-Mazens, M., Cortese, G., Crosta, X., Lawler, K. A., Lowe, V., Ikehara, M., & Itaki, T. (2022). New Southern Ocean transfer function for subsurface temperature prediction using radiolarian assemblages. Marine Micropaleontology, 102198.

Lawler, K. A., Cortese, G., Civel-Mazens, M., Bostock, H., Crosta, X., Leventer, A., & Armand, L. K. (2021). The Southern Ocean Radiolarian (SO-RAD) dataset: a new compilation of modern radiolarian census data. Earth System Science Data, 13(11), 5441-5453.

How to cite: Hernández-Almeida, I., Hirt, J., and Renaudie, J.: Microfossil-based reconstruction of latitudinal thermal gradients in the Southern Ocean during MIS11c, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12026, https://doi.org/10.5194/egusphere-egu23-12026, 2023.

EGU23-12214 | Posters on site | CL1.1.3

Middle to Late Miocene responses of primary producers to monsoonal upwelling in the western Arabian Sea 

Gerald Auer, Or M Bialik, Mary-Elizabeth Antoulas, and Werner E Piller

Today, the western Arabian Sea represents one of the most productive marine areas in the world. The high productivity in this region is governed by upwelling related to the intensity of the South Asian Monsoon (SAM). Previous studies show that high productivity has prevailed since the late Early Miocene (~15 Ma) after establishing a favorable tectonic configuration in the region. Existing productivity records have further demonstrated that upwelling intensity varied in the western Arabian Sea over different time scales. This variability has been attributed mainly to changing monsoonal upwelling intensity linked to global climatic changes. However, the abundance and contribution of individual primary producers (calcareous nannoplankton and diatoms) have never been studied in the context of upwelling and SAM changes. To fully disentangle the variability in the context of local upwelling changes and nutrient availability at ODP Site 722B, we link assemblage-based primary productivity records to the established multi-proxy framework in the region. Quantitative nannofossil assemblage records and absolute diatom abundances are examined in conjunction with existing and new planktonic foraminifer data to better constrain the temporal variation in productivity in the western Arabian Sea.

In our record, the first increase in cool and eutrophic nannofossil taxa (i.e., Coccolithus pelagicus and Reticulofenestra pseudoumbilicus) corresponds to the initial phase of sea surface temperatures (SST) cooling ~13.4 Ma. By ~12 Ma, rare occurrences of diatoms frustules correspond to the maximum abundances of Reticulofenestra haqii and Reticulofenestra antarctica, indicating higher upwelling derived nutrient levels. However, these changes ~12 Ma occur in the absence of coeval high latitude cooling, as shown by deep-sea benthic oxygen isotope records. By 11 Ma, diatom abundance increases significantly, leading to alternating blooms of upwelling sensitive diatom species (Thalassionema spp.) and eutrophic nannoplankton species (e.g., R. pseudoumbilicus). These changes in primary producers are also well reflected in geochemical proxies with increasing δ15Norg. values (> 6‰) and high C/N ratios also confirming high productivity and beginning denitrification at the same time.

Our multi-proxy-based evaluation of Site 722B primary producers thus indicates a stepwise evolution of productivity in the western Arabian Sea related to the intensity of upwelling and forcing SAM dynamics throughout the Middle to Late Miocene. The absence of full correspondence with existing deep marine climate records also suggests that local processes, such as lateral nutrient transport, likely played an important role in modulating productivity in the western Arabian Sea. We show that using a multi-proxy record provides novel insights into how fossil primary producers responded to changing nutrient conditions through time in a monsoon-wind-driven upwelling zone.

How to cite: Auer, G., Bialik, O. M., Antoulas, M.-E., and Piller, W. E.: Middle to Late Miocene responses of primary producers to monsoonal upwelling in the western Arabian Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12214, https://doi.org/10.5194/egusphere-egu23-12214, 2023.

EGU23-13273 | Posters on site | CL1.1.3

Late Pleistocene-Holocene coccolithophore variations in the Subantarctic South Pacific 

Elisa Malinverno, Mariem Saavedra-Pellitero, Amy Jones, Sofia Cerri, and Tom Dunkley Jones and the IODP-383 Scientific Party

International Ocean Discovery program (IODP) Expedition 383 Dynamics of the Pacific Antarctic Circumpolar Current (DYNAPACC) (Lamy et al., 2019; 2021) drilled a series of cores from the Pacific sector of the Southern Ocean in order to explore atmosphere-ocean-cryosphere glacial-interglacial dynamics their implications for regional and global climate changes. IODP Expedition 383 sites constitute the first continuous drill cores at key locations of the Subantarctic Pacific Southern Ocean extending through the Pleistocene and back into the Pliocene.

Here we focus on coccolith relative and absolute abundance as well as productivity variations for the last 0.5 Million year, in order to understand the nannofloral response to glacial-interglacial cycles and related changes in carbonate production and export. Our data has been generated at IODP Sites U1539 (56°09.0655′S, 115°08.038′W, ~1600 nmi west of the Strait of Magellan at 4070 m water depth) and U1540 (55°08.467′S, 114°50.515′W, ~1600 nmi west of the Strait of Magellan at 3580 m water depth), drilled at a southern and northern location in the central Pacific within the ACC, respectively. Coccolithophore diversity and coccolith numbers change dramatically in the studied cores, ranging from high values during interglacials (up to ca. 1011 coccoliths per gram of sediment, as in MIS11, Saavedra-Pellitero et al., 2017) to low values during the glacials, where they are outcompeted by siliceous microfossils, mostly diatoms.

References

Lamy, F., Winckler, G., Alvarez Zarikian, C.A., and the Expedition 383 Scientists, 2019. Expedition 383 Preliminary Report: Dynamics of the Pacific Antarctic Circumpolar Current. International Ocean Discovery Program. https://doi.org/10.14379/iodp.pr.383.2019

Lamy, F., Winckler, G., Alvarez Zarikian, C.A., and the Expedition 383 Scientists, 2021. Dynamics of the Pacific Antarctic Circumpolar Current. Proceedings of the International Ocean Discovery Program, 383: College Station, TX (International Ocean Discovery Program). https://doi.org/10.14379/iodp.proc.383.2021

Saavedra-Pellitero M., Baumann K.-H., Lamy F., and Köhler P., 2017. Coccolithophore variability across Marine Isotope Stage 11 in the Pacific sector of the Southern Ocean and its potential impact on the carbon cycle. Paleoceanography, 32, 864–880, doi:10.1002/2017PA003156.

How to cite: Malinverno, E., Saavedra-Pellitero, M., Jones, A., Cerri, S., and Dunkley Jones, T. and the IODP-383 Scientific Party: Late Pleistocene-Holocene coccolithophore variations in the Subantarctic South Pacific, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13273, https://doi.org/10.5194/egusphere-egu23-13273, 2023.

EGU23-17081 | ECS | Posters on site | CL1.1.3

The early to mid-Pliocene latitudinal migration of the Southern Ocean subtropical front (IODP Site U1475, Agulhas Plateau) 

Deborah Tangunan, Ian Hall, Luc Beaufort, Melissa Berke, Leah LeVay, Luz Maria Mejia, Heiko Palike, Aidan Starr, and Jose Abel Flores

The latitudinal migration of the Southern Ocean hydrographic fronts has been suggested to influence oceanographic conditions within the Indian-Atlantic Ocean gateway by restricting the amount of warm, saline water from the Indo-Pacific, transported by Agulhas Current, feeding into the South Atlantic via the Agulhas leakage. The Agulhas Current is an integral part of the global thermohaline circulation system as it acts as potential modulator of the Atlantic Meridional Overturning Circulation, which drives changes in regional and global climate, over at least the last 1.4 million years. However, the dynamics of this frontal system and associated changes in surface ocean biogeochemistry have not been explored beyond this time period due to absence of long continuous records spanning the Pliocene. Using International Ocean Discovery Program Site U1475 located on the southwestern flank of the Agulhas Plateau (41°25.61′S; 25°15.64′E; 2669 m water depth), we present high-resolution palaeoclimate records spanning the early to mid-Pliocene (~2.8 to ~5 Ma), from assemblage composition and morphometry of coccoliths, combined with oxygen and carbon stable isotopes from the bulk coccolith fraction. Our new Pliocene reconstructions offer evidence of the changing position of the subtropical front in the Southern Indian Ocean, driving variations in surface ocean conditions (e.g., nutrients, temperature, stratification), and thus biological productivity. We also explore expressions of coccolith δ13C vital effects from size-separated coccolith fractions together with planktic foraminifer carbon and oxygen stable isotopes from co-registered samples, that have been linked to cell size, growth rate, and calcification degree, providing empirical correlation with aqueous and atmospheric CO2 concentrations.

How to cite: Tangunan, D., Hall, I., Beaufort, L., Berke, M., LeVay, L., Mejia, L. M., Palike, H., Starr, A., and Flores, J. A.: The early to mid-Pliocene latitudinal migration of the Southern Ocean subtropical front (IODP Site U1475, Agulhas Plateau), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17081, https://doi.org/10.5194/egusphere-egu23-17081, 2023.

Indian Ocean Dipole (IOD) is an air-sea coupled variability in the Tropical Indian Ocean (TIO), which strongly impacts climate variability over the Indian Ocean rim countries. Though many positive IODs co-occurred with El Niño Southern Oscillation (ENSO), IODs do evolve independently, suggesting the possible role of internal dynamics of the Indian Ocean. In this study, the subtropical IOD (SIOD) is reported as one of the triggers for non-ENSO IODs. The study highlights the existence of cyclic feedback between IOD and SIOD through tropical subtropical interaction, a possible mechanism for the biennial tendency of both IOD and SIOD modes. The positive SIOD induce warming in the southwest of the Subtropical South Indian Ocean (SSIO) during April-May months and creates a meridional cell with subsidence over the southwestern TIO region (10oS). The subsidence expands the existing anticyclonic circulation over SSIO towards the equator and develops easterlies along the equator, warming the western TIO region. A zonal-vertical cell with convection over the western TIO and subsidence over the eastern TIO originates during June-July, which subsequently generates positive IOD in the following months. The positive IOD triggers negative SIOD by developing a stationary Rossby wave train in the midlatitudes. The southeastern anticyclonic circulation develops during the IOD peak season as Gill’s response initiates warm SST anomalies in the northeastern subtropics. As a result of the warming, the evolution of upper-level divergence and high absolute vorticity gradient over the subtropics generate an equivalent barotropic Rossby wave number 3 pattern in the extratropics. The cyclonic circulation over the southwest SSIO related to this Rossby wave pattern creates cold SST anomalies there. The cooling in the southwest and the warming in the northeast SSIO persisted from the IOD peak season, which strengthened the cyclonic circulation over SSIO, reinforcing the existing negative and positive SST anomalies through a positive feedback mechanism and generating negative SIOD, which peaks in the following January-March months.

How to cite: Sebastian, A. and Gnanaseelan, C.: Coupled feedback between the tropics and subtropics of the Indian Ocean with emphasis on the coupled interaction between IOD and SIOD, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-373, https://doi.org/10.5194/egusphere-egu23-373, 2023.

Tropical cyclone (TC) activity varies substantially yearly, and tropical cyclone-related damage also changes. Longer-term prediction of tropical cyclones plays an important role in reducing the wear and human loss caused by TCs. In this study, we have used a Causal-network-based algorithm to find the main development regions and precursors responsible for TC genesis and intensification. However, all the extreme events are interconnected through various global links. Therefore, analysis of the teleconnection and correlation of Tropical Cyclones with El Nino Southern Oscillation (ENSO), Indian Ocean Dipole (IOD), and North Atlantic Oscillation (NAO) during the satellite era (1980-2020) over the North Indian Ocean (NIO) basins using this Causal Effect Network (CEN) based algorithms is checked. The most appropriate metric for cyclone energy is Accumulated Cyclone Energy (ACE); its correlation with the various factors are investigated. We examined the variation in TCs activity during all three phases (positive, negative, and neutral phases).

The results show an increasing trend in ACE over the NIO region during that specific period. The duration of most intense cyclones is increased, but their frequency decreases in this period. A shift in ACE starts after 1997 and still rises significantly. Analysis of Sea Surface Temperature (SST), Vertical Wind Shear (VWS) between 850 and 250 hPa, mid-tropospheric (800 hPa) Relative Humidity (RH), low level (850 hPa) Relative Vorticity (RV), and Tropical Cyclone Heat Potential (TCHP) is done, and it shows positive changes and variability of ACE. These results may help get better knowledge about the atmospheric or oceanic teleconnections between the events, and improved tropical cyclone prediction can help reduce the loss caused by the TCs.        

How to cite: kumar sagar, A.: identification of robust predictors of tropical cyclones using causal effect network over the north indian ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-502, https://doi.org/10.5194/egusphere-egu23-502, 2023.

EGU23-595 | ECS | Posters on site | CL4.6

Intra-decadal variability of the Indian Ocean shallow meridional overturning circulation during boreal winter 

Rahul Pai, Anant Parekh, Jasti S Chowdary, and Gnanaseelan Chellappan

The variability of Indian Ocean shallow meridional overturning circulation (SMOC) is studied using the century-long ocean reanalysis simple ocean data assimilation (SODA) data. Though SMOC exhibits stronger southward transport during boreal summer, it displays stronger variability during boreal winter. The spectrum analysis of the winter SMOC index reveals the presence of the highest amplitude between 5 to 7 years at 95% confidence level, suggesting the dominance of intra-decadal SMOC variability. The robustness of intra-decadal SMOC variability is also confirmed in different ocean reanalysis data sets. Composite analysis of filtered upper Ocean Heat Content, sea level, thermocline depth, and Sea Surface Temperature anomalies for strong (weak) SMOC years show negative (positive) anomalies over north and East of Madagascar. Correlation analysis, of filtered SMOC index and sea level pressure (zonal winds) over the Indian Ocean, found a significant negative (positive) correlation coefficient north of 40 °S (around 10 °S) and a significantly positive (negative) correlation coefficient over the 45 °S to 70 °S (20 °S to 50 °S and north of 5 °S). This meridional pattern of the correlation coefficient for sea level pressure, manifesting the out-of-phase relationship between sub-tropics and high latitude mean sea level pressure, resembles Southern Annular Mode (SAM). We conclude that the intra-decadal variability of mean sea level pressure leads to zonal wind variation around 10 °S modulating SMOC, which in turn affects the upper ocean thermal properties in the east and north of Madagascar. This study for the first time brought out coherent intra-decadal evolution of SAM and SMOC during boreal winter.

How to cite: Pai, R., Parekh, A., Chowdary, J. S., and Chellappan, G.: Intra-decadal variability of the Indian Ocean shallow meridional overturning circulation during boreal winter, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-595, https://doi.org/10.5194/egusphere-egu23-595, 2023.

EGU23-864 | ECS | Posters on site | CL4.6

The Teleconnection of Indian Summer Monsoon Clouds with Global Predictors: An Unexplored Measure for Coupled Model development 

Ushnanshu Dutta, Anupam Hazra, Hemantkumar S Chaudhari, Subodh Kumar Saha, Samir Pokhrel, and Utkarsh Verma

The teleconnection studies regarding Indian summer monsoon (ISM) clouds are not focused on detail from both observational and modeling aspects. This is despite the fact that clouds play a seminal role in governing rainfall variability through the modulation of heating and induced circulation. Therefore, we find it essential to explore whether the inter-annual variability of ISM clouds is also remotely influenced by the slowly varying predictable component e.g. Sea Surface Temperature (SST). 

The findings reveal the linkage of observed TCF (and rainfall) over the ISM region with slowly varying forcing (e.g., global SST). The observed/reanalysis teleconnection pattern of TCF-SST is almost similar to that of rainfall-SST.In the long-term period, TCF and SST show a strong and positive correlation with Extra-Tropics (R ~ 0.41), NAO (R ~ 0.51), and AMO (R ~ 0.41) SST regions, in addition to canonical ENSO teleconnection (R ~ −0.39). This is better captured in CMIP6-MME than in CMIP5-MME. The representation of the global teleconnection pattern has been significantly improved in participating models from CMIP5 to CMIP6. The teleconnection with extra-tropics and north Atlantic mode of variability is markedly enhanced in CMIP6-MME compared to CMIP5-MME. The present study has also shown the lag correlations in the teleconnection analysis, i.e., the correlation of June–September (JJAS) mean of rainfall/TCF with October–December (OND) SST from observation/reanalysis, CMIP5-MME, and CMIP6-MME. The CMIP6-MME performs better than CMIP5-MME as compared to observation/reanalysis. 

Thus, the improved understanding of the teleconnection of cloud variables with ENSO and other predictors (ET, NAO, and AMO) will help researchers take up the challenges of improving the ISMR skill far ahead using the new generation coupled climate models. This may facilitate reliable seasonal ISM forecasting.

Keywords: Indian Summer Monsoon, Clouds, Teleconnection, CMIP5, CMIP6

How to cite: Dutta, U., Hazra, A., Chaudhari, H. S., Saha, S. K., Pokhrel, S., and Verma, U.: The Teleconnection of Indian Summer Monsoon Clouds with Global Predictors: An Unexplored Measure for Coupled Model development, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-864, https://doi.org/10.5194/egusphere-egu23-864, 2023.

EGU23-1944 | ECS | Orals | CL4.6

ENSO-driven abrupt phase shift in North Atlantic Oscillation in early January 

Xin Geng, Jiuwei Zhao, and Jong-Seong Kug

El Niño-Southern Oscillation (ENSO) teleconnections exhibit a strong dependency on seasonally and intraseasonally varying mean states, which leads to impactful short-term variations in regional climate. The North Atlantic Oscillation (NAO)-ENSO relation is a typical example, in that its phase relationship reverses systematically between the early and late winter. However, the details and underlying mechanisms of this relationship transition are not well understood yet.

Here based on observations and an ensemble of atmosphere-only climate model simulations, we first reveal that this NAO phase reversal occurs synchronously in early January, which indicates strong abruptness. We demonstrate that this abrupt NAO phase reversal is caused by the change in ENSO-induced Rossby wave-propagating direction from northeastward to southeastward over the northeastern North American region, which is largely governed by a climatological alteration of the local jet meridional shear. We also provide evidence that the North Atlantic intrinsic eddy–low-frequency flow feedback further facilitates and amplifies the NAO responses. This abrupt NAO phase reversal signal is strong enough during the ENSO winter to be useful for intraseasonal climate forecasting in the Euro-Atlantic region.

How to cite: Geng, X., Zhao, J., and Kug, J.-S.: ENSO-driven abrupt phase shift in North Atlantic Oscillation in early January, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1944, https://doi.org/10.5194/egusphere-egu23-1944, 2023.

Weather type classification is a well-established and thoroughly researched field of study in atmospheric sciences. One of its applications is the analysis of occurrence of and transitions between large scale synoptic types. This is typically done by calculating the moving average of, or estimating linear or polynomial fits to relative frequencies. The presented work points out the theoretical inconsistencies implied by such approaches and, instead, employs binomial and multinomial logistic regression for consistent estimation of long-term trends in occurrence and transition probabilities between synoptic types, while assuming first-order Markovian behaviour throughout. The methodological framework's functioning is demonstrated using two prominent examples of weather type classification schemes with regional focus on Germany and central Europe. Temporal refinement to seasonal and monthly level and aggregation into combined groups of classes allows for tracing of observed trends, providing a more comprehensive understanding of the systems investigated. The results, by and large, fit in well with expectations about circulatory changes suggested by research about global warming induced climate change and can be verified by existing research in some cases. Inspection of transition probability changes allows for differentiation between changes in occurrence probability caused by changes in the mean vs. changes in circulatory dynamics. Limitations and favourable implementational details of the approach are determined and the Wald Null test is recommended for assessing statistical significance.

How to cite: Schoeller, H.: Occurrence and Transition Probabilities for two Weather Classification Systems over Germany, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2004, https://doi.org/10.5194/egusphere-egu23-2004, 2023.

EGU23-2125 | Orals | CL4.6

Resolving weather fronts increases the large-scale circulation response to Gulf Stream SST anomalies 

Robert Jnglin Wills, Adam Herrington, Isla Simpson, and David Battisti

Canonical understanding based on general circulation models (GCMs) is that the large-scale circulation responds only weakly to extratropical sea-surface temperature (SST) anomalies, compared to the larger influence of tropical SST anomalies. However, the horizontal resolution of modern GCMs, which ranges from roughly 200 km to 25 km, is too coarse to fully resolve mesoscale atmospheric processes such as weather fronts. Here, we investigate the large-scale atmospheric circulation response to idealized Gulf Stream SST anomalies in a variable resolution version of the Community Atmospheric Model (CAM6), with regional grid refinement of 14 km over the North Atlantic, and compare it to versions with 28-km regional grid refinement and global 111-km resolution. The high-resolution simulations show a large positive response of the wintertime North Atlantic Oscillation (NAO) to positive SST anomalies in the Gulf Stream, a 1-standard-deviation NAO anomaly for 2°C SST anomalies. The lower-resolution simulations show a much weaker response, and in some cases, a different spatial structure of the response. The enhanced large-scale circulation response at high resolution results from an increase in resolved vertical motions, which enables SST forcing to have a larger influence on transient-eddy heat and momentum fluxes. In response to positive SST anomalies, these processes contribute to a stronger North Atlantic jet that varies less in latitude, as is characteristic of the positive phase of the NAO. Our results suggest that the atmospheric circulation response to extratropical SST anomalies is fundamentally different at higher resolution. Regional refinement in key regions offers a potential pathway towards improving simulation of the atmospheric response to extratropical SST anomalies and thereby improving multi-year regional climate predictions.

How to cite: Jnglin Wills, R., Herrington, A., Simpson, I., and Battisti, D.: Resolving weather fronts increases the large-scale circulation response to Gulf Stream SST anomalies, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2125, https://doi.org/10.5194/egusphere-egu23-2125, 2023.

EGU23-5034 | ECS | Orals | CL4.6

Impact of tropical eastern Pacific warming bias on Caribbean climate 

Marta Brotons Blanes, Rein Haarsma, and Nadie Bloemendaal

During the last decades, CMIP5 models simulate a warming trend in the tropical eastern Pacific that has not been present in observations (Seager et al., 2019). Associated with this, the Walker circulation has experienced a westward migration while CMIP5 models simulate an eastward migration. This mismatch is still present in CMIP6 models and might affect climate projections worldwide. In the Caribbean region, CMIP6 models project a strong drying at the end of the 21st century. El Niño-like changes in the Walker circulation are the dominant teleconnections driving the Caribbean drying. The models that project a strong Caribbean drying also simulate generally a strong equatorial eastern Pacific warming trend over the recent decades. Thus, the mismatch between observed and simulated warming trends over the equatorial eastern Pacific questions the reliability of the Caribbean precipitation projections. The warming bias might also have implications for tropical cyclones’ projections in the Atlantic and Pacific through the effect of vertical wind shear, which is related to shifts in the Walker circulation. In addition, the double Intertropical Convergence Zone (ITCZ) bias might be influenced by the mismatching trends. The strong influence of El Niño-Southern Oscillation (ENSO) dynamics on the world’s climate demands more in-depth studies addressing the drivers of the Walker circulation and the equatorial Pacific warming bias.

How to cite: Brotons Blanes, M., Haarsma, R., and Bloemendaal, N.: Impact of tropical eastern Pacific warming bias on Caribbean climate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5034, https://doi.org/10.5194/egusphere-egu23-5034, 2023.

Climate change affects the hydrological cycle and induces extreme weather events, such as storms, floods and droughts. Adaptation to climate change needs to be based on assessments of future impacts. The new generation of Coupled Model Inter-comparison Project Phase 6 (CMIP6) is widely used in future flood prediction and drought risk assessment. However, many studies have found that CMIP6 global climate models for simulating land surface water and energy fluxes have significant biases, which poses a problem for using CMIP6 as input data for hydrological impact studies. Therefore, the output of CMIP6 cannot be directly used in hydrological models to project the impacts of future climate change. To overcome this problem, the correction of model output towards observations for its subsequent application in climate change impact studies has now become a standard procedure. And hydrological simulations generally use bias corrected output. But bias correction methods cannot really correct bias. The commonly used bias correction approaches only force the model outputs to match observations, and does not consider the mechanisms within the model and the interaction between variables. This study systematically evaluates water and energy fluxes of CMIP6 model over the Tibetan Plateau. Results show that the inter-model variability is substantial in temperature simulations. Snow that the largest component of the cryosphere responds significantly to changes in temperature. In the study, we study snow depth simulations corresponding to temperature simulations of different models over the Tibetan Plateau. Based on the water balance formula, analysis of how water balance fluxes respond to temperature changes in CMIP6, and determine the sources of error and ultimately lead to improved predictions.

How to cite: Liu, S., Liu, Z., and Duan, Q.: Evaluation of CMIP6 models for water and energy fluxes and analysis of source of errors over the Tibetan Plateau, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5066, https://doi.org/10.5194/egusphere-egu23-5066, 2023.

EGU23-5176 | ECS | Orals | CL4.6

Global warming induces more internally generated extremes of North Atlantic Oscillation and East Atlantic pattern 

Quan Liu, Johann Jungclaus, Daniela Matei, and Juergen Bader

Increased weather and climate extreme events are often attributed solely to either human-induced climate change or internal variability, under the assumption that external forcing does not influence the internal variability. However, with the development of single-model initial-condition large ensembles, recent research shows the impact of global warming on internal variability. This study investigates how global warming influences the North Atlantic Oscillation (NAO) and the East Atlantic (EA) pattern, which are the dominant large-scale circulation/teleconnection modes in the North Atlantic sector.

The study analyzes the geopotential height data of the Max Planck Institute Grand Ensemble (MPI-GE)  with 100 ensemble members. The internal variability is quantified as the deviation from the ensemble mean. The influence of global warming on the internal variability is checked with a 1pcCO2 experiment, where the  concertation is increased by 1% every year. This experiment provides a scenario for relatively strong global warming based on increasing greenhouse gas concentration alone. The extreme NAO and EA are defined as those years where the indexes are above (positive extremes) or below (negative extremes) 2 standard deviations.

The results show increases in extreme events, especially negative extremes, for both NAO and EA during wintertime, in a warmer climate. While NAO extremes increase consistently across the whole troposphere, EA extremes increase more at higher altitudes (500hpa-200hpa) than at lower altitudes. The warming effect of positive extreme NAO over northern Eurasia gets weaker, while the cooling effect of negative extreme NAO over northern Eurasia gets stronger. The effects of both, positive and negative extremes of EA, extend eastward till Eastern Asia. Overall, this study underlines the impact of global warming onto the internal variability of NAO and EA.

How to cite: Liu, Q., Jungclaus, J., Matei, D., and Bader, J.: Global warming induces more internally generated extremes of North Atlantic Oscillation and East Atlantic pattern, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5176, https://doi.org/10.5194/egusphere-egu23-5176, 2023.

EGU23-5279 | Orals | CL4.6

Reconciling conflicting evidence for the cause of the observed early 21st century Eurasian Cooling 

Stefan Sobolowski, Stephen Outten, and Camille Li

Arctic amplification of global warming is accompanied by a dramatic decline in sea ice. This, in turn, has been linked to cooling over the Eurasian subcontinent over recent decades, most dramatically during the period 1998-2012. Such a coherent and pronounced cooling is a counterintuitive impact under global warming. Some studies have proposed a causal teleconnection from Arctic sea ice retreat to Eurasian wintertime cooling; others argue that Eurasian cooling is mainly driven by internal variability. Overall, there is an impression of strong disagreement between those holding the “ice-driven” versus “internal variability” viewpoints. We offer an alternative framing that shows that the sea ice and internal variability views can be compatible. Key to this is viewing Eurasian cooling through the dual lens of dynamics (linked primarily to internal variability with a small contribution from sea ice; cools Eurasia) and thermodynamics (linked to sea ice retreat; warms Eurasia). This framing, combined with recognition that there is uncertainty in the hypothesized mechanisms themselves, allows both viewpoints (and others) to co-exist and contribute to our understanding of Eurasian cooling. A simple autoregressive model shows that strong Eurasian cooling is consistent with internal variability, with some periods being more susceptible to strong cooling than others. Rather than posit a “yes-or-no” causal relationship between sea ice and Eurasian cooling, a more constructive way forward is to consider whether the cooling trend was more likely given the observed sea ice loss, as well as other sources of low-frequency variability. Taken in this way both sea ice and internal variability are factors that affect the likelihood of strong regional cooling in the presence of ongoing global warming. Improving our understanding of the underlying mechanisms is critical for quantifying regional responses and impacts as well as producing reliable near-term climate predictions. 

How to cite: Sobolowski, S., Outten, S., and Li, C.: Reconciling conflicting evidence for the cause of the observed early 21st century Eurasian Cooling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5279, https://doi.org/10.5194/egusphere-egu23-5279, 2023.

EGU23-5775 | ECS | Orals | CL4.6 | Highlight

Impacts of a weakened AMOC on the European climate 

Katinka Bellomo, Virna Meccia, Roberta D'Agostino, Federico Fabiano, Sarah Larson, Jost von Hardenberg, and Susanna Corti

Previous studies have shown that the response of the Atlantic Meridional Overturning Circulation (AMOC) to increasing greenhouse gas forcing is a key driver of inter-model uncertainties. While all models project an AMOC decline, the inter-model spread in the decline rate drives very different climate change impacts, including temperature, precipitation, and large-scale atmospheric circulation patterns. Here we investigate the impacts of a weakened AMOC by performing idealized climate model experiments using EC-Earth3, a state-of-the-art GCM participating in CMIP6. We compare results from a control experiment run under preindustrial forcing, with an experiment in which we force a weakened AMOC by applying a virtual salinity flux in the North Atlantic/Arctic basin. Here we analyze previously unexplored aspects of the climate response to a weakened AMOC, focusing on impacts on wintertime daily timescales in the Euro-Atlantic region.

We find that a weakened AMOC forces an overall drier climate over most of Europe; however, some regions especially in northwestern Europe experience an increase in the number of very wet days. We investigate drivers of precipitation changes by performing a moisture budget and analyzing the association with changes in weather regimes at daily timescales. We find that an increase in the occurrence of the NAO+ days (going from a frequency of ~26% of occurrence to above 42%) together with an enhanced and more central jet, favors drier conditions over southern Europe and wetter conditions over northwestern Europe. Further, enhanced but drier storms cause dryness over Europe while thermodynamic processes per se, namely the Clausius-Clapeyron constraint on temperature, play a second role. Finally, we explore these relationships in additional experiments in which we keep the AMOC constant in a forced 4xCO2 experiment by applying a reversed virtual salinity flux, which allows us to separate the effects of 4xCO2 forcing from the weakened AMOC on climate change impacts. Our results have broader implications for understanding the role of the AMOC response on future climate change, allowing us to separate the impacts of the AMOC from those of the CO2 increase.

How to cite: Bellomo, K., Meccia, V., D'Agostino, R., Fabiano, F., Larson, S., von Hardenberg, J., and Corti, S.: Impacts of a weakened AMOC on the European climate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5775, https://doi.org/10.5194/egusphere-egu23-5775, 2023.

The central role of tropical sea surface temperature (SST) variability in modulating Northern Hemisphere (NH) extratropical climate has long been known. However, the prevailing pathways of teleconnections in observations and the ability of climate models to replicate these observed linkages remain elusive. Here, we apply maximum covariance analysis between atmospheric circulation and tropical SST to reveal two co-existing tropical-extratropical teleconnections albeit with distinctive spatiotemporal characteristics. The first mode, resembling the Pacific-North American (PNA) pattern, favors a Tropical-Arctic in-phase (warm-Pacific-warm-Arctic) teleconnection in boreal spring and winter. The second mode, predominant in summer and autumn, is manifested as an elongated Rossby-wave train emanating from the tropical eastern Pacific that features an out-of-phase relationship (cold-Pacific-warm-Arctic) between tropical Pacific SST and temperature variability over the Arctic. This Pacific-Arctic teleconnection (PARC) mode partially explains the observed summertime warming around the Arctic. The reliability of climate models to replicate these leading teleconnections is of primary interest in this study to improve decadal prediction on regional climate. While climate models participating in CMIP6 appear to successfully simulate the PNA mode and its temporal characteristics, the majority of models’ skill in reproducing the PARC mode is obstructed by apparent biases in simulating low-frequency SST and rainfall variability over the tropical eastern Pacific and the summer climatological mean flow over the North Pacific. Considering the contribution of the PARC mode in shaping low frequency climate variations over the recent decades from the tropics to the Arctic, improving models’ capability to capture the PARC mode is essential to reduce uncertainties associated with decadal prediction and climate change projection over the NH.

How to cite: Feng, X.: Possible causes of model biases in simulating Tropical-Arctic teleconnections in CMIP6, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6017, https://doi.org/10.5194/egusphere-egu23-6017, 2023.

EGU23-6966 | ECS | Orals | CL4.6

Opposite Impacts of Interannual and Decadal Pacific Variability in the Extratropics 

Melissa Seabrook, Doug Smith, Nick Dunstone, Rosie Eade, Leon Hermanson, Adam Scaife, and Steven Hardiman

It is well established that the positive phase of El Niño Southern Oscillation (ENSO) tends to weaken the Northern Hemisphere stratospheric polar vortex (SPV), promoting a negative North Atlantic Oscillation (NAO). Pacific Decadal Variability (PDV) is characterised by a pattern of sea surface temperatures similar to ENSO, but its impacts are more uncertain: some studies suggest similar impacts of ENSO and PDV on the SPV and NAO, while others find the opposite. We use climate model experiments and reanalysis to find further evidence supporting opposite interannual and decadal impacts of Pacific variability on the extratropics. We propose that the decadal strengthening of the SPV in response to positive PDV is caused by a build-up of stratospheric water vapour leading to enhanced cooling at the poles, an increased meridional temperature gradient and a strengthened extratropical jet. Our results are important for understanding decadal variability, seasonal to decadal forecasts and climate projections.

How to cite: Seabrook, M., Smith, D., Dunstone, N., Eade, R., Hermanson, L., Scaife, A., and Hardiman, S.: Opposite Impacts of Interannual and Decadal Pacific Variability in the Extratropics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6966, https://doi.org/10.5194/egusphere-egu23-6966, 2023.

EGU23-7011 | ECS | Orals | CL4.6

AMOC variations modulated by Tropical Indio-Atlantic SST Gradient 

Brady Ferster, Leonard Borchert, Juliette Mignot, and Alexey Fedorov

A potential future slowdown or acceleration of the Atlantic Meridional Overturning Circulation (AMOC) would have profound impacts on global and regional climate. Recent studies have shown that AMOC responds, among many other processes, to anthropogenic changes in tropical Indian ocean (TIO) temperature. However, internal unforced co-variations between these two basins are largely unexplored as of yet. Here, we use the ERSST v5, HadISST v1, and COBE v2 gridded observational products for the period 1870-2014, as well as dedicated simulations with coupled climate models, and show that internal changes in sea surface temperature gradients between the Indian and Atlantic Ocean (SSTgrad) can drive teleconnections that influence internal variations of North Atlantic climate and AMOC.

We separate the unforced observed component (i.e., internal signal) from the forced signal following the residuals method presented by Smith et al. (2019). In the absence of direct AMOC observation we estimate AMOC variability from an SST index (SSTAMOC; Caesar et al., 2018). We find a robust observed relationship between the unforced tropical SSTgrad and SSTAMOC when TIO leads by ~25 years. This time-lag is in line with a recently described mechanism of anomalous tropical Atlantic rainfall patterns that originate from TIO warming and cause anomalously saline tropical Atlantic surface water which slowly propagate northward into the subpolar North Atlantic, ultimately altering oceanic deep convection and AMOC (Hu and Fedorov, 2019; Ferster et al. 2021). Our study now suggests that it is the tropical SSTgrad that drives those AMOC changes, with a limited role for the western tropical Pacific. Pre-industrial control simulations with the IPSL-CM6A-LR model confirm this relationship, indicating a time lag of ~25 years between SSTgrad and SSTAMOC variations. These simulations also confirm that the SSTAMOC is representative of unforced AMOC variations when SSTAMOC leads by 5 years. This work therefore indicates that an unforced pathway between tropical ocean temperature and AMOC exists with a ~20 year lag, which opens the potential for using SSTgrad as precursor to predict future AMOC changes.

 

Caesar, L., Rahmstorf, S., Robinson, A., Feulner, G., & Saba, V. (2018). Observed fingerprint of a weakening Atlantic Ocean overturning circulation. Nature, 556(7700), 191-196.

Ferster, B. S., Fedorov, A. V., Mignot, J., & Guilyardi, E. (2021). Sensitivity of the Atlantic meridional overturning circulation and climate to tropical Indian Ocean warming. Climate Dynamics, 1-19.

Hu, S., & Fedorov, A. V. (2019). Indian Ocean warming can strengthen the Atlantic meridional overturning circulation. Nature climate change, 9(10), 747-751.

Smith, D. M., Eade, R., Scaife, A. A., Caron, L. P., Danabasoglu, G., DelSole, T. M., ... & Yang, X. (2019). Robust skill of decadal climate predictions. Npj Climate and Atmospheric Science, 2(1), 1-10.

How to cite: Ferster, B., Borchert, L., Mignot, J., and Fedorov, A.: AMOC variations modulated by Tropical Indio-Atlantic SST Gradient, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7011, https://doi.org/10.5194/egusphere-egu23-7011, 2023.

A detailed assessment of climate variability of the Baltic Sea area for the period 1958-2009 (Lehmann et al. 2011) revealed that recent changes in the warming trend since the mid-1980s, were associated with changes in the large-scale atmospheric circulation over the North Atlantic. The analysis of winter sea level pressure (SLP) data highlighted considerable changes in intensification and location of storm tracks, in parallel with the eastward shift of the North Atlantic Oscillation (NAO) centres of action. Additionally, a seasonal shift of strong wind events from autumn to winter and early spring existed for the Baltic area. Lehmann et al. (2002) showed that different atmospheric circulation regimes force different circulation patterns in the Baltic Sea. Furthermore, as atmospheric circulation, to a large extent, controls patterns of water circulation and biophysical aspects relevant for biological production, such as the vertical distribution of temperature and salinity, alterations in weather regimes may severely impact the trophic structure and functioning of marine food webs (Hinrichsen et al. 2007). To understand the processes linking changes in the marine environment and climate variability, it is essential to investigate all components of the climate system which of course include also the large-scale atmospheric circulation. Here we focus on the link between changes/shifts in the large scale atmospheric conditions and their impact on the regional scale variability over the Baltic Sea area for the period 1950-2021. This work is mostly an extension of previous studies which focused on the response of the Baltic Sea circulation to climate variability for the period 1958-2008 (Lehmann et al. 2011, Lehmann et al. 2014). Now extended time series ECMWF ERA 5 reanalysis for 7 decades are available, highlighting recent changes in atmospheric conditions over the Baltic Sea. The main focus of this work is to identify predominant large scale atmospheric circulation patterns (climate regimes) on a monthly/seasonal time scale influencing the regional atmospheric circulation over the Baltic Sea area. Furthermore, long-term changes on the annual to decadal time scale will also be investigated.

How to cite: Lehmann, A., Post, P., and Myrberg, K.: Changing impact of the large-scale atmospheric circulation on the regional climate variability of the Baltic Sea for the period 1950-2022, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8461, https://doi.org/10.5194/egusphere-egu23-8461, 2023.

EGU23-10582 | Orals | CL4.6 | Highlight

Impacts of oceanic warming patterns versus CO2 radiative forcing on the Hadley Circulation 

Yong Sun, Gilles Ramstein, Alexey V. Fedorov, Lin Ding, and Bo Liu

The Hadley circulation (hereafter HC) is one of the most prominent meridional overturning circulations in the climate system. In addition to maintaining energy balance and momentum exchange in tropics and extratropics, it can also shape the Intertropical Convergence Zone (ITCZ) and subtropical dry arid zones by regulating the hydrological cycle in tropical and extratropical regions. Weakening and expanding HC and narrowing of the ITCZ are projected with human greenhouse gas emissions. However, no consensus has been achieved regarding the relative importance of direct CO2 radiative effect and indirect effects via SST changes in shaping the future HC changes. This limits our deep understanding of the climate impacts imposed by changes in the HC. Here we analyze a broad range of CMIP5 experiments and show that future changes in SST patterns play the leading role in the determining the future changes in HC and ITCZ. In addition, a series of individual basin perturbation experiments were conducted at 1.5°C, 2°C, and 3°C temperature thresholds to identify key basins that determine HC strength, edges, and ITCZ locations. Our work highlights the overwhelming role of future tropical Indian Ocean warming on the HC and ITCZ changes.

How to cite: Sun, Y., Ramstein, G., Fedorov, A. V., Ding, L., and Liu, B.: Impacts of oceanic warming patterns versus CO2 radiative forcing on the Hadley Circulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10582, https://doi.org/10.5194/egusphere-egu23-10582, 2023.

EGU23-11826 | ECS | Posters on site | CL4.6

Precipitation weather typing over the South Pacific: application to the TRMM satellite product calibration 

Oscar Mirones, Joaquín Bedia, Juan A. Fernández-Granja, Sixto Herrera, Sara O. Van Vloten, Andrea Pozo, Laura Cagigal, and Fernando J. Méndez

In the South Pacific region, the precipitation patterns are mostly driven by a number of processes operating at spatial and temporal scales. One of the most important features is the South Pacific Convergence Zone (SPCZ).

Five Daily Weather Types (WT) of precipitation are presented, based on Principal Component Analysis (PCA) and k-means clustering using ERA5 precipitation and atmospheric circulation variables such as mean sea-level pressure (SLP), day-to-day difference of mean daily SLP or northward and eastward 10-m wind component fields, able to capture distinct precipitation spatio-temporal patterns, interpretable in terms of salient regional climate features such as the SPCZ state and tropical cyclone activity. We then undertake a weather-type conditioned calibration of the TRMM (Tropical Rainfall Measuring Mission) product using in-situ rain gauge records from the PACRAIN database as reference. “Conditioning” is here based on applying separate statistical corrections for each of the generated WTs, since biases might be dependent on specific atmospheric situations that can be partially captured by the clustering procedure, thus adapting the correction factors to specific synoptic conditions. 

Our results indicate that the WT-conditioned calibration provides an overall marginal added value over the unconditioned approach, although it makes a significant difference for a better correction of extreme rainfall events, critical in many impact studies. The approach can be extended to compound extreme events, in which several variables are involved (e.g. precipitation, sea level, wind, etc.), in order to better preserve multi-variable consistency.

How to cite: Mirones, O., Bedia, J., Fernández-Granja, J. A., Herrera, S., Van Vloten, S. O., Pozo, A., Cagigal, L., and Méndez, F. J.: Precipitation weather typing over the South Pacific: application to the TRMM satellite product calibration, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11826, https://doi.org/10.5194/egusphere-egu23-11826, 2023.

EGU23-11931 | ECS | Posters virtual | CL4.6

The Large-Scale Climate of Alaska - The Effects of the Pacific Decadal Oscillation on the Climate of Alaska 

Jasper Heuer, Martin Stuefer, and Lea Hartl

The climate of the state of Alaska is influenced not only by regional anthropogenic climate change, but also by the effects of large-scale ocean atmosphere systems like the Pacific Decadal Oscillation (PDO). Whereas positive anomalies in the PDO index coincide with warmer (sea surface) temperatures in the Gulf of Alaska and across the state, negative anomalies have the opposite effect. After analyzing the strength and direction of the correlation between the PDO index and the average temperatures in each of the 13 climate divisions of Alaska – both annually, as well as seasonally (DJF, MAM, JJA, and SON) – it becomes apparent, that the PDO affects the southern coastal and Panhandle regions much stronger than the Interior and North Slope. Over the course of a year, the correlations are strongest during the winter months, decrease during the spring and summer, only to increase again in the fall. Since the effects of large-scale circulations such as the PDO are changing under the influence of natural and anthropogenic climate change, reliable predictions on the future of the Alaskan climate are extremely complicated. In the future, further analysis is needed to support policy makers in their efforts to help adept the state’s ecosystems and economies to the changing climate.

How to cite: Heuer, J., Stuefer, M., and Hartl, L.: The Large-Scale Climate of Alaska - The Effects of the Pacific Decadal Oscillation on the Climate of Alaska, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11931, https://doi.org/10.5194/egusphere-egu23-11931, 2023.

EGU23-12678 | ECS | Orals | CL4.6

Classification of Atmospheric Circulation Patterns That Trigger Rainfall Extremes in the Sudan-Sahel Region 

Manuel Rauch, Jan Bliefernicht, Patrick Laux, and Harald Kunstmann

A better understanding of the rainfall variability and extremes in tropical regions is crucial for the development of improved statistical and numerical approaches used for climate research and weather prediction. In this study, we present a novel fuzzy rule-based method for classifying atmospheric circulation patterns relevant to heavy rainfall in the Sudan-Sahel region over West Africa. In the first step, we determine large-scale atmospheric patterns to describe important seasonal features of the West African Monsoon like the movement of Saharan Heat Low over the African continent. In the second step, meso-scale monsoon patterns are classified to better describe rainfall variability and extremes during the monsoon period. In addition to a comprehensive predictor screening using more than 30 variables at different atmospheric levels, a detailed sensitivity analysis is performed, which aims to improve the transferability of the classification approach to an independent dataset. Furthermore, crucial aspects of the methodological development of fully automatic classification approaches are addressed. Using mean sea level pressure and stream function fields (700hPa) as final predictor variables, we identified 23 circulation patterns as robust solution to represent key atmospheric processes and rainfall variability in the study region. The two wettest patterns are distinguished by an enhanced Saharan Heat Low and cyclonic rotation near the study region, suggesting the presence of a tropical wave trough and triggering about 50% of the rainfall extremes on 6.5% of the days. The identified atmospheric circulation patterns are currently used to develop a variety of improved statistical approaches for this challenging region, such as pattern-dependent bias correction, geostatistical interpolation, and simulation. 

How to cite: Rauch, M., Bliefernicht, J., Laux, P., and Kunstmann, H.: Classification of Atmospheric Circulation Patterns That Trigger Rainfall Extremes in the Sudan-Sahel Region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12678, https://doi.org/10.5194/egusphere-egu23-12678, 2023.

EGU23-13294 | ECS | Orals | CL4.6

Regime-oriented causal model evaluation of Atlantic-Pacific teleconnections in CMIP6 

Soufiane Karmouche, Evgenia Galytska, Jakob Runge, Gerald Meehl, Adam Phillips, Katja Weigel, and Veronika Eyring

Regime-oriented causal model evaluation of Atlantic-Pacific teleconnections in CMIP6

Abstract:

The Pacific Decadal Variability (PDV) and the Atlantic Multidecadal Variability (AMV) are two important modes of long-term internal variability that significantly impact the climate system and its spatio-temporal changes. In this study, we use a regime-oriented causal discovery method (Karmouche et al, 2022) to examine the changing interactions between the PDV and AMV. The results of this analysis are used to evaluate the ability of models participating in the Coupled Model Intercomparison Project Phase 6 (CMIP6) to represent the observed changing interactions between the PDV, AMV, and their extra-tropical teleconnections.

Applying the regime-oriented causal discovery method to reanalysis time series revealed that the interactions between AMV and PDV differ from one regime to the other. The results also show that there are both direct and indirect connections between the Atlantic and Pacific oceans, which are established through various teleconnection patterns.

In order to evaluate the ability of climate models to represent these observed interactions, we applied the same regime-oriented causal discovery method to the CMIP6 Large Ensemble historical simulations. We show that several models performed well in simulating the observed causal patterns when AMV and PDV are "out-of-phase", and that the two models with the largest number of members generally outperformed other models in simulating observed causal patterns during longer regimes. This work shows how causal discovery on LEs complements the available diagnostics and statistics metrics of climate variability to provide a powerful tool for climate model evaluation.

Karmouche, S., Galytska, E., Runge, J., Meehl, G. A., Phillips, A. S., Weigel, K., and Eyring, V.: Regime-oriented causal model evaluation of Atlantic-Pacific teleconnections in CMIP6, EGUsphere [preprint], https://doi.org/10.5194/egusphere-2022-1013, 2022.

How to cite: Karmouche, S., Galytska, E., Runge, J., Meehl, G., Phillips, A., Weigel, K., and Eyring, V.: Regime-oriented causal model evaluation of Atlantic-Pacific teleconnections in CMIP6, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13294, https://doi.org/10.5194/egusphere-egu23-13294, 2023.

EGU23-13299 | Orals | CL4.6

Drivers of the Annual Cycle of Rainfall over Central Africa: The Role of Water Vapor and the Mid-Tropospheric Meridional Circulation 

Georges-Noel T. Longandjo, Bellinda Mashoene Monyela, and Mathieu Rouault

The Intertropical Convergence Zone (ITCZ), with its twice-annual passage over central Africa, is considered as the main driver of the rainfall seasonality. But recently, this paradigm was challenged. To find out what are the main drivers of the annual cycle of rainfall over central Africa, we present a simple comprehensive paradigm with both local forcings and regional-scale processes playing crucial role. Due to the local evaporative cooling effect, the foot of the ascending branch of Hadley cells occurs where the temperature is the warmest, indicating a thermal low. This distorts the southern Hadley cell by developing its bottom-heavy structure. As result, both shallow and deep Hadley cells coexist over central Africa year–round. The deep mode is associated with poleward branches at upper levels that transport the atmospheric energy. The shallow mode is characterized by a meridional return flow in the mid-troposphere that transports the water vapour instead of lower branches as widely reported. This favours the building-up of the mid-tropospheric moisture flux convergence with a limited contribution of the midlevel easterly jet, conducive to deep convection. Embedded in this strong rising branch of Hadley cells at midlevels, the intense convective rainfall, and with it the rainfall maximum position, is seasonally controlled by the dynamics of the midlevel shallow meridional return flow. This highlights the interhemispheric rainfall contrast over central Africa and outlines its unimodal seasonality. On the other hand, forced by the Congo basin cell, the precipitable water regulates the deep convection from the vegetated surface of Congo basin, acting as a continental sea. This nonlinear mechanism separates the rainfall into three distinct regimes – (i) the moisture-convergence-controlled regime, with convective rainfall exclusively occurring in the rainy season and (ii) the local evaporation-controlled regime with drizzle and (iii) the precipitable-water-controlled regime, with exponential increase of rainfall that both occur during the dry season.

How to cite: Longandjo, G.-N. T., Monyela, B. M., and Rouault, M.: Drivers of the Annual Cycle of Rainfall over Central Africa: The Role of Water Vapor and the Mid-Tropospheric Meridional Circulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13299, https://doi.org/10.5194/egusphere-egu23-13299, 2023.

In this communication, we will present results from an analysis of the variability of the vertically averaged (i.e., barotropic) atmospheric circulation simulated by climate models, which integrate the current Coupled Model Intercomparison Project (CMIP6). The variabilities in two ensembles of Atmospheric Model Intercomparison Project (AMIP) simulations were compared with the variabilities in two ensembles of fully coupled simulation counterparts of the current CMIP6 (Castanheira and Marques, 2022).

The atmospheric models simulate less variability of the barotropic atmospheric circulation over the Northern Atlantic and more variability over the North Pacific when compared with the corresponding variabilities in the ERA5 reanalysis (“observations”), at intraseasonal and interannual scales. When integrated over the whole globe, the variability in the coupled climate simulations is smaller than the variability in the corresponding AMIP simulations. The smaller global variability of the coupled simulations results in no mean overestimation of the subtropical jet variability in the North Pacific, but further underestimation of the jet stream variability in the Northern Atlantic. The results suggest that the reduction of the biases in the barotropic atmospheric variability over the North Pacific, in the coupled climate simulations, is achieved through compensating biases in the mean Sea Surface Temperatures (SSTs). Moreover, the reduction of the positive biases in the North Pacific seems to be associated with a reduction of the excitation of the most unstable barotropic mode of the atmospheric circulation, which contributes also to a reduction of the barotropic atmospheric variability in the North Atlantic region.

 Acknowledgements: The CESAM is supported by FCT/MCTES through the project UIDP/50017/2020+ UIDB/ 50017/20201+LA/P/0094/2020.

References

Castanheira, J. M., Marques, C. A. F. (2022). Biases of the Barotropic Atmospheric Circulation Variability in CMIP6 Models. Journal of Climate,  Vol. 35, 5071–5085 DOI: 10.1175/JCLI-D-21-0581.1. 

How to cite: Castanheira, J. M. and Marques, C. A. F.: How can the most unstable barotropic mode of atmospheric models contribute for the explanation of atmospheric variability biases of climate models in the North Atlantic?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13716, https://doi.org/10.5194/egusphere-egu23-13716, 2023.

EGU23-13726 | ECS | Posters on site | CL4.6

Causal drivers of central Amazon precipitation variability during austral summer 

Emily Henningsen, Giorgia Di Capua, and Reik V. Donner

The South American monsoon system is one key component of the regional climate of South America, and its interannual as well as intraseasonal variability is of great relevance for water availability over vast parts of the continent. To further develop advanced prediction systems for hydro-meteorological conditions, a better understanding of the underlying atmospheric as well as coupled ocean-atmosphere and land-atmosphere processes governing the intraseasonal variations of rainfall is of paramount importance.

 

In this work, we focus on rainfall variability over the central Amazon basin (CAB) as a particularly vulnerable region during the peak season of the monsoon (December to February). In order to identify causal precursors of CAB rainfall variability and their mutual causal interdependence structure, we employ a causal discovery tool called Peter and Clark Momentary Conditional Information (PCMCI) algorithm to monthly average sea surface temperature (SST), mean sea level pressure (MSLP) and precipitation fields from reanalysis data sets for two different time periods, 1950-2020 and 1979-2020. As a first step, anomaly maps and correlation maps are used to identify potential candidate drivers of the precipitation variability in the CAB at lead times of up to three months. The causal effect networks resulting from the subsequent application of the PCMCI algorithm unveil the causal dependencies of different climate phenomena with CAB rainfall variability during austral summer, confirming previous results based on standard correlation analyses and allowing for a quantitative assessment of the different effects.

 

Among others, we find that SST changes in the tropical Pacific Nino1+2 region close to the South American west coast have a causal effect on CAB precipitation, with lower SSTs promoting more rainfall with a lag of one to two months. Notably, we do not find any similar statistically significant causal impact of SST variations in the Nino3.4 region in the central tropical Pacific, which is commonly most closely associated with the El Niño Southern Oscillation. Additionally, the obtained causal effect networks demonstrate that the Southern Annular Mode (SAM) causally influences the Amundsen Sea Low (ASL), which in turn causally affects the CAB rainfall. Both links are negative, i.e. a positive SAM mode leads to a deeper ASL with a lag of one month, and a deeper ASL supports higher precipitation in central Amazonia with a lag of three months. Finally, SST variability in the tropical North Atlantic as well the Madden-Julian Oscillation do not show a significant causal relationship with CAB rainfall. Our obtained findings are qualitatively consistent among the two different time periods. However, when analyzing data starting only after 1979, some links increase in strength while generally less causal links show up in the networks.

How to cite: Henningsen, E., Di Capua, G., and Donner, R. V.: Causal drivers of central Amazon precipitation variability during austral summer, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13726, https://doi.org/10.5194/egusphere-egu23-13726, 2023.

EGU23-14053 | ECS | Posters virtual | CL4.6

Cyclonic development in the Mediterranean Basin in CMIP6 models using a neural network approach 

George Blougouras, Kostas Philippopoulos, Chris G. Tzanis, and Constantinos Cartalis

The Mediterranean basin is located between the subtropical high-pressure belt and the mid-latitude westerlies and is characterized by complex topography. Its orography, the relatively warm Mediterranean Sea, which is a source of energy and moisture, and the land-sea interactions result in significant cyclonic behavior in the synoptic and sub-synoptic scales. Due to its high sensitivity to climate change forcings, the Mediterranean region is considered a climate change hot spot, with impacts, such as the decline in the projected precipitation, leading to increasing aridification in an already water-stressed area. The above highlight the importance of examining the cyclonic development in the area and assessing the respective changes under different climate change scenarios. In this research, unsupervised machine learning algorithms are used in order to objectively identify cyclonic development in the Mediterranean basin using CMIP6 data for a subset of the different shared socio-economic pathways (SSP) that explore a wide range of possible future outcomes. In more detail, Sea Level Pressure from selected CMIP6 models is used as an input in a Self-Organizing Map (SOM) which is trained to identify the cyclone activity in the Mediterranean Basin for the 1981-2010 reference period. The ability of the network in terms of identifying effectively cyclogenesis regions and the transition probabilities is evaluated. The trained SOM is used to classify CMIP6 mid-century (2031-2060) projections and changes in the frequencies of occurrence of cyclonic development. These are evaluated in terms of physical drivers and regionally specific mechanisms. Examining the responses of cyclonic development to different forcing scenarios will not only shed light on the physical and dynamical processes that govern these circulations but will also allow identifying high–risk regions with potential socio-economic impacts.

How to cite: Blougouras, G., Philippopoulos, K., Tzanis, C. G., and Cartalis, C.: Cyclonic development in the Mediterranean Basin in CMIP6 models using a neural network approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14053, https://doi.org/10.5194/egusphere-egu23-14053, 2023.

EGU23-15027 | ECS | Orals | CL4.6

Representation of relationship between PDO and global precipitation in CMIP6 models 

Jivesh Dixit, Vikram M. Mehta, and Krishna M. AchutaRao

Decadal Climate Variability (DCV) modes perturb regional climatic parameters across the globe at multi-year timescales. Precipitation is one such climatic parameter of socio-economic importance.

Our study examines the ability of Coupled Model Intercomparison Project Phase 6 (CMIP6) models in representing the observed teleconnection of DCV modes; Pacific Decadal Oscillation (PDO) and Tropical Atlantic SST Gradient with the global precipitation. We chose the subset of CMIP6 models that participate in both historical and hindcast experiments.

In this study we examine the relationship between the model's ability to simulate the long-term DCV pattern and its ability to simulate the teleconnection between DCV mode and global precipitation.

HadGEM3-GC31-MM and MPI-ESM-1-2-HR, which simulate the observed global SST anomaly pattern in the warm phase of PDO considerably well, also simulate observed global precipitation patterns during the warm phase of PDO quite well in regions like  central India, Europe, North- and South-America, Eastern Africa, Eastern Australia etc. However, BCC-CSM2-MR and NorCPM1 fail to effectively simulate observed precipitation patterns in the warm phase of PDO in regions like, North- and South-America, Africa etc. 

Hence, we found that models that are able to simulate the PDO pattern of SST are also able to represent the teleconnection between PDO modes and precipitation across the globe. We also examined the regression pattern of wind circulation, and the regression pattern of converging and diverging parts of the wind with PDO index. Models that better represent the observed warm phase of PDO pattern, also well represent the observed circulation pattern in respective phases of PDO. Similar analysis is also performed for TAG.


Keywords: Decadal Climate Variability (DCV), CMIP6, historical experiments, teleconnection, precipitation.

How to cite: Dixit, J., Mehta, V. M., and AchutaRao, K. M.: Representation of relationship between PDO and global precipitation in CMIP6 models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15027, https://doi.org/10.5194/egusphere-egu23-15027, 2023.

EGU23-15646 | ECS | Posters on site | CL4.6

Characterization of Mediterranean large-scale atmospheric circulation based on Jenkinson-Collison Weather Type classification. 

Juan Antonio Fernández-Granja, Ana Casanueva, Joaquín Bedia, Swen Brands, and Jesús Fernández

The evaluation of new generations of global climate models (GCMs) with respect to their large-scale circulation features is crucial for model development and has recently been brought into focus by the downscaling community, interested in the suitability of GCMs for downscaling purposes. In such evaluation experiments, additional uncertainties emerge from differences among the reference datasets used for evaluation, typically reanalyses. In this context, weather typing techniques are a useful tool for the classification of the full diversity of data into a few recurrent patterns that can serve as objective characterizations of either global or regional atmospheric circulation. A well-known weather typing classification algorithm is the Jenkinson-Collison Weather Type (JC-WT, Jenkinson and Collison 1977) approach. Although the methodology was originally developed for the British Isles (Lamb, 1972), the JC-WT approach can in principle be applied to any mid-to-high latitude region (Jones et al, 2013). Fernandez-Granja et al (2023) extended the limits of applicability from 23.5º to 80º latitude on both hemispheres, but the suitability of the method is questionable for certain seasons over some areas of the globe, such as the Mediterranean region in summer.

In this study, we first explore the applicability of the JC classification over the Mediterranean by linking the JC-WTs with main northern hemisphere teleconnection indices and blocking conditions. Further, the diversity of JC-WTs and occurrence of the unclassified type are used to examine the suitability of the method. Results show that the application of the JC-WT classification is physically meaningful in large parts of the domain. Secondly, fundamental characteristics of the JC-WTs such as transition probabilities between consecutive types and persistence of the dominant JC-WTs (number of time-steps staying in the same type) obtained for five different reanalyses are compared. Important differences among reanalyses are found, especially in summer, which may bring additional uncertainties when the method is used in model evaluation experiments. 

References:

Fernández-Granja, J. A., Brands, S., Bedia, J., et al (2023) Exploring the limits of the Jenkinson–Collison weather types classification scheme: a global assessment based on various reanalyses. Climate Dynamics. DOI: 10.1007/s00382-022-06658-7

Jenkinson A., Collison F. (1977) An initial climatology of gales over the north sea. synoptic climatology branch memorandum. Meteorological Office, 62

Jones P.D., Harpham C., Briffa K.R. (2013) Lamb weather types derived from reanalysis products. International Journal of Climatology 33(5):1129–1139. DOI: 10.1002/joc.3498

Lamb H. (1972) British isles weather types and a register of daily sequence of circulation patterns 1861-1971. Meteorological Office, Geophysical Memoir 116:1–85

How to cite: Fernández-Granja, J. A., Casanueva, A., Bedia, J., Brands, S., and Fernández, J.: Characterization of Mediterranean large-scale atmospheric circulation based on Jenkinson-Collison Weather Type classification., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15646, https://doi.org/10.5194/egusphere-egu23-15646, 2023.

EGU23-15694 | Posters on site | CL4.6

Heat Waves over Eastern Balkans: A statistical analysis, possible causes and physical drivers. 

Hristo Popov and Oleg Stepanyuk

Heat wave is a period of prolonged abnormally high surface temperatures relative to those normally expected. Heat waves may form when high pressure system strengthens and remains over a region from several days up to several weeks. Severe and exceptional heat waves, such as those that occurred over the Balkans (2007), France (2003), or Russia (2010), are associated with increased mortality, health hazards, reduced personal work productivity and have significant economic impacts by compromising agricultural harvest. Extremely high air temperature values in the Balkan Region are associated with anticyclones formed at the Azores maximum or high-pressure ridges and advections of hot air from the south and southwest.

In our study we perform statistical analysis of the occurrence, durability and intensity of the heat waves over the Balkan Peninsula for the period 1980-2020 based on historical satellite and reanalysis datasets. We analyse correlation between heat waves occurrence and North Atlantic Oscillation Index and certain historical meteorological data for Atlantic and Mediterranean regions aiming to figure out possible causes and physical drivers of this phenomena. One of the mid-term goals of the project is to develop a CNN based predictive system for short and long-time forecasting of extreme weather conditions over the Balkans.

 

How to cite: Popov, H. and Stepanyuk, O.: Heat Waves over Eastern Balkans: A statistical analysis, possible causes and physical drivers., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15694, https://doi.org/10.5194/egusphere-egu23-15694, 2023.

EGU23-16668 | ECS | Orals | CL4.6

Emergence of Low-Frequency Temperature Variability in Instrumental Data and Model Simulations 

Raphael Hébert and Thomas Laepple

The amplitude and spatial distribution of low-frequency natural variability is determinant for regional climate projections, but it is still poorly understood. 

 

In a previous study, pollen-based temperature reconstructions were used to quantify spatial patterns of millennial temperature variability. This showed an inverse relationship across timescales with sub-decadal variability from instrumental data in extra-tropical regions over land (Hébert et al., 2022, under review). We concluded that due to varying marine influence, regions characterized by stable oceanic climate at sub-decadal timescales experience stronger long-term variability while continental regions with higher sub-decadal variability show weaker long-term variability. Indications of this relationship could also be inferred from instrumental data alone as regions of low sub-decadal variability were more likely to exhibit a steeper increase of variability over multi-decadal timescales and vice versa. 

 

In the current work, the relationship found in the instrumental data was further investigated using different instrumental products. In addition, a large multi-model ensemble of CMIP6 models, as well as single-model ensembles, were considered for analysis and it was found that they do not systematically reproduce the relationship found in the instrumental data. This indicates a fundamental deficiency in the model simulations with regard to the mechanism driving the emergence of low-frequency climate variability. This characteristic being related to multi-decadal variability thus has important significance for multi-decadal regional climate projections and might be used as an emergent constraint in model evaluation and inter-comparison.

How to cite: Hébert, R. and Laepple, T.: Emergence of Low-Frequency Temperature Variability in Instrumental Data and Model Simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16668, https://doi.org/10.5194/egusphere-egu23-16668, 2023.

EGU23-16755 | Orals | CL4.6

An Atlantic interhemispheric teleconnection established by South American summer monsoon 

Wan-Ling Tseng, Yi-Chi Wang, Yu-chi Lee, Huang-Hsiung Hsu, and Noel Keenlyside

This paper reports the structure of an interhemispheric atmosphere–ocean coupling pattern, which occurs over the Atlantic Ocean from January to February, and refers to it as the Atlantic symmetric pattern (ASP). The ASP occurs in the middle–upper troposphere, with two trains of cyclonic–anticyclonic–cyclonic anomalous circulations aligned meridionally over the Atlantic Ocean. The sea surface temperature (SST) signature of the ASP, which is composed of a distinct SST dipole, is the leading mode of the interannual SST of the Southwest Atlantic Ocean. Experiments with the linear baroclinic model shows that the interhemispheric wave trains of the ASP can be excited as a Gill-type response to convection in the South American monsoon system and the South Atlantic convergence zone. Further studies are warranted to elucidate other aspects of the ASP, including teleconnection in the Northern Hemisphere and interactions with other climatic modes.

How to cite: Tseng, W.-L., Wang, Y.-C., Lee, Y., Hsu, H.-H., and Keenlyside, N.: An Atlantic interhemispheric teleconnection established by South American summer monsoon, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16755, https://doi.org/10.5194/egusphere-egu23-16755, 2023.

EGU23-16955 | Posters on site | CL4.6

Tropical to extratropical interactions in the Southern Hemisphere 

Julie Arblaster

Tropical variability has long been identified as having an important influence on climate variability and change in the Southern Hemisphere (SH). In all three ocean basins, heating from tropical convection can generate stationary Rossby waves that propagate polewards and eastwards towards Antarctica, influencing temperature and rainfall patterns along the way. Recent studies have also highlighted the reverse – an influence of the polar regions on changes further north, for example, the stratospheric weakening of the SH polar vortex that contributed to the prolonged drought and extreme fire weather in Australia in the spring and summer of 2019. On longer timescales, the climate of the Southern Hemisphere has undergone significant changes over the past 30-50 years. The extratropical atmosphere has seen a shift to a more positive phase of the Southern Annular Mode and a stronger and more poleward eddy-driven jet, particularly in austral summer. While the influence of anthropogenic forcing such as ozone depletion and increasing greenhouse gases on these changes is well-established, the importance of tropical to extratropical interactions in shaping some recent events is becoming more evident. Examples include the deepening of the Amundsen Sea Low which has been associated with tropical Pacific decadal variability and the rapid decline in Antarctic sea ice in 2016 which was linked to a record positive Indian Ocean Dipole event. Recent insights into tropical to extratropical interactions, including the mechanisms through which they operate and links to observed changes on interannual to interdecadal timescales will be discussed.

How to cite: Arblaster, J.: Tropical to extratropical interactions in the Southern Hemisphere, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16955, https://doi.org/10.5194/egusphere-egu23-16955, 2023.

EGU23-408 | ECS | Posters on site | CL2.2

El Niño Southern Oscillation influence over the Orinoco low-level jet variability 

Alejandro Builes, Johanna Yepes, and Hernán D. Salas

We studied the most active season of the Orinoco Low-Level jet (OLLJ), December-January-February (DJF), during the El Niño-Southern Oscillation canonical phases, El Niño and La Niña. In particular, we studied the occurrence days of the jet in each month, wind speed, moisture transport and precipitation over northern south America. In terms of the occurrence of the OLLJ, during El Niño in January, the jet exhibits its highest reduction with changes up to 24% in the eastern Colombian plains. On the contrary, during La Niña, the jet exhibits an increase between 6–16% in the frequency of occurrence mainly located in the eastern Colombian plains and the border between Colombia, Ecuador and Peru. Although the diurnal cycle of the OLLJ windspeed remains unaltered during the ENSO phases the maximum decrease (increase) up to -2m/s (up to 1 m/s) during El Niño (La Niña). Regarding moisture transport there is a gradual reduction during the season in both ENSO phases reaching up to 18 gm-1 kgm-1 during El Niño, and the precipitation also shows a reduction of around 5 mm/day. In conclusion, during DJF at the ENSO canonical phases the OLLJ shows changes in its occurrence along the jet corridor, and the region experiences changes in both moisture transport and precipitation.

How to cite: Builes, A., Yepes, J., and Salas, H. D.: El Niño Southern Oscillation influence over the Orinoco low-level jet variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-408, https://doi.org/10.5194/egusphere-egu23-408, 2023.

EGU23-410 | Orals | CL2.2

Phase-Locking between precipitation and El Niño-Southern Oscillation over northern South America 

Hernán D. Salas, Germán Poveda, Óscar J. Mesa, Alejandro Builes-Jaramillo, Niklas Boers, and Jürgen Kurths

We study phase-locking between the El Niño - Southern Oscillation (ENSO) and precipitation at inter-annual time scales over northern South America. To this end, we characterize the seasonality of the regional patterns of sea surface temperature, surface pressure levels, and precipitation anomalies associated with the states of the canonical ENSO. We find that the positive (negative) precipitation anomalies experienced in northern South America differ from those previously reported in the literature in some continental regions. In particular, the Orinoco Low-level Jet corridor separates two regions with negative (positive) rainfall anomalies during El Niño (La Niña), which are located in the Guianas (northeastern Amazon) and the Caribbean. Moreover, we show that the ENSO signal is phase-locked with the inter-annual rainfall variability in most of the study regions although some areas exhibit phase-locking without a significant change in the anomalies of precipitation. This suggests that ENSO could induce changes only in terms of phases and not so in terms of magnitude. This work provides new insights into the non-linear interactions between ENSO and hydro-climatic processes over the tropical Americas.

How to cite: Salas, H. D., Poveda, G., Mesa, Ó. J., Builes-Jaramillo, A., Boers, N., and Kurths, J.: Phase-Locking between precipitation and El Niño-Southern Oscillation over northern South America, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-410, https://doi.org/10.5194/egusphere-egu23-410, 2023.

EGU23-1522 | ECS | Orals | CL2.2

Future climate response to observed extreme El Niño analogues 

Paloma Trascasa-Castro, Yohan Ruprich-Robert, and Amanda Maycock

Model simulations show a robust increase in ENSO-related precipitation variability in a warmer climate, but there remains uncertainty in whether the characteristics of ENSO events themselves may change in the future. Our study aims to disentangle these effects by addressing how the global impacts of observed large El Niño events would change in different background climate states covering the preindustrial, present and future periods.

Pacemaker simulations with the EC-Earth3-CC model were performed replaying the 3 strongest observed El Niño events from the historical record (1982/83, 1997/98, 2015/16). Model tropical Pacific sea surface temperature (SST) anomalies were restored towards observations, while imposing different background states, mimicking past, present and future climate conditions (following the SSP2-4.5). All variables outside the restoring region evolve freely in a coupled-atmosphere ocean transient simulation. For each start date, 30 ensemble members with different initial conditions were run for 2 years. Using this approach we ask ‘what impacts would arise if the observed El Niño occurred in the past or future’?

In response to the same imposed El Niño SST anomalies, precipitation anomalies are shifted towards the Eastern equatorial Pacific in the future compared to the present day, leading to changes in the extratropical response to El Niño. Some examples are an amplification of the surface temperature response over north-eastern North America, northern South America and Australia in boreal winter. We link the changes of El Niño related tropical Pacific precipitation to a decrease in the climatological zonal SST gradient in the equatorial Pacific, as we move from past to future climatologies, which potentially leads to a higher convection sensitivity to SST anomalies over the Central and Eastern equatorial Pacific in the future. Interestingly, the simulations indicate there has already been an intensification of El Niño impacts between present day and preindustrial, which is comparable to the differences found between future and present. This nonlinear behaviour highlights the need to understand potential changes to convection thresholds in the tropical Pacific to be able to explain El Niño teleconnections under climate change scenarios. Ongoing work is exploring the changes in atmospheric circulation that lead to the overall intensification of El Niño impacts that we show in our study.

How to cite: Trascasa-Castro, P., Ruprich-Robert, Y., and Maycock, A.: Future climate response to observed extreme El Niño analogues, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1522, https://doi.org/10.5194/egusphere-egu23-1522, 2023.

EGU23-1960 | Posters on site | CL2.2

Two regimes of inter-basin interactions between the Atlantic and Pacific Oceans on interannual timescales 

Jae-Heung Park, Sang-Wook Yeh, Jong-Seong Kug, Young-Mean Yang, Hyun-Su Jo, Hyo-Jeong Kim, and Soon-Il An

Understanding the inter-basin interactions between the Atlantic and Pacific Oceans is of great concern due to their substantial global climatic implications. By analyzing observational reanalysis datasets (1948-2020), we found that there are two regimes in Atlantic–Pacific inter-basin interactions: (i) the Pacific-driven regime, and (ii) the Atlantic-driven regime. In the Pacific-driven regime before the mid-1980s, the El Niño-Southern Oscillation (ENSO) in winter effectively drives the primary mode of sea surface temperature anomaly (SSTA) in the tropical Atlantic (i.e., NTA mode) in boreal spring. The NTA mode has a meridional contrast of SSTA along the Atlantic Intertropical convergence zone due to the ENSO effect, similar to the Atlantic Meridional Mode. Whereas, in the Atlantic-driven regime after the mid-1980s, the ENSO effect on the NTA becomes remarkably weaker, so that the NTA mode is featured with a SSTA monopole. Notably, the NTA mode without the meridional contrast of SSTA is capable of modulating an ENSO event. Our analyses of the latest climate models participating in the Coupled Model Intercomparison Project (CMIP) phases 6 support the hypothesis that the two regimes engendered by the Atlantic-Pacific inter-basin interactions are likely due to natural variability.

How to cite: Park, J.-H., Yeh, S.-W., Kug, J.-S., Yang, Y.-M., Jo, H.-S., Kim, H.-J., and An, S.-I.: Two regimes of inter-basin interactions between the Atlantic and Pacific Oceans on interannual timescales, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1960, https://doi.org/10.5194/egusphere-egu23-1960, 2023.

EGU23-2136 | ECS | Posters on site | CL2.2

A multi-modal representation of El-Niño Southern Oscillation Diversity 

Jakob Schlör, Antonietta Capotondi, and Bedartha Goswami

Sea surface temperature anomalies (SSTA) associated with the El-Niño Southern Oscillation (ENSO) show strong event-to-event variability, known as ENSO diversity. El Niño and La Niña events are typically divided into Eastern Pacific (EP) and Central Pacific (CP) types based on the zonal location of peak SSTA. The separation of these types is usually based on temperature differences between pairs of predefined indices, such as averages over boxes in the Eastern and Central Pacific or the two leading Principal Components of tropical SSTA. 
Using results from unsupervised learning of SSTA data, we argue that ENSO diversity is not well described by distinctly separate classes but rather forms a continuum with events grouping into "soft'' clusters. We apply a Gaussian mixture model (GMM) to a low-dimensional projection of tropical SSTA to describe the multi-modal distribution of ENSO events. We find that El-Niño events are best described by three overlapping clusters while La-Niña events only show two "soft'' clusters. The three El-Niño clusters are described by i) maximum SSTA in the CP, ii) maximum SSTA in the EP, and iii) strong basin-wide warming of SSTA which we refer to as the "super El-Niño'' cluster. The "soft'' clusters of La-Niña correspond to i) anomalous cool SST in the CP and ii) anomalously cool SST in the EP. We estimate the probability that a given ENSO event belongs to a chosen cluster and use these probabilities as weights for estimating averages of atmospheric variables corresponding to each cluster. These weighted composites show qualitatively similar patterns to the typically used averages over EP and CP events. However, the weighted composites show a higher signal-to-noise ratio in the mid-latitudes for the "super El-Niño'' events. 
We further apply our approach to CESM2 model data and discuss the potential of GMM clustering for evaluating how well ENSO diversity is captured in Global Circulation models.

How to cite: Schlör, J., Capotondi, A., and Goswami, B.: A multi-modal representation of El-Niño Southern Oscillation Diversity, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2136, https://doi.org/10.5194/egusphere-egu23-2136, 2023.

An information theory based framework is developed to assess the predictability of the ENSO complexity, which includes different types of the ENSO events with diverse characteristics in spatial patterns, peak intensities and temporal evolutions. The information theory advances a unique way to quantify the forecast uncertainty and allows to distinguish the predictability limit of each type of event. With the assistance of a recently developed multiscale stochastic conceptual model that succeeds in capturing both the large-scale dynamics and many crucial statistical properties of the observed ENSO complexity, it is shown that different ENSO events possess very distinct predictability limits. Beyond the ensemble mean value, the spread of the ensemble members also has remarkable contributions to the predictability. Specifically, while the result indicates that predicting the onset of the eastern Pacific (EP) El Ninos is challenging, it reveals a universal tendency to convert strong predictability to skillful forecast for predicting many central Pacific (CP) El Ninos about two years in advance. In addition, strong predictability is found for the La Nina events, corresponding to the effectiveness of the El Nino to La Nina transitions. In the climate change scenario with the strengthening of the background Walker circulation, the predictability of sea surface temperature in the CP region has a significant response with a notable increase in summer and fall. Finally, the Gaussian approximation exhibits to be accurate in computing the information gain, which facilitates the use of more sophisticated models to study the ENSO predictability.

How to cite: Fang, X. and Chen, N.: Quantifying the Predictability of ENSO Complexity Using a Statistically Accurate Multiscale Stochastic Model and Information Theory, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2209, https://doi.org/10.5194/egusphere-egu23-2209, 2023.

EGU23-2470 | ECS | Orals | CL2.2

The Dynamics of the El-Niño Southern Oscillation (ENSO) Diversity 

Priyamvada Priya, Dietmar Dommenget, and Shayne McGregor

This study investigates the observed El-Niño Southern Oscillation (ENSO) dynamics for the eastern Pacific (EP) and central Pacific (CP) events. Here we use the recharge oscillator (ReOsc) model concept to describe the ENSO phase space, based on the interaction of sea surface temperatures in the eastern equatorial Pacific (T) and thermocline depth (h), for the different types of ENSO events. We further look at some important statistical characteristics, such as power spectrum and cross-correlation, as essential parameters for understanding the dynamics of ENSO. The results show that the CP and EP events are very different in the ENSO phase space and less well described by the ReOsc model than a T index-based model. The EP events are closer to the idealised ReOsc model, with clear propagation through all phases of the ENSO cycle and strongly skewed towards the El-Niño and subsurface ocean heat discharge states. The CP events, in turn, do not have a clear propagation through all phases and are strongly skewed towards the La-Nina state. Also, the CP events have a slower cycle (67 months) than the EP events (50 months). Further, the CP events collapse after the La-Nina phase, whereas the EP events appear to collapse after the discharging phase. The characteristics out-of-phase cross-correlation between T and h is nearly absent for the CP events, suggesting that the interaction between T and h is not as important as for the EP or the canonical ENSO events. Furthermore, the coupling factor of T and h is smaller for the CP events than the EP events, implying that the CP events are not influenced much by T and h interactions. This study will provide new insight to understand these events by developing a dynamical approach to explain the observed ENSO dynamics for the EP and CP events in the ReOsc model framework.

How to cite: Priya, P., Dommenget, D., and McGregor, S.: The Dynamics of the El-Niño Southern Oscillation (ENSO) Diversity, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2470, https://doi.org/10.5194/egusphere-egu23-2470, 2023.

EGU23-2477 | Posters on site | CL2.2

ENSO phase space dynamics with an improved estimate of the thermocline depth 

Dietmar Dommenget and Priyamvada Priya

The recharge oscillator model of the El Niño Southern Oscillation (ENSO) describes the ENSO dynamics as an interaction and oscillation between the eastern tropical Pacific sea surface temperatures (T) and subsurface heat content (thermocline depth; h), describing a cycle of ENSO phases. h is often approximated on the basis of the depth of the 20oC isotherm (Z20). In this study we will address how the estimation of h affects the representation of ENSO dynamics. We will compare the ENSO phase space with h estimated based on Z20 and based on the maximum gradient in the temperature profile (Zmxg). The results illustrate that the ENSO phase space is much closer to the idealised recharge oscillator model if based on Zmxg than if based on Z20. Using linear and non-linear recharge oscillator models fitted to the observed data illustrates that the Z20 estimate leads to artificial phase dependent structures in the ENSO phase space, which result from an in-phase correlation between h and T. Based on the Zmxg estimate the ENSO phase space diagram show very clear non-linear aspects in growth rates and phase speeds. Based on this estimate we can describe the ENSO cycle dynamics as a non-linear cycle that grows during the recharge and El Nino state, and decays during the La Nina states. The most extreme ENSO states are during the El Nino and discharge states, while the La Nina and recharge states do not have extreme states. It further has faster phase speeds after the El Nino state and slower phase speeds during and after the La Nina states. The analysis suggests that the ENSO phase speed is significantly positive in all phases, suggesting that ENSO is indeed a cycle. However, the phase speeds are closest to zero during and after the La Nina state, indicating that the ENSO cycle is most likely to stall in these states.

How to cite: Dommenget, D. and Priya, P.: ENSO phase space dynamics with an improved estimate of the thermocline depth, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2477, https://doi.org/10.5194/egusphere-egu23-2477, 2023.

EGU23-3263 | ECS | Orals | CL2.2

Model Resolution Effects on ENSO and its Teleconnections 

Ned Williams, Adam Scaife, and James Screen

The El Niño-Southern Oscillation (ENSO) influences climate on a global scale and is a source of long-range predictability. Accurate modelling of the impact of ENSO requires accurate representation of teleconnections as well as of ENSO itself. We consider a set of CMIP6 models and assess the effect of increasing model resolution on ENSO and its boreal winter teleconnections. The spatial structure, strength and asymmetry of both ENSO and its teleconnection to the extratropical North Pacific are considered. We find evidence of an improved El Niño teleconnection in high resolution models, but this effect is weaker for La Niña. We aim to establish whether ocean or atmospheric resolution is the primary driver of resolution-based trends, and we evaluate the relevance of mean state biases on these trends. 

How to cite: Williams, N., Scaife, A., and Screen, J.: Model Resolution Effects on ENSO and its Teleconnections, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3263, https://doi.org/10.5194/egusphere-egu23-3263, 2023.

EGU23-3278 | ECS | Posters on site | CL2.2

Oceanic and Atmospheric Feedbacks Associated with the Spreading of Pacific Coastal Niño Events 

Daniel Rudloff and Joke Lübbecke

In early 2017 a very strong coastal warming occurred off the coast of Peru. This event, which caused heavy rainfalls and flooding over land, marked the strongest so called ‘Pacific Coastal Niño Event’ observed. Most intriguing about this event was the fact that the central Pacific was not showing any significant anomalies during that time. Since then several studies have investigated Pacific Coastal Niños but the exact mechanisms of how such events behave are still not clear. While most studies focus on their onset mechanisms, we here analyze their evolution and decay and in particular their connection to the central equatorial Pacific.

To address those questions, we are using the coupled climate model FOCI (Flexible Ocean Climate Infrastructure). Starting from a long control simulation with pre-industrial conditions we perform sets of 2-year long sensitivity experiments in which a coastal warming is generated by a local wind stress anomaly utilizing a partial coupling approach. Once the warming is initiated by reduced upwelling the wind forcing is switched off and the model can evolve freely, which enables us to investigate the evolution and decay of the warming. The approach allows to vary the forcing in strength, location and timing. By starting from different conditions in terms of equatorial heat content and applying the forcing during different months, the influences of both the background state of the equatorial Pacific during the Coastal Niño and the seasonality of the coastal warming are investigated. To understand which factors influence the spreading of the warm anomaly we analyze both local coastal feedbacks, which lead to an alongshore extension of the anomaly, and equatorial feedbacks that are crucial for a spreading along the equator.

How to cite: Rudloff, D. and Lübbecke, J.: Oceanic and Atmospheric Feedbacks Associated with the Spreading of Pacific Coastal Niño Events, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3278, https://doi.org/10.5194/egusphere-egu23-3278, 2023.

EGU23-3440 | ECS | Posters on site | CL2.2

New insight into multi-year La Niña dynamics from the perspective of a near-annual ocean process 

Fangyu Liu, Wenjun Zhang, Fei-Fei Jin, Feng Jiang, Julien Boucharel, and Suqiong Hu

The El Niño-Southern Oscillation (ENSO) exhibits highly asymmetric temporal evolutions between its warm and cold phases. While El Niño events usually terminate rapidly after their mature phase and show an already established transition into the cold phase by the following summer, many La Niña events tend to persist throughout the second year and even re-intensify in the ensuing winter. While many mechanisms were proposed, no consensus has been reached yet and the essential physical processes responsible for the multi-year behavior of La Niña remain to be illustrated. Observations show that a unique ocean physical process operates during multi-year La Niña events. It is characterized by rapid double reversals of zonal ocean current anomalies in the equatorial Pacific which exhibits a fairly regular near-annual periodicity. Analyses of mixed-layer heat budget reveal comparable contributions of the thermocline and zonal advective feedbacks to the SST anomaly growth for the first year of multi-year La Niña events; however, the zonal advective feedback plays a dominant role in the re-intensification of La Niña events. Furthermore, the unique ocean process is identified to be closely associated with the preconditioning heat content state in the central to eastern equatorial Pacific before the first year of La Niña, which sets the stage for the future re-intensification of La Niña. The above-mentioned oceanic process can be largely reproduced by state-of-the-art climate models despite systematic underestimation, providing a potential predictability source for the multi-year La Niña events.

How to cite: Liu, F., Zhang, W., Jin, F.-F., Jiang, F., Boucharel, J., and Hu, S.: New insight into multi-year La Niña dynamics from the perspective of a near-annual ocean process, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3440, https://doi.org/10.5194/egusphere-egu23-3440, 2023.

EGU23-3598 | Orals | CL2.2 | Highlight

Prediction Challenges from Errors in Tropical Pacific Sea Surface Temperature Trends 

Michelle L'Heureux, Michael Tippett, and Wanqiu Wang

Initialized, monthly mean predictions of the tropical Pacific Ocean are made against the backdrop of a warming climate, and it is unclear to what extent these predictions are impacted by trends.  Here, we analyze the forecast models that comprise the North American Multi-Model Ensemble (NMME) and uncover significant linear trend errors that have consequences for the tropical Pacific basin and ENSO variability.  All models show positive trend errors over the eastern equatorial Pacific over the 1982-2020 hindcast and real-time period.  These positive trend errors interact with the mean bias of each respective model, reducing, over time, the bias of models that are too cold and increasing the bias of models that are too warm.  These trend errors lead to a tropical Pacific that is too warm and too wet over the basin, and is significantly correlated with an increase in El Niño false alarms.  Finally, we explore the consequences of these tropical Pacific Ocean trend errors on predictions of global precipitation anomalies. 

How to cite: L'Heureux, M., Tippett, M., and Wang, W.: Prediction Challenges from Errors in Tropical Pacific Sea Surface Temperature Trends, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3598, https://doi.org/10.5194/egusphere-egu23-3598, 2023.

EGU23-3631 | Posters on site | CL2.2

Multiyear ENSO dynamics as revealed in observations, CMIP6 models, and linear theory 

Tomoki Iwakiri and Masahiro Watanabe

El Niño–Southern Oscillation (ENSO) events occasionally recur one after the other in the same polarity, called multiyear ENSO. However, the dynamical processes are not well understood. This study aims to elucidate the unified mechanisms of multiyear ENSO using observations, CMIP6 models, and the theoretical linear recharge oscillator (RO) model. We found that multiyear El Niño and La Niña events are roughly symmetric except in some cases. The composite multiyear ENSO reveals that anomalous ocean heat content (OHC) in the equatorial Pacific persists beyond the first peak, stimulating another event. This prolonged OHC anomaly is caused by meridional Ekman heat transport counteracting geostrophic transport induced recharge–discharge process that otherwise acts to change the OHC anomaly. A meridionally wide pattern of sea surface temperature observed during multiyear event is responsible for the Ekman heat transport. CMIP6 multi-model ensemble shows a significant correlation between the ENSO meridional width and the occurrence ratio of multiyear ENSO. A multiyear ENSO-like oscillation was simulated using the linear RO model that incorporates a seasonally varying Bjerknes growth rate and a weak recharge efficiency representing the effect of Ekman transport. When the recharge efficiency parameter was estimated using reanalysis data based on geostrophic transport alone, a multiyear ENSO rarely occurred, confirming the importance of Ekman transport in retarding the recharge–discharge process.

How to cite: Iwakiri, T. and Watanabe, M.: Multiyear ENSO dynamics as revealed in observations, CMIP6 models, and linear theory, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3631, https://doi.org/10.5194/egusphere-egu23-3631, 2023.

EGU23-3637 | ECS | Posters on site | CL2.2

Is a Preceding Strong El Niño Required to Generate Multi-year La Niña? 

Ji-Won Kim, Jin-Yi Yu, and Baijun Tian

By analyzing observational data covering the period from 1900 to 2021, we show that the known mechanism linking multi-year La Niña with a preceding strong El Niño has been overemphasized. A majority of multi-year La Niña (64%; 7 out of 11 events) do not require a preceding strong El Niño to generate their 2nd-year La Niña. We find that the negative phase of the Pacific Meridional Mode (PMM) during 1st-year La Niña’s decaying spring, rather than the preceding strong El Niño, offers the key mechanism to produce 2nd-year La Niña, resulting in a multi-year La Niña. It is further found that the westward extension of the 1st-year La Niña cold sea surface temperature anomalies, which interacts with the eastern edge of the western Pacific warm pool, is a key factor inducing the negative PMM. The negative PMM mechanism to generate multi-year La Niña is also applied to the 3rd-year La Niña of multi-year La Niña, giving rise to a triple-dip event. The possible reason(s) how and why a multi-year La Niña can become either a double-dip or a triple-dip event will be discussed.

How to cite: Kim, J.-W., Yu, J.-Y., and Tian, B.: Is a Preceding Strong El Niño Required to Generate Multi-year La Niña?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3637, https://doi.org/10.5194/egusphere-egu23-3637, 2023.

EGU23-4180 | Orals | CL2.2

Why is El Nino warm? 

Stephan Fueglistaler, Laure Resplandy, and Allison Hogikyan

El Nino years stand out in the global average temperature time series as record-warm years. The coupled atmosphere-ocean dynamics leading to warming in the climatologically cold equatorial Eastern Pacific are well understood, but cannot be the cause for the very strong signal in global average temperarture. The latter must be caused by an increase in subcloud Moist Static Energy (MSE) in the domain of highest subcloud MSE where atmospheric deep convection couples the surface, boundary layer and free troposphere. Transformation of the data from geographical space to sea-surface temperature (SST) percentiles eliminates the large spatial see-saws in all variables arising from the geographic reorganization of the general circulation, and brings to light the mechanism: While in the Eastern Pacific region oceanic heat uptake is reduced (corresponding to a heat flux out of the ocean), the deep convective domain sees a heat flux from the atmosphere into the ocean. We show that this heat flux into the ocean at the high end of SSTs - the opposite of the canonical perspective of a warming due to a heat flux from the ocean to the atmosphere - is mechanically forced: surface wind speeds are lower in regions of active deep convection than in ENSO neutral (and La Nina) years. The resulting reduced evaporation leads to the increase in subcloud MSE that causes the global temperature signal.

How to cite: Fueglistaler, S., Resplandy, L., and Hogikyan, A.: Why is El Nino warm?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4180, https://doi.org/10.5194/egusphere-egu23-4180, 2023.

The equatorial Atlantic zonal sea surface temperature (SST) gradient, which has significant climatic and biogeochemical effects, is closely associated with the equatorial Pacific zonal SST gradient through Walker circulation on seasonal and interannual time scales. However, discrepancies in current SST datasets mean that its long-term trend is not well understood. Here, using multiple datasets, we find a robust weakening long-term trend (i.e., greater warming in the east than west) in the equatorial Atlantic zonal SST gradient over the period 1900–2010 in all datasets. We also find that this weakening trend is closely linked to the tropical Pacific cold tongue mode (CTM), which corresponds to a strong increasing long-term trend of zonal SST gradient along the equatorial Pacific (i.e., warming in the west and cooling in the east). Specifically, the long-term cooling SST anomalies associated with the CTM modify the Walker circulation, and leads to weaker trade winds over the western equatorial Atlantic. These in turn deepen the thermocline in the eastern equatorial Atlantic, and cause the weakening long-term trend of SST gradient along the equatorial Atlantic. The long-term trend of the CTM is induced by ocean dynamical feedback in response to global warming, suggesting that global warming could affect the equatorial Atlantic zonal SST gradient via the CTM. Our results provide a novel explanation of the linkages between the long-term trend of equatorial Atlantic zonal SST gradient and the CTM under global warming, which carries important implications for the relationship between global warming and the equatorial Atlantic zonal SST gradient.

How to cite: Li, Y.: Long-term trend of equatorial Atlantic zonal SST gradient linked to the tropical Pacific cold tongue mode under global warming, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4360, https://doi.org/10.5194/egusphere-egu23-4360, 2023.

EGU23-4971 | ECS | Orals | CL2.2

Indo-Pacific teleconnection changes during the Holocene: model-proxy comparison 

Isma Abdelkader Di Carlo, Pascale Braconnot, Mary Elliot, and Olivier Marti

The teleconnections between the Indian and Pacific Oceans are very complex, involving multiple modes of variability and phenomena such as the El Niño-Southern Oscillation, Indian Ocean Dipole, Indian Ocean Basin mode, and the Asian monsoon. Their interactions are complex because changes in one of these phenomena affect the others. Insufficient agreement exists on the predicted evolution of mean states of both basins and the impacts of climate variability in this region in response to increasing CO2 emissions. To better constrain Indo-Pacific interactions, we have studied the Holocene period. We consider four transient simulations from three General Circulation Models (GCM) and a collection of paleo-archives from the Holocene in the Indo-Pacific region. Our study allows us to put into perspective the links between long-term changes in variability and in the mean state. The main driver is insolation and trace gases (CO2) that have increased the mean sea surface temperature of the tropical ocean over the last 6,000 years. Our first results show that modeled trends in the regional long-term variability are in agreement, but differences are observed when we analyze the data at shorter interannual timescales. We also explain why the simulations differ or agree with the paleoclimate reconstructions. One way is to look at the relative role of temperature and salinity in determining the changes in δ18O recorded by the various climate archives. 

How to cite: Abdelkader Di Carlo, I., Braconnot, P., Elliot, M., and Marti, O.: Indo-Pacific teleconnection changes during the Holocene: model-proxy comparison, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4971, https://doi.org/10.5194/egusphere-egu23-4971, 2023.

EGU23-5205 | ECS | Posters on site | CL2.2

Impact of tropical SSTs on the monthly signal over the North Atlantic-European region 

Sara Ivasić, Ivana Herceg Bulić, and Margareta Popović

Targeted numerical simulations were designed to test the potential impact of tropical sea surface temperatures (SSTs) on the geopotential heights at 200 hPa (GH200) signal over the North Atlantic-European region. Five experiments with SST anomalies prescribed in different areas, acting as lower boundary forcing, were created with an intermediately complex atmospheric general circulation model (ICTP AGCM). In the AGCM experiments, the SST forcing was prescribed globally, in the tropical zone of all oceans, only in the tropical Atlantic, tropical Indian Ocean and limited to the tropical Pacific. All of the simulations covered a 156-year-long period.

The monthly GH200 signal was calculated based on the difference between the ensemble mean of each experiment and the climatological mean for the considered period. In addition, to inspect the impact of the El Niño-Southern Oscillation (ENSO), the signal was calculated for ENSO and non-ENSO years, respectively. Here, the ENSO years were classified according to the value of the late-winter Niño3.4 index.

Additionally, each experiment’s monthly signal was averaged over the signal maximum over the North Atlantic-European region. The characteristics of the spatially averaged signal were compared to the signal averaged over a similar signal maximum observed over the Pacific North American region.

Results have shown that the GH200 signal is the strongest in the late-winter months in all experiments. The AGCM experiment with SST boundary forcing prescribed only in the tropical Atlantic consistently had the smallest signal amplitude. The strongest signal linked to ENSO events was found in the experiment with the SST forcing prescribed only in the tropical Pacific. The signal averaged over the NAE maximum generally yields smaller values than the PNA maximum average. Also, the differences between the (non) ENSO signal and the signal for all years are less pronounced in the case of the NAE maximum average.

How to cite: Ivasić, S., Herceg Bulić, I., and Popović, M.: Impact of tropical SSTs on the monthly signal over the North Atlantic-European region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5205, https://doi.org/10.5194/egusphere-egu23-5205, 2023.

EGU23-5310 | ECS | Orals | CL2.2

Distinct and reproductible northem hemisphere winter teleconnection pattern during strong El Niño events : relative roles of Sea Surface Temperature forcing and atmospheric nonlinearities 

Margot Beniche, Jérôme Vialard, Matthieu Lengaigne, Aurore Voldoire, Srinivas Gangiredla, and Nicholas Hall

The strengthening and north-eastward shift of El Niño Northern hemisphere winter teleconnections relative to those of La Niña is a well-known asymmetry of ENSO (El Niño Southern Oscillation). It is generally attributed to atmospheric nonlinearities associated with the Sea Surface Temperature (SST) threshold for tropical deep convection. Here, we re-examine these teleconnection asymmetries in the context of ENSO SST pattern diversity. We find that the asymmetries are mainly attributable to strong El Niño events (eg. 1982-83, 1997-98, 2015-16), both in observations and in ensemble simulations with the atmospheric component of the CNRM-CM6 model. This strong El Niño teleconnection pattern also results in specific impacts, characterized by enhanced rainfall along the United States (US) west coast and warm anomalies over Canada and the Northern US. Our ensemble simulations further indicate that moderate “Eastern Pacific” El Niño events exhibit teleconnection patterns that are similar to those of “Central Pacific” El Niño, or to the opposite of La Niña events. We also find that the teleconnection spread between ensemble members or events is reduced for strong El Niño relative to moderate El Niño or La Niña events, with important implications for predictability. Sensitivity experiments in which the atmospheric model is forced by the opposite of observed SST anomalies are used to assess the mechanisms inducing the strong El Niño teleconnection pattern. In addition to the well-known influence of atmospheric nonlinearities, these experiments reveal an important contribution from the Eastward-shifted SST pattern during strong El Niño events.

 

How to cite: Beniche, M., Vialard, J., Lengaigne, M., Voldoire, A., Gangiredla, S., and Hall, N.: Distinct and reproductible northem hemisphere winter teleconnection pattern during strong El Niño events : relative roles of Sea Surface Temperature forcing and atmospheric nonlinearities, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5310, https://doi.org/10.5194/egusphere-egu23-5310, 2023.

The amplitude of El Niño/Southern Oscillation (ENSO) varied considerably over the last 140 years, for which we have relatively reliable Sea Surface Temperature (SST) observations over the tropical Pacific. The difference between periods of high and low ENSO amplitude results mainly from the number of strong Eastern Pacific (EP) El Niños, while the amplitude of Central Pacific (CP) El Niños is comparable in both periods. Further, the asymmetry of ENSO, i.e. that the SST anomalies during El Niño are on average stronger and located further to the east than during La Niña, covaries with ENSO amplitude in observations, indicating that the number of strong EP El Niño events dominates both ENSO amplitude and asymmetry variations.

We find similar relations in the 40 historical runs of the Large Ensemble with the CESM1-CAM5-BGC model that can simulate the ENSO asymmetry quite realistically.  Further, there is a strong relation between the ENSO amplitude and the tropical Pacific mean state, indicating that a warmer eastern equatorial Pacific favors more EP El Niños due to a lower convective threshold in that area. We also analyze the spatial asymmetry and amplitude asymmetry of the atmospheric and oceanic feedbacks and show that the spatial asymmetry is more pronounced in the atmospheric feedbacks, while the amplitude asymmetry is more pronounced in the oceanic feedbacks, and that both together form the observed asymmetry of ENSO.  A comparison with 360 years-long CESM1 experiments with a -4.0 K colder and +3.7 K warmer mean state indicates that the present-day ENSO may be in a transition zone between a CP El Niño dominated ENSO state and an EP El Niño dominated ENSO state and that ENSO may lock-in into the EP El Niño dominated state under global warming.

Finally, our analysis of ENSO-amplitude variability in preindustrial control simulations of the CMIP6 database supports a strong relation of ENSO amplitude and asymmetry with the number of strong EP El Niño events.

How to cite: Bayr, T., Lübbecke, J. F., and Latif, M.: The role of strong Eastern Pacific El Nino events in ENSO-amplitude variability in Observations and Climate Models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6109, https://doi.org/10.5194/egusphere-egu23-6109, 2023.

Using observational analysis and numerical experiments, we identify that the dipole mode of 
spring surface wind speed (SWS) over the Tibetan Plateau (TP) could act as a trigger for subsequent winter El 
Niño–Southern Oscillation events. During the positive phase of spring SWS dipole mode (south-positive and 
north-negative), a self-sustaining “negative sensible heating–baroclinic structure” prevails over the western TP, 
which is characterized by negative surface sensible heating anomalies, anomalous low-level anticyclones, and 
mid–high-level cyclones. The “negative sensible heating–baroclinic structure” stimulates the surface westerly 
wind anomalies over the tropical western Pacific in May through two pathways, favoring the occurrence of 
subsequent El Niño events. One is through weakening the zonal monsoon circulation over the tropical Indian 
Ocean and the Walker circulation over the tropical western Pacific. The other is modulating the air–sea 
interaction over the North Pacific through triggering Rossby waves. The negative SWS dipole mode tends to 
induce La Niña events.

How to cite: Yu, W.: Potential Impact of Spring Thermal Forcing Over the Tibetan Plateau on the Following Winter El Niño–Southern Oscillation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6401, https://doi.org/10.5194/egusphere-egu23-6401, 2023.

EGU23-7693 | Orals | CL2.2

Atmospheric nonlinearities strong contribution to the skewed ENSO amplitude and phase transition 

Jérôme Vialard, Srinivas Gangiredla, Matthieu Lengaigne, Aurore Voldoire, Takeshi Izumo, and Eric Huilyardi

ENSO features prominent asymmetries, in terms of amplitude, spatial pattern and phase-transition between warm and cold events. Here we examine the contribution of atmospheric nonlinearities to ENSO asymmetries through a set of forced experiments with the CNRM-CM6 AGCM and the NEMO OGCM. Control experiments can reproduce the major atmospheric and oceanic asymmetries of ENSO, with stronger signals east of the dateline for strong El Niño events, and west of it for strong La Niñas. Ensemble atmospheric experiments forced by observed ENSO SST anomalies and their opposites allow diagnosing asymmetries in air-sea heat and momentum fluxes directly attributable to atmospheric nonlinearities. They indicate that atmospheric nonlinearities are largely attributable to nonlinearities in the rainfall-SST relation and act to enhance El Niño atmospheric signals east of the dateline and those of La Niña west of it. An ocean simulation where the non-linear signature of air-sea fluxes is removed from the forcing reveals that asymmetries in the ENSO SST pattern are primarily due to atmospheric nonlinearities, and result in a doubling of eastern Pacific warming during the peak of strong El Niño events and a 33% reduction during that of strong La Niña events. Atmospheric nonlinearities also explain most of the observed prolonged eastern Pacific warming into boreal summer after the peak of strong El Niño events. Overall, these results imply that properly simulating the nonlinear relationship between SST and rainfall in CGCMs is essential to accurately simulate asymmetries in ENSO amplitude, spatial pattern and phase transition. Finally, we discuss the inherent limitations to our two-tier forced approach.

How to cite: Vialard, J., Gangiredla, S., Lengaigne, M., Voldoire, A., Izumo, T., and Huilyardi, E.: Atmospheric nonlinearities strong contribution to the skewed ENSO amplitude and phase transition, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7693, https://doi.org/10.5194/egusphere-egu23-7693, 2023.

EGU23-7791 | Posters on site | CL2.2

The multiverse future of ENSO diversity in large ensembles of climate models 

Bastien Dieppois, Nicola Maher, Antonietta Capotondi, and John O'Brien

El Niño Southern Oscillation (ENSO) shows large differences from one event to another in terms of its intensity, spatial pattern, and temporal evolution, which are typically referred to as “ENSO diversity”. While such differences in ENSO patterns are associated with different regional climate impacts throughout the world, influencing the skill of impact prediction systems, large uncertainties remain concerning its potential future evolution and trends. The location and intensity of ENSO events are indeed strongly influenced by internal/natural climate variations, limiting the detection of forced changes.

Here, we exploit the power of single model initial-condition large ensembles (SMILEs) from 13 fully coupled climate models from both CMIP5 and CMIP6 (totalling 580 realizations in historical and SSP-RCP scenarios) to first examine the ability of climate models to simulate realistic diversity of ENSO events compared to multiple observational datasets, and then use those models to characterize future trajectories in the location and intensity of El Niño and La Niña events. We define the location of ENSO events as the longitude of the absolute maximum (the intensity) of sea-surface temperature anomalies (SSTa) during boreal Winter (December-February) in the equatorial Pacific. Future projections of ENSO diversity are assessed in terms of joint probability distributions of ENSO events’ location and intensity.

While some models show a degree of diversity in the location and intensity of events that are comparable with observed statistics, other models tend to favour the occurrence of eastern or central Pacific events. Such contrasting performances during the historical period are found to be associated with different future trajectories of ENSO diversity: i) models favouring the occurrence of eastern Pacific events (e.g., ACCESS-ESM1-5, CanESM2, and 5) show a westward shift in event location over the 21st century; ii) models simulating ENSO events anomalously westward tend to show an eastward shift in event locations and an increased intensity in the 21st century (e.g., CESM1 and 2, CSIRO-MK3-6-0, GFDL-CM3, GFDL-ESM2M, MIROC-ES2L, MIROC6). Nevertheless, we note that models showing the closest match to observed statistics during the historical period also present a westward shift in ENSO locations and a slight increase in intensity in the 21st century (e.g., GFDL-SPEAR and IPSL-CM6-LR).

Although the physical cause of model discrepancies remains unclear, this study provides a broader perspective on expected ENSO changes over the 21st century in different models and highlights the spread of projections among models.

How to cite: Dieppois, B., Maher, N., Capotondi, A., and O'Brien, J.: The multiverse future of ENSO diversity in large ensembles of climate models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7791, https://doi.org/10.5194/egusphere-egu23-7791, 2023.

EGU23-8299 | ECS | Orals | CL2.2

Effect of Indian Ocean Dipole on ocean meridional heat transport depends on ENSO 

Kay McMonigal and Sarah Larson

Meridional heat transport within the Indian Ocean can drive climate and ecosystem impacts, by changing ocean temperature. Previous studies have linked variability in meridional heat transport to Indian Ocean Dipole (IOD) and El Niño-Southern Oscillation (ENSO). Recent studies have shown that some IOD events are caused by ENSO (termed “ENSO forced IOD”), while other events occur without ENSO (termed “internal IOD”). It is unclear whether these different kinds of IOD have different effects on the ocean. By comparing a climate model that includes ENSO to the same climate model but with ENSO dynamically removed, we show that internal IOD does not lead to variability in Indian Ocean meridional heat transport. However, ENSO forced IOD does lead to meridional heat transport variability. This is due to differing wind patterns associated with each kind of IOD event. These results suggest that the ecosystem and climate effects of IOD likely depend upon whether the IOD occurs with or without ENSO. 

How to cite: McMonigal, K. and Larson, S.: Effect of Indian Ocean Dipole on ocean meridional heat transport depends on ENSO, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8299, https://doi.org/10.5194/egusphere-egu23-8299, 2023.

EGU23-8733 | ECS | Orals | CL2.2

Stochastic perturbations of El Nino Southern Oscillations (ENSO) : a Wiener chaos approach 

Yusuf Aydogdu, Peter Baxendale, and N. Sri Namachchivaya

The phenomena of El Nino Southern Oscillations (ENSO) is modeled by coupled atmosphere-ocean mechanism together with sea surface temperature (SST) budget at the equatorial Pacific and has a significant impact on the global climate.  We consider a modeling framework that was originally developed by Majda and co-workers in (Chen et al. 2018; Thual et al. 2016), which is physically consistent and amenable to detailed analysis. The coupled model is mainly governed by the equatorial atmospheric and oceanic Kelvin and Rossby waves and it is shown that stochastic forcing gives rise to the model anomalies and unpredictable behavior. The purpose of our work is to investigate the influence of randomness on the model dynamics,  construct the appropriate model components with stochastic noise and calculate the statistical properties. We also provide analytical and numerical solutions of the model to prove the convergence of the numerical scheme developed in our work. 

We use Wiener-Chaos Expansion (WCE) to study stochastic ENSO models. The WCE method is based on reducing stochastic partial differential equations (SPDEs) into an infinite hierarchy of deterministic PDEs called propagators-Fourier modes (Lototsky and Rozovsky, 2006) and represents the stochastic solution as a spectral decomposition of deterministic components with respect to a set of random Hermite bases. We solve the WCE propagators, which are forced by a set of complete orthonormal bases,  by applying numerical integration and finite-difference methods. We compare WCE-based results with Monte Carlo simulations of SPDEs.

Our results depict that the mean and variance of the solutions obtained from the WCE method provide remarkably accurate results with a reasonable convergence rate and error range.  We first test the WCE-based method on the ocean  model with white noise and show that 10-Fourier modes are able to approach the theoretical variance values. We also show that the OU process with a specific noise strength and dissipation over a one-time period can be recovered with less than 50-Fourier modes for the ENSO model.  To illustrate the particular weight of variance, we also generate the ensembles of solutions by using different stochastic bases. We also derive the analytical formulation of propagators for the coupled model with nonlinear SST by using the properties of Wick polynomials that construct the foundation of numerical schemes. 

How to cite: Aydogdu, Y., Baxendale, P., and Namachchivaya, N. S.: Stochastic perturbations of El Nino Southern Oscillations (ENSO) : a Wiener chaos approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8733, https://doi.org/10.5194/egusphere-egu23-8733, 2023.

EGU23-8904 | Orals | CL2.2

Forecasting the El Niño type well before the spring predictability barrier 

Josef Ludescher, Armin Bunde, and Hans Joachim Schellnhuber

The El Niño Southern Oscillation (ENSO) is the most important driver of interannual global climate variability and can trigger extreme weather events and disasters in various parts of the globe. Depending on the region of maximal warming, El Niño events can be partitioned into 2 types, Eastern Pacific (EP) and Central Pacific (CP) events. The type of an El Niño has a major influence on its impact and can even lead to either dry or wet conditions in the same areas on the globe. Here we show that the zonal difference ΔTWP-CP between the sea surface temperature anomalies (SSTA) in the equatorial western Pacific and central Pacific is predictive of the type of an upcoming El Niño. When at the end of a calendar year, ΔTWP-CP is positive, an El Niño event developing in the following year will probably be an EP event, otherwise a CP event. Between 1950 and present, the index correctly indicates the type of 18 out of 21 El Niño events (p = 9.1⋅10-4).
For early actionable forecasts, the index has to be combined with a forecast for the actual onset of an El Niño event. The previously introduced climate network-based forecasting approach provides such forecasts for the onset of El Niño events also by the end of the calendar year before onset. Thus a combined approach can provide reliable forecasts for both the onset and the type of an event: at a lead time of about one year, 2/3 of the EP El Niño forecasts and all CP El Niño forecasts in the regarded period are correct. The combined model has considerably more predictive power than the current operational type forecasts with a mean lead time of about 1 month and should allow early mitigation measures.

How to cite: Ludescher, J., Bunde, A., and Schellnhuber, H. J.: Forecasting the El Niño type well before the spring predictability barrier, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8904, https://doi.org/10.5194/egusphere-egu23-8904, 2023.

Since the early 1990s the Pacific Walker circulation has strengthened, while SSTs in the eastern equatorial Pacific became colder, which is opposite to future model projections. Whether these trends, evident in many climate indices especially before the 2015 El Niño, reflect the coupled ocean-atmosphere response to global warming or the negative phase of the Pacific Decadal Oscillation (PDO) remains debated. Here we show that sea surface temperature (SST) trends during 1980-2020 are dominated by three signals: a spatially uniform warming trend, a negative PDO pattern, and a Northern Hemisphere/Indo-West Pacific warming pattern. The latter pattern, which closely resembles the transient ocean thermostat-like response to global warming emerging in a subset of CMIP6 models, shows cooling in the central-eastern equatorial Pacific but warming in the western Pacific and tropical Indian ocean. Together with the PDO, this pattern drives the Walker circulation strengthening. CMIP6 historical simulations appear to underestimate this pattern, contributing to the models’ inability to replicate the Walker cell strengthening. We further discuss how such changes in the Walker circulation can effect ENSO.

Reference:  Heede, U. and A.V. Fedorov, 2023: Colder eastern equatorial Pacific and stronger Walker circulation in the early 21st century: separating the forced response to global warming from natural variability. In press, GRL

How to cite: Fedorov, A. and Heede, U.: Colder eastern equatorial Pacific and stronger Walker circulation in the early 21st century: an Indo-Pacific ocean thermostat  versus natural variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10347, https://doi.org/10.5194/egusphere-egu23-10347, 2023.

EGU23-10801 | Orals | CL2.2 | Highlight

Causes and Consequences of the Prolonged 2020-2023 La Niña 

Michael J. McPhaden, Nahid Hasan, and Yoshimitsu Chikamoto

The tropical Pacific has witnessed three successive years of unusually cold sea surface temperatures, with peak anomalies in late 2020, 2021 and 2022.  These conditions represent the first "triple dip" La Niña of the 21st century with major climatic impacts felt around the world.  Three year La Niña events are rare but not unprecedented; similar events occurred in 1998-2001 and in 1973-76.  A leading hypothesis for multi-year La Niñas is that they occur on the rebound from preceding extreme El Niños which, through recharge oscillator dynamics, drain the equatorial band of upper ocean heat content leaving a large heat deficit that takes multiple years to recover. The current multi-year La Niña does not conform to this scenario--antecedent conditions in the tropical Pacific in 2019 were characterized by a borderline El Niño that did not lead to a large upper ocean heat content discharge. What caused the this La Niña is thus a topic of considerable interest.  In this presentation we hypothesize that tropical inter-basin interactions were instrumental in initiating and prolonging the event. In particular, we suggest that the event was triggered from the Indian Ocean by a record Indian Ocean Dipole in late 2019, then boosted in 2021 by unusually warm conditions in the tropical Atlantic involving the strongest Atlantic Niño since the 1970s. Whether climate change may have played a role in these developments will be discussed.

How to cite: McPhaden, M. J., Hasan, N., and Chikamoto, Y.: Causes and Consequences of the Prolonged 2020-2023 La Niña, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10801, https://doi.org/10.5194/egusphere-egu23-10801, 2023.

EGU23-11500 | Orals | CL2.2

Representation of tropical SST trends in ECMWF seasonal hindcasts and implications for recent ENSO forecasts 

Michael Mayer, Magdalena Alonso Balmaseda, and Steffen Tietsche

Operational seasonal forecasts are routinely issued with their bias removed, which is estimated from hindcasts covering a sufficiently long period. An increased number of false alarms for the occurrence of El Nino by various dynamical forecasting systems in recent years challenges the view that forecast biases are stationary. Here we assess the ability of ECMWF’s operational seasonal prediction system SEAS5 to represent observed trends in tropical SSTs since 1993, with a focus on the Pacific.

SEAS5 hindcasts overestimate SST warming in the equatorial Pacific when compared to observations. Although present for all start dates, the trend error is most pronounced for May starts. As a result, SEAS5 forecasts in recent years tended to predict too warm ENSO states despite bias correction. The hindcasts also fail to reproduce the observed meridional dipole in SST trends in the eastern Pacific, with warming in the northern and cooling in the southern subtropics. We assess several numerical experiments to investigate the role of the evolving ocean observing system, the ocean data assimilation system, and the atmospheric model. Results show that the increase in Argo observations amplifies the spurious trends in the hindcasts, which points to biases in the ocean initial conditions when observational constraints are lacking prior to Argo. Furthermore, observed-SST experiments show that the atmospheric model is unable to reproduce the magnitude of increasingly northward winds that are observed in the eastern equatorial Pacific, which are associated with the meridional structure of observed SST trends and have been speculated to reduce ENSO variability. This suggests that shortcomings of the atmospheric model physics further contribute to the system’s inability to predict the recent triple La Nina period. The results call for more sophisticated calibration methods of seasonal forecasts and ultimately improved models and initialization to provide more reliable ENSO forecasts under varying background conditions.

How to cite: Mayer, M., Alonso Balmaseda, M., and Tietsche, S.: Representation of tropical SST trends in ECMWF seasonal hindcasts and implications for recent ENSO forecasts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11500, https://doi.org/10.5194/egusphere-egu23-11500, 2023.

There are large interannual variations in the area integral of the Pacific-wide annual-mean net surface heat fluxes within 5o of the equator. They are shown to be very well correlated (r2 = 0.75) with the zonal-mean, annual-mean, zonal component of the surface wind stress on the equator, both in UK-HadGEM3 coupled climate simulations and in the ERA5 wind-stress and DEEPC net surface heat flux re-analyses. For the model data the corresponding correlations are small for monthly means (r2 = 0.25) but are large (r2 > 0.6) for time-mean periods between 6 months and 10 years (the latter being calculated from 700 year pre-industrial control simulations). The amplitude of these annual mean fluctuations in the DEEPC net surface heat fluxes is almost twice as large as that in the UK-HadGEM3 simulations. Comparison of the area-mean fields in the Nino3 and Nino4 regions from 4 member ensembles of N216O025 historical simulations with the ERA5 winds, DEEPC heat fluxes and EN4 ocean re-analyses shows that the model’s mean values and seasonal cycle of the zonal wind stress and net surface heat flux agree well with the re-analyses. In the Nino3 region however the model’s surface temperature is 1.5oC colder than the re-analyses and the depth of the 20oC isotherm (t20d) is between 10 and 15 m shallower than that in EN4.  Comparison of the amplitudes of El Nino and La Nina composite anomalies in the Nino3 and Nino4 regions shows that the surface temperature anomalies are well simulated but that the amplitudes of the wind stress anomalies in Nino4 and the t20d anomalies and surface heat flux anomalies in Nino3 are about half those in ERA5, EN4 and DEEPC respectively. These findings are somewhat similar to those from the (lower resolution)  Kiel Climate Model. The characteristic spatial patterns of the surface fields might be used to attribute the differences between the model and re-analysis net surface fluxes to particular component fluxes (e.g. the surface latent heat flux and the surface solar flux). It is also a plausible hypothesis that the under-estimation of these variations in the net surface heat fluxes is a significant contributor to the signal-to-noise paradox.       

 

How to cite: Bell, M.: HadGEM3  underestimates interannual variations in heat fluxes, zonal winds and thermocline displacements  in the tropical Pacific, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12824, https://doi.org/10.5194/egusphere-egu23-12824, 2023.

EGU23-13335 | ECS | Posters on site | CL2.2

Using Causal Discovery to Clarify Observed and Simulated Relationships Between ENSO and Other Ocean Basins 

Rebecca Herman and Jakob Runge

Observed sea-surface temperatures in various ocean basins are confounded by anthropogenic and natural radiative forcing and by teleconnections to modes of internal variability, especially the El Nino Southern Oscillation (ENSO). While confounding due to anthropogenic and natural forcing can be removed in coupled simulations, confounding due to ENSO is unavoidable. When not appropriately characterized and quantified, this confounding can obscure causal relationships between various ocean basins and atmospheric phenomena of huge humanitarian import, such as monsoon rainfall, with implications for attribution of past disasters and prediction of the future. These relationships have been difficult to characterize in part because observational data is limited and simulated data may not represent the observed climate system. This study uses causal discovery to examine the coupled relationships between ENSO and other ocean basins in simulations and observations. We begin by evaluating the (L)PCMCI(+) causal discovery algorithms under various conditions and assumptions on data generated by two continuous idealized models of ENSO: the classic Zebiak-Cane model and a simple stochastic dynamical model proposed by Thual, Majda, Chen, and Stechmann. We then apply the causal discovery algorithms to seasonally and spatially-averaged sea surface temperature (SST) indices for ENSO and other ocean basins in preindustrial control simulations from the Coupled Model Intercomparison Project Phase 6. We discuss the robustness of the results, and the differences between the causal relationships in different General Circulation Models. Finally, we apply the causal learning algorithm to observed SST, and discuss to what extent simulated relationships can be used to learn about the observed climate system. We additionally demonstrate the implications of this study for other scientific questions, specifically for understanding variability in Sahel Monsoon rainfall.

How to cite: Herman, R. and Runge, J.: Using Causal Discovery to Clarify Observed and Simulated Relationships Between ENSO and Other Ocean Basins, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13335, https://doi.org/10.5194/egusphere-egu23-13335, 2023.

EGU23-13812 | ECS | Orals | CL2.2

ENSO–IOD Inter-Basin Connection Is Controlled by the Atlantic Multidecadal Oscillation 

Jiaqing Xue, Jing-Jia Luo, Wenjun Zhang, and Toshio Yamagata

The interactions between El Niño-Southern Oscillation (ENSO) and Indian Ocean Dipole (IOD) are known to have great implications for global climate variability and seasonal climate predictions. Observational analysis suggests that the ENSO–IOD inter-basin connection is time-varying and related to the Atlantic Multidecadal Oscillation (AMO) with weakened ENSO–IOD relationship corresponding to AMO warm phases. A suite of Atlantic pacemaker simulations successfully reproduces the decadal fluctuations in ENSO–IOD relationship and its link to the AMO. The warm sea surface temperature (SST) anomalies associated with the AMO drive a series of Indo-Pacific mean climate changes through tropical-wide teleconnections, including the La Niña-like mean SST cooling over the central Pacific and the deepening of mean thermocline depth in the eastern Indian Ocean. By modulating ocean–atmosphere feedback strength, those mean state changes decrease both ENSO amplitude and the Indian Ocean sensitivity to ENSO forcing, therefore decoupling the IOD from ENSO.

How to cite: Xue, J., Luo, J.-J., Zhang, W., and Yamagata, T.: ENSO–IOD Inter-Basin Connection Is Controlled by the Atlantic Multidecadal Oscillation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13812, https://doi.org/10.5194/egusphere-egu23-13812, 2023.

EGU23-15824 | ECS | Orals | CL2.2

Future Changes in the early winter ENSO teleconnections to the North Atlantic European region 

Muhammad Adnan Abid and Fred Kucharski

North Atlantic European (NAE) winter climate variability is strongly modulated through the stratospheric and tropospheric pathways, where El Niño-Southern Oscillation (ENSO) teleconnections play an important role. Recent studies showed intra-seasonal changes of the ENSO response in the NAE circulation anomalies from early to late winter.  One mechanism for this behavior is that the Indian Ocean (IO) dominate over the direct ENSO teleconnections in early winter favoring an in-phase North Atlantic Oscillation (NAO) response over NAE region. On the other hand, the direct ENSO response dominates in latter half of winter, where it projects onto the opposite phase of the NAO. In present study, we analyze the early to late winter ENSO-NAE teleconnections in future climate projections by adopting the sixth assessment report Coupled Model Intercomparison Project (CMIP6) model datasets. During early winter, we noted an increase in the ENSO-induced precipitation variability in the Pacific as well as over western and central Indian Ocean, while decrease is noted over the eastern IO. Moreover, a strengthening of the ENSO and Indian connections are noted in almost all models except few, where these connections are not well represented in the present climate. Interestingly, the changes in ENSO forced wave train are noted, which may lead to the negative NAO like circulation anomalies over the NAE region in future compared to the present climate. 

How to cite: Abid, M. A. and Kucharski, F.: Future Changes in the early winter ENSO teleconnections to the North Atlantic European region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15824, https://doi.org/10.5194/egusphere-egu23-15824, 2023.

EGU23-16921 | Orals | CL2.2

The role of spatial shifting in El Niño/Southern Oscillation complexity 

Sulian Thual and Boris Dewitte

The El Niño-Southern Oscillation (ENSO) represents the most consequential fluctuation of the global climate system, with dramatic societal and environmental impacts. Here we show that the spatial shifting movements of the Walker circulation control the ENSO space-time complexity in a major way. First, we encapsulate the process in a conventional recharge-discharge oscillator for the ENSO by replacing the regionally fixed sea surface temperatures (SST) index against a warm pool edge index. By doing so, we can model essential ingredients of ENSO diversity and nonlinear behavior without increasing the complexity of the dynamical model. Second, we propose a data-driven method for estimating equatorial Pacific SST variability resulting from spatial shifting. It consists in time-averaging conditions respective to the evolving warm pool edge position, then generating back SST data with reduced dimensionality (one degree of freedom) from the movements of the resulting "shifted-mean" profile. It is shown that the shifted-mean SST generated in this fashion reasonably reconstructs observed interannual SSTs both in terms of amplitude and pattern diversity. We discuss implications of the present paradigm of spatial shifting for understanding ENSO complexity, including tropical basins interactions.

How to cite: Thual, S. and Dewitte, B.: The role of spatial shifting in El Niño/Southern Oscillation complexity, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16921, https://doi.org/10.5194/egusphere-egu23-16921, 2023.

Previous studies with coarse-resolution global climate models (GCMs) have widely shown that extensive deforestation in the Amazon leads to a reduction in precipitation, with a potential irremediable loss of the rainforest past a critical threshold. However, precipitation in the Amazon region is of convective nature and thus has to be parameterized in coarse-resolution GCMs, limiting confidence in the results of such studies. To bypass this limitation, this study aims to investigate the impact of Amazon deforestation on precipitation in global climate simulations that can explicitly represent convection. The simulations are conducted with the ICON-Sapphire atmosphere-only model configuration run with a grid spacing of 5 km for two years. To understand the impacts of Amazon deforestation, we compare the results of a complete deforestation simulation with a control simulation. Results show no significant change in precipitation during the wet season and a slight decrease of precipitation during the dry season in the deforested simulation. Precipitation decreases due to decreased evapotranspiration are compensated by enhanced moisture convergence.

How to cite: Yoon, A.: The impact of Amazon deforestation on rain system using a storm-resolving global climate model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1304, https://doi.org/10.5194/egusphere-egu23-1304, 2023.

The current crisis state of the planet, commonly called the Anthropocene, emerged as the result of the Great Acceleration in human consumption and environmental impact which followed the Second World War in the middle of the 20th c. There is growing evidence suggesting that similar acceleration dynamics, characterised by exponential growth in human environmental impact, occurred locally or regionally at earlier stages in human history. It is, however, difficult to identify, quantify, and confirm such cases without high-resolution, well-dated historical or paleoenvironmental data. In this presentation, I review three cases of well-documented Anthropocene-like accelerations, from Roman Anatolia, medieval Poland, and early modern Greece. In all of these cases, it was political consolidation, even if short-lived, as well as economic integration, that created the social tipping point triggering exponential acceleration of human environmental impact. All of these acceleration phases also collapsed once the underlying social dynamics was no longer present.

How to cite: Izdebski, A.: Social tipping points of Anthropocene acceleration dynamics in European history, from Roman times to the Little Ice Age, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3151, https://doi.org/10.5194/egusphere-egu23-3151, 2023.

Many aspects of anthropogenic global change, such as land cover change, biodiversity loss, and the intensification of agricultural production, threaten the natural biosphere. Implications of these specific aspects of environmental conditions are not immediately obvious, so it is hard to obtain a bigger picture of what these changes imply and distinguish beneficial from detrimental human impacts.  Here I describe a holistic approach that provides a bigger picture and use it to understand how the terrestrial biosphere can be sustained in the presence of increased human activities.  This approach focuses on the free energy generated by photosynthesis, the energy needed to sustain both the dissipative metabolic activity of ecosystems and human activities, with the generation rate being set by the physical constraints of the environment.  One can then distinguish two kinds of human impacts on the biosphere: detrimental effects caused by enhanced human consumption of this free energy, and empowering effects that allow for more photosynthetic activity and, therefore, more dissipative activity of the biosphere.  I use examples from the terrestrial biosphere to illustrate this view and global datasets to show how this can be estimated.  I then discuss how certain aspects of modern technology can enhance the free energy generation of the terrestrial biosphere, which can then safeguard its sustenance even as human activity increasingly shapes the functioning of the Earth system.

Note: Presentation is based on this manuscript (https://arxiv.org/abs/2210.09164), accepted for publication in the INSEE journal.

How to cite: Kleidon, A.: How to sustain the terrestrial biosphere in the Anthropocene? A thermodynamic Earth system perspective, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3251, https://doi.org/10.5194/egusphere-egu23-3251, 2023.

EGU23-3443 | Orals | CL3.2.6 | Highlight

Regional Climate Expected to Continue to Change Significantly After Net-Zero CO2 Emissions Reached 

Andrew H. MacDougall, Josie Mallett, David Hohn, and Nadine Mengis

The Zero Emissions Commitment (ZEC) is the expected temperature change following the cessation of anthropogenic emissions of climate altering gases and aerosols. Recent model intercomparison work has suggested that global average ZEC for CO2 is close to zero. However there has thus far been no effort to explore how temperature is expected to change at spatial scales smaller than the global average. Here we analyze the output of nine full complexity Earth System Models which carried out standardized ZEC experiments to quantify the ZEC from CO2. The models suggest that substantial temperature change following cessation of emissions of CO2 can be expected at large and regional spatial scales. Large scale patterns of change closely follow long established patterns seen during modern climate change, while at the regional scale patterns of change are far more complex and show little consistency between different models. Analysis of model output suggest that for most models these changes far exceed pre-industrial internal variability, suggesting either higher climate variability, continuing changes to climate dynamics or both. Thus it appears likely that at the regional scale, where climate change is directly experienced, climate disruption will not end even as global temperature stabilizes. Such indefinite continued climate changes will test the resilience of local ecosystem and human societies long after economic decarbonization is complete. Overall substantial regional changes in climate are expected following cessation of CO2 emissions but the pattern, magnitude and sign of these changes remains highly uncertain.

How to cite: MacDougall, A. H., Mallett, J., Hohn, D., and Mengis, N.: Regional Climate Expected to Continue to Change Significantly After Net-Zero CO2 Emissions Reached, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3443, https://doi.org/10.5194/egusphere-egu23-3443, 2023.

EGU23-5233 | Posters on site | CL3.2.6

Association for Trans-Eurasia Exchange and Silk-Road Civilization Development 

Likun Ai, Juzhi Hou, Haichao Xie, Yanbo Yu, and Fahu Chen

Spanning more than 6,400 kilometers across Eurasia, the Silk Road played a key role in facilitating exchanges in economy, culture, politics, and religions between East and West. The ancient Silk Road was one of the most important passages for trans-Eurasia exchange and human migrations, which could be traced back to 5000-4000 years before present. To deepen understanding of the effects of environmental changes in shaping the long-term trans-Eurasia exchanges and Silk Road civilization, the Trans-Eurasia Exchange and Silk-Road Civilization Development (ATES) was launched by a group of scientists with background of climate, hydrology, environment, archaeology in 2019. There are about 118 scientists from 10 countries that with different background have joined the ATES so far. ATES now has a President, and three coordinators in the secretariat, and all the alliance members are allocated to the 5 Working Groups (WG) based on their background and research interests. The main scientific issues for the ATES are: 1) Routes and driving forces of ancient human migrations across Eurasia in the Paleolithic; 2) Relationship between the food globalization, development of agro-pastoralism in Eurasia and human migration in the Neolithic; 3) Mechanisms of establishment, shift and demise of routes and key towns along the ancient Silk Road; 4) Effects of environmental changes on the rise and fall of the Silk Road civilization as to the trans-Eurasia exchanges in terms of economy, technology and culture. What does it tell us about the future of ongoing climate change? ATES aims to set an international platform to exchange multi-discipline knowledge and the latest research achievement on the ancient Silk Road, including exchanges of culture, science, and technology along the roads, perceptions of climate change, and socio-economic development in different historical periods along the Silk Road, and effects of environmental changes on the rise and fall of the Silk Road civilization.

ATES welcomes institutes and scientists worldwide to initiate and launch relevant research programs and projects with the ATES community. By establishing several joint research and education centers with partners, ATES facilitates and supports field observations, research, and capacity building. Training of Young Scientists is one of the main tasks for ATES capacity building, which includes the training workshops and field learnings organized by ATES and its partners. In order to strengthen the interaction of the ATES community, and to enhance the exchange of new achievements and insights of the interdisciplinary study on the evolution of trans-Eurasia exchanges and Silk Road civilization, the ATES Silk Road Civilization Forum invites a world-renowned scientist to give a special lecture on the focused topic every 3 months. ATES will organize parallel sessions and side meetings in the big events such as AGU, EGU, Conference of the Parties of the UNFCCC, UNCBD, ANSO conference, et al. ATES partners and other institutes are welcome to join in organizing the above meetings.

How to cite: Ai, L., Hou, J., Xie, H., Yu, Y., and Chen, F.: Association for Trans-Eurasia Exchange and Silk-Road Civilization Development, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5233, https://doi.org/10.5194/egusphere-egu23-5233, 2023.

EGU23-5722 | ECS | Orals | CL3.2.6 | Highlight

Recurrent droughts increase risk of cascading tipping events by outpacing adaptive capacities in the Amazon rainforest 

Nico Wunderling, Arie Staal, Frederik Wolf, Boris Sakschewski, Marina Hirota, Obbe A. Tuinenburg, Jonathan F. Donges, Henrique M.J. Barbosa, and Ricarda Winkelmann

Since the foundational paper by Lenton et al. (2008, PNAS), tipping elements in the climate system have attracted great attention within the scientific community and beyond. One of the most important tipping elements is the Amazon rainforest. Under ongoing global warming, it is suspected that extreme droughts such as those in 2005 and 2010 occur significantly more often, up to nine out of ten years from the mid to late 21st century onwards (e.g. Cox et al., 2008, Nature; Cook et al., 2020, Earth’s Future).

In this work, we quantify how climates ranging from normal rainfall conditions to extreme droughts may generate cascading tipping events through the coupled forest-climate system. For that purpose, we make use of methods from nonlinear dynamical systems theory and complex networks to create a conceptual model of the Amazon rainforest, which is dependent on itself through atmospheric moisture recycling.

We reveal that, even when the rainforest is adapted to past local conditions of rainfall and evaporation, parts of the rainforest may still tip when droughts intensify. We uncover that forest-induced moisture recycling exacerbates tipping events by causing tipping cascades that make up to one-third (mean+-s.d. = 35.9+-4.9%) of all tipping events. Our results imply that if the speed of climate change might exceed the adaptation capacity of the forest, knock-on effects through moisture recycling impede further adaptation to climate change.

Further, we use a network analysis method to compare the four main terrestrial moisture recycling hubs: the Amazon Basin, the Congo Rainforest, South Asia and the Indonesian Archipelago. By evaluating so-called network motifs, i.e. local-scale network structures, we quantify the fundamentally different functioning of these regions. Our results indicate that the moisture recycling streams in the Amazon Basin are more vulnerable to disturbances than in the three other main moisture recycling hubs.

How to cite: Wunderling, N., Staal, A., Wolf, F., Sakschewski, B., Hirota, M., Tuinenburg, O. A., Donges, J. F., Barbosa, H. M. J., and Winkelmann, R.: Recurrent droughts increase risk of cascading tipping events by outpacing adaptive capacities in the Amazon rainforest, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5722, https://doi.org/10.5194/egusphere-egu23-5722, 2023.

EGU23-7871 | Posters on site | CL3.2.6 | Highlight

Is the current methane growth event comparable to a glacial/interglacial Termination event? 

Euan Nisbet, Martin Manning, David Lowry, Rebecca Fisher, and James France

Atmospheric methane shows very sharp growth since 2006. Growing evidence for methane's main sink, atmospheric OH, being relatively stable implies a major increase in methane emissions is occurring. Methane's synchronous isotopic shift to more negative d13C(CH4) values means the increase is primarily driven by rapid growth in emissions from biogenic sources, such as natural wetlands and agriculture. Recent acceleration in the increase is also strong evidence that it is too large to be caused primarily by anthropogenic sources. Instead, much of the growth may come from large-scale climate-change feedbacks affecting the productivity and balance between methanogenic and methanotrophic processes in tropical and boreal wetlands. Emissions from tropical wetlands in particular may be larger and more influenced by climate shifts than hitherto realised. If so, even despite the Global Methane Pledge, achieving the goals of the UN Paris Agreement may be much harder than previously anticipated.

Modelling indicates that, for scale and speed, the biogenic feedback component of methane's growth and isotopic shift in the 16 years from 2006-2022 is comparable to (or greater than) phases of abrupt growth and isotopic shift during glacial/interglacial terminations, from Termination V (about 430 ka BP) to Termination I that initiated the Holocene. These were rapid global-scale climate shifts when the Earth system reorganised from cold glacial to warmer interglacial conditions.  Methane's recent 2006-2022 growth in biogenic sources may be within Holocene variability, but it is also a possibility that methane may be providing the first indication that a very large-scale end-of-Holocene reorganisation of the climate system is already under way: Termination Zero.

How to cite: Nisbet, E., Manning, M., Lowry, D., Fisher, R., and France, J.: Is the current methane growth event comparable to a glacial/interglacial Termination event?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7871, https://doi.org/10.5194/egusphere-egu23-7871, 2023.

EGU23-9387 | ECS | Posters on site | CL3.2.6

Robustness of critical slowing down indicators to power-law extremes in an Amazon rainforest model 

Vitus Benson, Jonathan F. Donges, Jürgen Vollmer, and Nico Wunderling

Critical slowing down has recently been detected as an indicator of reduced resilience in remotely sensed data of the Amazon rainforest [1]. Tropical rainforests are frequently hit by disturbances such as fire, windthrow, deforestation or drought, which are known to follow a heavy-tailed amplitude distribution. Early warning signals based on critical slowing down are theoretically grounded for systems under the influence of weak, Gaussian noise. Hence, it is not imminent that they are applicable also for systems like the Amazon rainforest, which are influenced by heavy-tailed noise. Here, we extended a conceptual model of the Amazon rainforest [2] to study the robustness of critical slowing down indicators to power-law extremes. These indicators are expected to increase before a critical transition. 

We find the way by which such an increase is detected is decisive for the recall of the early warning indicator (i.e. the proportion of critical transitions detected by the indicator). If a linear slope is taken, the recall of the early warning signal is reduced under power-law extremes. Instead, the Kendall-Tau rank correlation coefficient should be used because the recall remains high in this case. Other approaches to increase robustness, like a high-pass filter or the interquartile range, are less effective. In [1], reduced resilience of the Amazon rainforest was determined through an increase in the lag-1 autocorrelation measured by the Kendall-tau rank correlation. Hence, if there was a resilience loss, they can correctly detect it even in the presence of relatively strong power-law disturbances. However, we also quantify the false positive rate, that is, how often a resilience loss is measured if the model represents a stable rainforest. At a significance level of 5% (1%, 10%) for the early warning signal detection, the false positive rate is approximately 10% (5%, 15%). For strong heavy-tailed noise, this false positive rate can deteriorate to as high as 25% (15%, 35%). This indicates, that increasing critical slowing down may not always be caused by an approaching critical transition, a false positive detection is possible.

 

[1] Boulton, C.,  Lenton, T.  and Boers, N.: “Pronounced Loss of Amazon Rainforest Resilience since the Early 2000s”. Nature Climate Change 12-3 (2022).

[2] Van Nes, E., Hirota, M., Holmgren, M. and Scheffer, M.: “Tipping Points in Tropical Tree Cover”. Global Change Biology 20-3 (2014).

How to cite: Benson, V., Donges, J. F., Vollmer, J., and Wunderling, N.: Robustness of critical slowing down indicators to power-law extremes in an Amazon rainforest model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9387, https://doi.org/10.5194/egusphere-egu23-9387, 2023.

EGU23-9954 | ECS | Posters on site | CL3.2.6

Climate tipping risks under policy-relevant overshoot temperature pathways 

Tessa Möller, Ernest Annika Högner, Samuel Bien, Carl-Friedrich Schleussner, Johan Rockström, Jonathan F. Donges, and Nico Wunderling

The risk of triggering multiple climate tipping points if global warming levels were to exceed 1.5°C has been heavily discussed in recent literature. Current climate policies are projected to result in 2.7°C warming above pre-industrial levels by the end of this century and will thereby at least temporarily overshoot the Paris Agreement temperature goal.

Here, we assess the risk of triggering climate tipping points under overshoot pathways derived from emission pathways and their uncertainties from the PROVIDE ensemble using PyCascades, a stylised network model of four interacting tipping elements including the Greenland Ice Sheet, the West Antarctic Ice Sheet, the Atlantic Meridional Overturning Circulation, and the Amazon Rainforest.

We show that up until 2300, when overshoots are limited to 2°C, the upper range of the Paris Agreement goal, the median risk of triggering at least one element would be less than 5%, although some critical thresholds may have been crossed temporarily. However, the risk of triggering at least one tipping element increases significantly for scenarios that peak above the Paris Agreement temperature range. For instance, we find a median tipping risk in 2300 of 46% for an emission scenario following current policies. Even if temperatures would stabilize at 1.5°C after having peaked at temperatures projected under current policies, the long-term median tipping risks would approach three-quarters.

To limit tipping risks beyond centennial scales, we find that it is crucial to constrain any temperature overshoot to 2°C of global warming and to stabilize global temperatures at 1.0°C or below in the long-term.

How to cite: Möller, T., Högner, E. A., Bien, S., Schleussner, C.-F., Rockström, J., Donges, J. F., and Wunderling, N.: Climate tipping risks under policy-relevant overshoot temperature pathways, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9954, https://doi.org/10.5194/egusphere-egu23-9954, 2023.

EGU23-10044 | ECS | Orals | CL3.2.6 | Highlight

The Impact of Solar Radiation Modification on Earth System Tipping Points and Threshold Free Feedbacks 

Gideon Futerman and Claudia Wieners

The modification of the climate by Solar Radiation Modification (SRM) could be a potentially important human-Earth System interaction in the Anthropocene, having potentially beneficial and adverse impacts across climatic and human indices. SRM would likely interact with Earth system resilience in many ways, with our paper exploring SRM’s interaction with Earth System tipping point which has been extremely underexplored in the literature thus far.

SRM would likely be able to reduce global mean surface temperature quickly, although its broader climate imprint, especially on precipitation and local climatic conditions, is not the same as reversing greenhouse gas emissions. Its cooling effect suggests that SRM can help stop us from hitting those tipping elements that are most temperature-dependent, while the situation is more complex for tipping elements which strongly depend on other factors such as precipitation or regional climate changes. This more complex picture could have important implications for the role (or lack of) that SRM could and ought to play in improving Earth system resilience in the Anthropocene.

We review the available literature about the influence of SRM on the tipping elements and threshold free-feedbacks identified by McKay et al. (2022), as well as reviewing the impact of SRM on relevant climatic conditions that could contribute to tipping of each element, to give an assessment of the potential beneficial or adverse impact of SRM and identify key uncertainties and knowledge gaps. We will also briefly assess how these impacts may differ with different methods of deployment and with the termination of SRM.

How to cite: Futerman, G. and Wieners, C.: The Impact of Solar Radiation Modification on Earth System Tipping Points and Threshold Free Feedbacks, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10044, https://doi.org/10.5194/egusphere-egu23-10044, 2023.

EGU23-10864 | Posters on site | CL3.2.6

Towards the Anthropocene peatlands and forests – old-growth forest loss in Western Poland initiated peat growth and peatland state shifts 

Mariusz Lamentowicz, Sambor Czerwiński, Monika Karpińska-Kołaczek, Piotr Kołaczek, Mariusz Gałka, Piotr Guzowski, and Katarzyna Marcisz

During European states’ development, various past societies utilized natural resources, but their impact was not uniformly spatially and temporally distributed. Considerable changes resulted in landscape fragmentation, especially during the Middle Ages. Changes in state advances that affected the local economy significantly drove the trajectories of ecosystems’ development. The legacy of significant changes from pristine forests to farming is visible in natural archives as novel ecosystems. Here, we present two high‑resolution, densely dated multi‑proxy studies covering the last 1000 years from peatlands in CE Europe. In that case, the economic activity of medieval societies was related to the emerging Polish state and new rulers, the Piasts (in Greater Poland) and the Joannites (the Order of St. John of Jerusalem, Knights Hospitaller). Our research revealed rapid deforestation and subsequent critical land-use transition in the high and late Middle Ages and its consequences on the peatland ecosystem development. The shift from the old-growth forests correlates well with raising the local economy, deforestation and enhanced peat initiation. Along with the emerging landscape openness, the wetlands switched from wet fen with open water to terrestrial habitats. Both sites possess a different timing of the shift, but they also show that the catchment deforestation caused accelerated terrestrialization. Our data show how closely the ecological state of wetlands relates to forest microclimate. We identified a significant impact of economic development and the onset of intensive agriculture processes near the study sites. Our results revealed a surprisingly fast rate at which the feudal economy eliminated pristine nature from the studied area and led to intensive nature exploitation in the Anthropocene. In consequence, its activities led to the creation of novel peatlands types.

How to cite: Lamentowicz, M., Czerwiński, S., Karpińska-Kołaczek, M., Kołaczek, P., Gałka, M., Guzowski, P., and Marcisz, K.: Towards the Anthropocene peatlands and forests – old-growth forest loss in Western Poland initiated peat growth and peatland state shifts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10864, https://doi.org/10.5194/egusphere-egu23-10864, 2023.

EGU23-13587 | ECS | Posters virtual | CL3.2.6

Model hierarchies and bifurcations in QE monsoon models 

Krishna Kumar S and Ashwin K Seshadri

The convective quasi-equilibrium (CQE) framework has been successfully employed in the past to build intermediate complexity models accounting for the interaction of convection and large-scale dynamics (Neelin and Zeng, 1999, JAS). As a consequence, these models find use in the study of monsoon circulations, which also experience abrupt onset among several other intriguing features. While some low-order simplifications of CQE based Quasi-equilibrium tropical circulation model (QTCM) yields insights into the mechanisms of monsoon dynamics, they are restricted in the range of processes accounted for. A hierarchy of models, on the other hand, would serve well to study monsoon dynamics and various influences. While the existence of bifurcations or 'tipping-points' in monsoon dynamics has been studied for certain simple models, a thorough investigation of this possibility across a hierarchy of models is absent. Such a hierarchy of models would provide an understanding of effects of different simplifying assumptions on dominant balances in the momentum and thermodynamic equations and resulting nonlinear dynamics, including the choice of precipitation parameterizations. This study explores a hierarchy of such models of varying complexity, based on the QTCM equations. The potential occurrence of bifurcation phenomena are considered, along with their sensitivity to various parameter changes, in the context of the role of different nonlinearities present in these models. The study builds on recent results interpreting the suppression of bifurcation phenomena in these models, as a result of shifts in equilibrium branches and consequently their physical relevance. The hierarchy of models approach, in this context, reconciles apparent contradictions between bifurcations being observed in the simplest models and the evidence from more complex models as well as observations, while identifying robust phenomena.

How to cite: Kumar S, K. and Seshadri, A. K.: Model hierarchies and bifurcations in QE monsoon models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13587, https://doi.org/10.5194/egusphere-egu23-13587, 2023.

EGU23-13620 | Orals | CL3.2.6

The Western Amazon social-ecological system at risk of tipping: A transdisciplinary modelling approach 

Benjamin Stuch, Rüdiger Schaldach, Regine Schönenberg, Katharina Meurer, Merel Jansen, Claudia Pinzon Cuellar, Shabeh Ul Hasson, Christopher Jung, Ellen Kynast, Jürgen Böhner, and Hermann Jungkunst

The Amazon rainforest is a tipping element of the global climate system due to its high carbon storage potential and its flying rivers providing rain for South America. Studies suggest that land use and land cover change (LUCC) in the Amazon, i.e. deforestation, strongly disturb regional convectional rain pattern, which could lead to an increase of drought frequencies and intensities. Under increasing drought stress, the evergreen tropical rainforest may transform into a seasonal forest or even a savannah ecosystem. Such a transformation would likely activate the Amazon tipping element and may affect global climate change by triggering other critical tipping elements of the global climate system.  

Here we present our transdisciplinary research approach in the Western Amazon rainforest developed in context of the PRODIGY research project. We apply a social-ecological system approach to account for the dynamic interactions and feedbacks between people and nature, which could either stabilize or self-enforce regional tipping cascades. For example, regional land users may suffer declining yield and net primary production from decreasing precipitation. Land users may compensate the drop in production/income e.g. by cultivating more land or seeking for other income sources. As a response, deforestation could increase which may drive a self-enforcing feedback loop that further decrease precipitation.

In a participatory process, together with regional stakeholders we develop land use related explorative scenarios. Preliminary results from the scenario exercise show that future agricultural production increases in all scenarios (crops between 20% and 200% and livestock between 0% and 300%). In the first modelling step, these  changes drive the regionally adjusted spatial land system model LandSHIFT. Simulation results indicate that deforestation increases in all scenarios depending on the production technology and the reflexivity of institutions establishing appropriate management options.

In an integrated modelling step, the calculated LUCC maps serve as input to a regional climate model (WRF), which simulates respective changes in regional temperature and precipitation. Then, temperature and precipitation changes are applied to the biogeochemical model CANDY to simulate the impact (of regional deforestation) on crop yields, Net Primary Production (NPP) and changes in soil C and N cycling. In an iterative process, the yield and NPP responses are fed back to the land-use change model to simulate the required land use adaptations, accordingly. By closing the feedback loop between deforestation, climate, yield and NPP as well as respective land use adaptation, we are able to simulate a cascade of endogenous key process in the regions social ecological system. The integrated modelling results will support the stakeholders in identifying key measures/options/policies that could increase resilience of the regional social-ecological system to prevent crossing destructive regional tipping points.

How to cite: Stuch, B., Schaldach, R., Schönenberg, R., Meurer, K., Jansen, M., Pinzon Cuellar, C., Ul Hasson, S., Jung, C., Kynast, E., Böhner, J., and Jungkunst, H.: The Western Amazon social-ecological system at risk of tipping: A transdisciplinary modelling approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13620, https://doi.org/10.5194/egusphere-egu23-13620, 2023.

Microbial communities in freshwater lake sediments play a crucial role in regulating geochemical cycles and controlling greenhouse gas emissions. Many of them exhibit a highly ordered structure along depth profile. Besides redox effect, sediment stratification could also reflect historical transition. Dam construction dramatically increased in the mid-20th century and is considered one of the most far-reaching anthropogenic modifications of aquatic ecosystems. Here we attempted to identify the effect of historical dam construction on sediment microbial zonation in Lake Chaohu, one of the major freshwater lakes in China. The damming event in AD 1962 was coincidentally labeled by the 137Cs peak. Physiochemical and sequencing analyses (16S amplicon and shotgun metagenomics) jointly showed a sharp transition occurred at the damming-labeled horizon which overlapped with the nitrate-methane transition zone (NMTZ) and controlled the depth of methane sequestration. At the transition zone, we observed significant taxonomic differentiation. Random forest algorithm identified Bathyarchaeota, Spirochaetes, and Patescibacteria as the damming-sensitive phyla, and Dehalococcoidia, Bathyarchaeia, Marine Benthic Group A, Spirochaetia, and Holophagae as the damming-sensitive classes. Phylogenetic null model analysis also revealed a pronounced shift in microbial community assembly process, from a selection-oriented deterministic community assembly down to a more stochastic, dispersal-limited one. These findings delineate a picture in which dam-induced changes to the lake trophic level and sedimentation rate generate great changes in sediment microbial community structure, energy metabolism, and assembly process.

How to cite: Zhou, X. and Ruan, A.: Dam construction as an important anthropogenic modification triggers abrupt shifts in microbial community assembly in freshwater lake sediments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14360, https://doi.org/10.5194/egusphere-egu23-14360, 2023.

EGU23-14772 | Posters on site | CL3.2.6

Sustainable Pathways under Climate Variability 

Kira Rehfeld and the SPACY research group members

External forcings and feedback processes of the Earth system lead to timescale and state-dependent climate variability, causing substantial surface climate fluctuations in the past. Particularly relevant for future livelihoods, changing variability patterns could also modify the occurrence of extreme events. However, spatiotemporal mechanisms of climate variability are poorly understood. Likewise, the societal implications are weakly constrained, particularly variability’s potential to drive sustainable transformation. The SPACY project investigates climate variability from past cold and warm periods to future scenarios. One research focus is how forcing mediates climate fluctuations. Bridging the gap between Earth system models and palaeoclimate proxies, we study vegetation and water isotope changes. A second focus is exploring sustainable pathways under climate variability, addressing potential interactions between artificial carbon dioxide removal and surface climate, among others.

 

In particular, we validate the ability of climate models to represent potential climate variability changes. Here, we focus on isotope-enabled simulations with dynamic vegetation. We find that models exhibit less local temperature and water isotope variability than paleoclimate proxies on decadal and longer timescales. Simulations with natural forcing agree much better with proxy records than unforced ones. The mean local temperature variability decreases with warming. Furthermore, we analyze potentials and limitations of terrestrial hydroclimate proxies. This includes water isotopes in speleothems and ice cores and vegetation indicators derived from pollen assemblages.

Transferring our understanding to the future, we contribute to mitigation and sustainable transitions. Weather and climate extremes determine losses and damages, but their impact on socioeconomic development is poorly examined. We scrutinize damage parametrization of economic models regarding the ability to consider variability. While large-scale sequestration of atmospheric carbon dioxide is paramount to mitigation targets, its representation in climate models is insufficient. Accounting for feedbacks of carbon dioxide removal (CDR) requires model experiments with modified land surfaces. We develop CDR representations of “artificial photosynthesis” in Earth system models. Pollen records benchmark the simulated climate–carbon dioxide–vegetation interactions. This supports modeling endogenous societal land use decisions in the future.

Our work continues to improve the understanding of long-term climate predictability. The combined knowledge from past climate studies and comprehensive modeling for future scenarios underlines the relevance of changing boundary conditions for a future within planetary boundaries.

 

 

How to cite: Rehfeld, K. and the SPACY research group members: Sustainable Pathways under Climate Variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14772, https://doi.org/10.5194/egusphere-egu23-14772, 2023.

EGU23-16944 | ECS | Orals | CL3.2.6

Socio-Political Feedback on the Path to Net Zero 

Saverio Perri, Simon Levin, Lars Hedin, Nico Wunderling, and Amilcare Porporato

Anthropogenic emissions of CO2 must soon approach net zero to stabilize the global mean temperature. Although several international agreements have advocated for coordinated climate actions, their implementation has remained below expectations. One of the main challenges of international cooperation is the different degrees of socio-political acceptance of decarbonization.

In this contribution, we interrogate a minimalistic model of the coupled human-natural system representing the impact of such socio-political acceptance on investments in clean energy and the path to net-zero emissions. Despite its simplicity, the model can reproduce complex interactions between human and natural systems, and it can disentangle the effects of climate policies from those of socio-political acceptance on the path to net zero. Although perfect coordination remains unlikely, as clean energy investments are limited by myopic economic strategies and a policy system that promotes free-riding, more realistic decentralized cooperation with partial efforts from each actor could still lead to significant emissions cuts.

Since the socio-political feedback on the path to net zero could influence the trajectories of the Earth System for decades to centuries and beyond, climate models need to incorporate better the dynamical bi-directional interactions between socio-political groups and the environment. Our model represents a first step for incorporating this feedback in describing complex coupled human and natural systems.

How to cite: Perri, S., Levin, S., Hedin, L., Wunderling, N., and Porporato, A.: Socio-Political Feedback on the Path to Net Zero, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16944, https://doi.org/10.5194/egusphere-egu23-16944, 2023.

EGU23-17342 | ECS | Orals | CL3.2.6

Systematic assessment of climate tipping points 

Sina Loriani, Boris Sakschewski, Jonathan Donges, and Ricarda Winkelmann

Tipping elements constitute one high-risk aspect of anthropogenic climate change - after their critical thresholds are passed, self-amplifying feedbacks can drive parts of the Earth system into a different state, potentially abruptly and/or irreversibly. A variety of models of different complexity shows these dynamics in many systems, ranging from vegetation over ocean circulations to ice sheets. This growing body of evidence supports our understanding of  potential climate tipping points, their interactions and impacts.

However, a systematic assessment of Earth system tipping points and their uncertainties in a dedicated model intercomparison project is of yet missing. Here we illustrate the steps towards automatically detecting abrupt shifts and tipping points in model simulations, as well as a standardised evaluation scheme for the Tipping Point Model Intercomparison Project (TIPMIP). To this end, the model outputs of taylored numerical experiments are screened for potential tipping dynamics and spatially clustered in a bottom-up approach. The methodology is guided by the anticipated setup of the intercomparison project, and in turn contributes to the design of the TIPMIP protocol.

How to cite: Loriani, S., Sakschewski, B., Donges, J., and Winkelmann, R.: Systematic assessment of climate tipping points, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17342, https://doi.org/10.5194/egusphere-egu23-17342, 2023.

EGU23-17397 | ECS | Posters virtual | CL3.2.6

Is Arctic Permafrost a Climate Tipping Element? – Potentials for Rapid Permafrost Loss Across Spatial Scales 

Jan Nitzbon, Thomas Schneider von Deimling, Sarah Chadburn, Guido Grosse, Sebastian Laboor, Hanna Lee, Norman Julius Steinert, Simone Maria Stuenzi, Sebastian Westermann, and Moritz Langer

Arctic permafrost is yet the largest non-seasonal component of Earth's cryosphere and has been proposed as a climate tipping element. Already today, permafrost thaw and ground ice loss have detrimental consequences for Arctic communities and are affecting the global climate via carbon-cycle–feedbacks. However, it is an open question whether climatic changes drive permafrost loss in a way that gives rise to a tipping point, crossing of which would imply abrupt acceleration of thaw and disproportional unfolding of its impacts.

Here, we address this question by geospatial analyses and a comprehensive literature review of the mechanisms and feedbacks driving permafrost thaw across spatial scales. We find that neither observation-constrained nor model-based projections of permafrost loss provide evidence for the existence of a global-scale tipping point, and instead suggest a quasi-linear response to global warming. We identify a range of processes that drive rapid permafrost thaw and irreversible ground ice loss on a local scale, but these do not accumulate to a non-linear response beyond regional scales.

We emphasize that it is precisely because of this overall linear response, that there is no „safe space“ for Arctic permafrost where its loss could be acceptable. Every additional amount of global warming will proportionally subject additional land areas underlain by permafrost to thaw, implying further local impacts and carbon emissions.

How to cite: Nitzbon, J., Schneider von Deimling, T., Chadburn, S., Grosse, G., Laboor, S., Lee, H., Steinert, N. J., Stuenzi, S. M., Westermann, S., and Langer, M.: Is Arctic Permafrost a Climate Tipping Element? – Potentials for Rapid Permafrost Loss Across Spatial Scales, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17397, https://doi.org/10.5194/egusphere-egu23-17397, 2023.

EGU23-17457 | ECS | Orals | CL3.2.6 | Highlight

Indicators of changing resilience and potential tipping points in the automotive industry 

Joshua E Buxton, Chris A Boulton, Jean-Francois Mercure, Aileen Lam, and Timothy M Lenton

Through innovation and wider socio-economic processes, large sections of the economy have been known to rapidly (and often irreversibly) transition to alternative states. One such sector currently undergoing a transition is the automotive industry, which is moving from a state dominated by internal combustion engines to one characterised by low-emission vehicles. While much research has focused on early warning signals of climate and ecological tipping points, there is much to be done on assessing the applicability of these methods to social systems. Here we focus on the potential for tipping points to occur in the sale of electrical vehicles in various markets, including Norway and the UK. Early indicators that this new state is being approached are considered through the use of novel data sources such as car sales, infrastructure announcements and online advert engagement. We then map out the socio-technical feedback loops which may drive these tipping points. Consideration is also given to the resilience of the wider automotive industry to previous economic shocks. 

How to cite: Buxton, J. E., Boulton, C. A., Mercure, J.-F., Lam, A., and Lenton, T. M.: Indicators of changing resilience and potential tipping points in the automotive industry, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17457, https://doi.org/10.5194/egusphere-egu23-17457, 2023.

EGU23-38 | Orals | CL4.4

6.5 ka BP cold spell in the Nordic Seas: a potential trigger for a global cooling event? 

Maciej M. Telesiński and Marek Zajączkowski

The present interglacial is a relatively warm and stable interval, especially compared to the preceding glacial period. However, several prominent cooling events have been identified within the Holocene epoch. Most of them occurred in its early or late part, while the middle Holocene was generally considered the warmest and most stable phase. Some of the cooling events (e.g., the well-known 8.2 ka BP event) have been proven to be of overregional importance. Here we focus on an event centred around 6.5 ka BP observed in marine records from the Norwegian Sea and the Fram Strait that has not been described previously. Planktic foraminiferal records from cores along the North Atlantic Drift reveal a subsurface water cooling that in the Fram Strait was more prominent than the well-known 8.2 ka BP event. The increase in the abundance of cold water foraminiferal species is preceded by a stepwise expansion of sea ice in the eastern Fram Strait and is accompanied by a decrease in the abundance of planktic foraminiferal species, an increase in shell fragmentation and IRD deposition. At the same time, alkenone-derived surface water temperatures in the north-eastern Norwegian Sea remain high, suggesting that the cooling was related to a drop in Atlantic Water advection rather than an external forcing. We discuss the possible causes of this event and its potential consequences, including the triggering of a global climatic deterioration that occurred shortly thereafter. Understanding the mechanisms behind such cold spells occurring within a generally warm interval is invaluable for future climate predictions. This study was supported by grant no. 2020/39/B/ST10/01698 funded by the National Science Centre, Poland.

How to cite: Telesiński, M. M. and Zajączkowski, M.: 6.5 ka BP cold spell in the Nordic Seas: a potential trigger for a global cooling event?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-38, https://doi.org/10.5194/egusphere-egu23-38, 2023.

EGU23-974 | ECS | Posters on site | CL4.4

A quantitative analysis of the source of inter-model spread in Arctic surface warming response to increased CO2 concentration 

Xiaoming Hu, Yangchi Liu, Yunqi Kong, and Qinghua Yang

This study exams the main sources of inter-model spread in Arctic amplification of surface warming simulated in the abrupt-4×CO2 experiments of 18 CMIP6 models. It is found that the same seasonal energy transfer mechanism, namely that the part of extra solar energy absorbed by Arctic Ocean in summer due to sea-ice melting is temporally stored in ocean in summer and is released in cold months, is responsible for the Arctic amplification in each of the 18 simulations. The models with more (less) ice melting and heat storing in the ocean in summer have the stronger (weaker) ocean heat release in cold season. Associated with more (less) heat release in cold months are more (less) clouds, stronger (weaker) poleward heat transport, and stronger (weaker) upward surface sensible and latent heat fluxes. This explains why the Arctic surface warming is strongest in the cold months and so is its inter-model spread.

How to cite: Hu, X., Liu, Y., Kong, Y., and Yang, Q.: A quantitative analysis of the source of inter-model spread in Arctic surface warming response to increased CO2 concentration, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-974, https://doi.org/10.5194/egusphere-egu23-974, 2023.

In this study, we derived the environmental lapse rate (ELR) with the new European Centre for Medium-Range Weather Forecasts (ECMWF) reanalysis data ERA5 that could cover the central Arctic area and an extended period from 1980 to this day. We focus on the Greenland region, where the melting of the Greenland ice sheet plays a vital role in global sea level rise. The temporal and spatial variability of ELR distribution over the Greenland Ice sheet is fully explored in our research and the ELR values distribution over the other central Arctic land area including the Canadian archipelago, high latitude area of North America, and Eurasian are also studied. Our results indicate that ELR values differ dramatically in different seasons and areas, and the commonly used constant ELR −6.5 K/km is not suitable for the Arctic region. The monthly averaged ELR in Greenland shows an annual seasonal cycle with the lowest value is −2.5 K/km in winter. Near-zero ELR occurs in the northeastern marginal part of Greenland for the entire year except summer months. We talked about factors that might cause the near-zero ELR values that occurred over the research area in different seasons and hence research the inversion phenomenon in detail. 

The freshwater forcing that is equivalent to ice loss from Greenland in the real world is too small to affect the AMOC in climate model experiments. The freshwater flux (FWF) is comprised of runoff(liquid) and discharge(solid). To get a real and complete FWF as a freshwater forcing to activate the hosing experiment, the first step is to downscale near-surface temperature to get a higher-resolution runoff. ELR displays how the temperature near the surface varies with altitude and has been used for downscaling the near-surface temperature which will be further used for obtaining runoff. 

Our results could not only provide a reference for future near-surface temperature research and studies about inversion phenomena in different regions, but also depict the temperature vertical changes over the Arctic land area with ELR distribution. This research could provide a useful perspective on the changes in the Arctic cryosphere in recent years and should be helpful for a better understanding of mechanisms and feedback that drive the Arctic and subarctic climate changes. 

How to cite: Zhang, Z., Bamber, J., and Igneczi, A.: Temporal and spatial variability of Environmental Lapse Rate distribution over Greenland and the central Arctic from 1980 to 2020, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1762, https://doi.org/10.5194/egusphere-egu23-1762, 2023.

After the last glaciation numerous temperature sensitive climate proxies from around the Arctic – ice cores, terrestrial and marine archives alike – show a tight connection to northern insolation with highest temperatures noted in the early Holocene. However, until the mid-Holocene (5-6ka; start of neoglaciation) all environmental change and reorganization occurred under circumstances still caused by deglaciation and global sea-level rise. Thus, the situation observed since then is interpreted to be mainly driven by a kind of ocean-atmospheric system that has little in common with the time before. In the Arctic the flooding of the vast shelves ended thereby massively expanding the area of winter sea-ice. And in the Nordic Seas water fronts were established which caused intensification of the gyre systems leading to the modern-like circulation pattern during the past 4kyrs. In several records these past 4 millennia were relatively cool. In the largest Arctic delta (Lena) peat-based island accumulation started at 4ka and another major change in growth occurred after 2.5ka in both, accumulation and species composition.

Neoglacial cooling in the colder Nordic Seas is witnessed by a persistent sedimentation of ice-rafted debris (IRD) after 6 ka, a trend which continued until recent time. Although within the eastern, Atlantic-influenced sector warm conditions persisted until about 1 ka, as seen in both planktic and benthic O-isotopes, variability among foraminiferal species would indicate major surface changes, as the abundance of the polar species increased to 70 % since then (in the Little Ice Age). That drastic increase was associated with highly variable O-isotope values throughout the entire water column. Thus, for the Little Ice Age the particular situation caused a rerouting of polar water masses and sea-ice far into the eastern Nordic seas. The major force behind such centennial-long climatic events must be sought in a complex atmosphere-surface ocean interaction rather than in the often-mentioned meridional ocean overturning circulation. Thus, spatial expansion of sea-ice impacts both the polar vortex and the temperature gradient between the high and low latitudes thereby exerting climate pressure on regions well beyond the Arctic realm.

How to cite: Bauch, H.: Effects of atmosphere-ocean interactions on late Holocene climate in the Arctic-Subarctic region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2775, https://doi.org/10.5194/egusphere-egu23-2775, 2023.

EGU23-3186 | ECS | Posters on site | CL4.4

Spatial-temporal variations of maximum surface water temperature in Arctic Fennoscandian lakes 

Mingzhen Zhang, Jan Weckstrom, Maija Heikkila, and Kaarina Weckstrom

The remote Arctic region is covered with numerous small lakes affected my current climate warming. There are little data on their thermal features, however, which hinders our understanding of the possible ecosystem impacts of warming climate and climate feedbacks at large spatial scales. We investigated spatial - temporal variations of summer lake surface temperatures (LSTs’) in 12 Arctic lakes and explored the predominant drivers by continuous year round observations of surface water temperatures. Our results suggest the general annual cycle pattern of summer water temperature: 1) the warming - up season lasted from May to July (or August) until the water temperature reached its maximum, and then the water temperature decreased until freezing in fall; and 2) the large regional heterogeneity existed in changes of summer LSTs. Futhermore, our results illustrate that July air temperature, maximum lake depth and longitude explained most of the variance in summer LSTs (>75%), and the remaining variance was related to geographic location (e.g. altitude and latitude), lake morphometric features, such as lake area and catchment area, and geochemical characteristics, i.e. turbidity and dissolved organic carbon (DOC) content. Our results provide new insights into thermal responses of small Arctic lakes with different environmental settings to climate change.

How to cite: Zhang, M., Weckstrom, J., Heikkila, M., and Weckstrom, K.: Spatial-temporal variations of maximum surface water temperature in Arctic Fennoscandian lakes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3186, https://doi.org/10.5194/egusphere-egu23-3186, 2023.

EGU23-3252 | Posters on site | CL4.4

The Batagay megaslump in east Siberia as an archive of climate–permafrost interactions during the Middle and Late Pleistocene 

Thomas Opel, Sebastian Wetterich, Hanno Meyer, and Julian Murton

The Batagay megaslump (67.58 °N, 134.77 °E) is the largest known retrogressive thaw slump on Earth, and located in the Yana River Uplands near the town of Batagay in east Siberia. The slump headwall is about 55 m high and exposes ancient permafrost deposits that provide a discontinuous record of the Middle and Late Pleistocene that dates back to at least 650 ka.

In this contribution, we compile cryostratigraphic observations and dating results for the permafrost exposed in the Batagay megaslump. Both provide evidence for several periods of permafrost formation and degradation. Permafrost formation and stability during Marine Isotope Stage (MIS) 16 or earlier (lower ice complex), MIS 7–6 or earlier (lower sand unit), MIS 4–2 (upper ice complex), and MIS 3–2 (upper sand unit) are reflected by the presence of deposits hosting syngenetic ice wedges and composite (i.e., ice–sand) wedges. In contrast, permafrost thaw and erosion are indicated by sharp, erosional discordances above reddish and organic-rich layers and by the accumulation of woody (forest) remains in erosional downcuts below and above the lower sand unit, and above the upper ice complex. Permafrost thaw and erosion likely took place during one or several periods between MIS 16 and MIS 7–6 as well as during MIS 5 and the late Pleistocene–Holocene transition.

To gain seasonal-scale climate signals, we analyzed the stable isotope composition of ground ice (ice and composite wedges and pore ice) from all four main stratigraphic units reflecting permafrost aggradation exposed in the Batagay megaslump. Ice and composite wedges contain winter climate signals. Their distinctly depleted δ18O values reflect the extreme continentality of the region with large seasonal temperature differences. Pore ice is mostly characterized by less depleted δ18O values and rather reflects summer to annual climate signals subject to post-depositional isotopic fractionation.

To draw large-scale conclusions on climate–permafrost interactions we compare our data to independent climate and permafrost reconstructions from terrestrial (cave deposits, lake sediment cores, and permafrost deposits) and marine sediment cores across the Arctic.

How to cite: Opel, T., Wetterich, S., Meyer, H., and Murton, J.: The Batagay megaslump in east Siberia as an archive of climate–permafrost interactions during the Middle and Late Pleistocene, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3252, https://doi.org/10.5194/egusphere-egu23-3252, 2023.

EGU23-3330 | Orals | CL4.4

Tides, Internal and Near-Inertial Waves in the Yermak Pass at the Entrance of the Atlantic Water to the Arctic Ocean. 

Christine Provost, Camila Artana, Ramiro Ferrari, Clément Bricaud, Léa Poli, and Young-Hyang Park

In the crucial region of the Yermak Plateau where warm Atlantic water enters the Arctic ocean, we examined high frequency variations in the Yermak Pass Branch over a 34 months-long mooring data set. The mooring was ice covered only half of the time with ice-free periods both in summer and winter. We investigated the contribution of residual tidal currents to the low frequency flow of Atlantic Water (AW) and high frequency variations in velocity shears possibly associated with internal waves. High resolution model
simulations including tides show that diurnal tide forced an anticyclonic circulation around the Yermak Plateau. This residual circulation helps the northward penetration of the AW into the Arctic. Tides should be taken into account when examining low frequency AW inflow. High frequency variations in velocity shears are mainly concentrated in a broad band around 12 hr in the Yermak Pass. Anticyclonic eddies, observed during ice-free conditions, modulate the shear signal. Semi-diurnal internal stationary waves dominate high frequency variations in velocity shears. The stationary waves could result from the interaction of freely propagating semi-diurnal internal waves generated by diurnal barotropic tides on critical slopes around the plateau. The breaking of the stationary waves with short length scales possibly contribute to mixing of AW at the entrance to the Arctic.

How to cite: Provost, C., Artana, C., Ferrari, R., Bricaud, C., Poli, L., and Park, Y.-H.: Tides, Internal and Near-Inertial Waves in the Yermak Pass at the Entrance of the Atlantic Water to the Arctic Ocean., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3330, https://doi.org/10.5194/egusphere-egu23-3330, 2023.

EGU23-3894 | ECS | Posters on site | CL4.4

A 22,000-Year Sediment Record from Burial Lake, Alaska, Shows a Rapid Twofold Increase in Mercury Concentration in Response to Early Holocene Climate Change 

Melissa Griffore, Eitan Shelef, Matthew Finkenbinder, Joseph Stoner, and Mark Abbott

Arctic permafrost soils have recently been identified as the largest mercury (Hg) reservoir on Earth. Today, rapid warming in the high latitudes may be altering the Arctic Hg cycle by accelerating permafrost thaw, leading to changes including deepening of the active layer, increasing organic matter decay, and increasing seasonal groundwater flow. However, few studies have investigated how the Hg cycle has responded to past changes in climate, and there is a lack of Arctic records that span the late glacial to early Holocene when climate conditions changed abruptly. We propose that the geochemical and physical changes in the sediment record of Burial Lake (68.43ºN, 159.17ºW; 460 m ASL), which document climatic and environmental changes in northwestern Alaska after the Last Glacial Maximum (LGM), can be used as an analog to investigate how today’s rapid warming affects Hg mobilization from permafrost soils to surficial waters. Warming in the Northern Hemisphere between ~15.0 and 8.0 ka resulted in rapid changes in northwest Alaska, including the submergence of the Bering Land Bridge that reconnected the Pacific and Arctic Oceans (~11.0 ka), in addition to changes in the hydroclimate. Our results indicate that the Hg concentration was relatively low and stable in the Burial Lake record during the transition from the LGM to the late glacial (20.0 and 16.0 ka) with a mean concentration of 64±7 μg/kg. Mercury concentrations begin to increase after 16.0 ka. Then, coinciding with a rapid temperature increase at the beginning of the Bølling Allerød (14.7 to 12.9 ka), Hg concentrations increased by ~20% and showed higher variability as temperatures fluctuated until the end of the Younger Dryas (12.9 to 11.7 ka). At 11.0 ka, the Hg concentration increased rapidly. It peaked at 140 µg/kg, with a mean Hg concentration of 119 μg/kg between 11.0 to 8.8 ka, coinciding with evidence of a rapid increase in regional precipitation and flooding of the Bering Land Bridge. From 8.8 to 0.1 ka, the mean Hg concentration decreased to 107 μg/kg and then increased rapidly over the last 100 years to a maximum concentration of 196 μg/kg occurring during the 1990s. Throughout the majority of the Burial Lake sediment record, the Hg concentration is most strongly correlated with total organic carbon content and geochemical proxies sensitive to changes in redox conditions. We interpret this finding as an indication that a large fraction of Hg is mobilized from the lake catchment along with dissolved organic matter (DOM), iron (Fe), and manganese (Mn) that are mobilized as a result of saturation and deepening of the active layer during periods of warmer, but most importantly, wetter climate. The Hg record from Burial Lake suggests that as the climate warmed after the LGM, organic-rich permafrost soils and Hg accumulated in the catchment. The sudden increase in Hg mobilization from permafrost soils was then initiated at the onset of the Holocene due to the rapid increase in precipitation that coincided with the flooding of the Bering Land Bridge.

How to cite: Griffore, M., Shelef, E., Finkenbinder, M., Stoner, J., and Abbott, M.: A 22,000-Year Sediment Record from Burial Lake, Alaska, Shows a Rapid Twofold Increase in Mercury Concentration in Response to Early Holocene Climate Change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3894, https://doi.org/10.5194/egusphere-egu23-3894, 2023.

EGU23-4364 | ECS | Posters on site | CL4.4

Interaction between ice sheet instability and sea surface characteristics in the Labrador Sea during the last 50 ka 

Defang You, Ruediger Stein, and Kirsten Fahl

The study on the decay of ice sheets in the past provides important insights into the interaction between ice sheet behaviours and ocean characteristics, especially under a sustained warming climate. On the one hand, the ice sheet may affect the ocean environment; on the other hand, changes in sea surface conditions may affect the instability of the ice sheets. However, interactions between ice sheet dynamics and sea surface characteristics are still not fully understood. Thus, studies of carefully selected sediment cores representing both ice-sheet and ocean characteristics can help to better predict changes in ice sheets in the future. Here, we show sedimentary records from the eastern Labrador Sea, proximal to the Laurentide Ice Sheet (LIS) and the Greenland Ice Sheet (GrIS), representing the last 50 ka, i.e., the last glacial-deglacial-Holocene period. Our XRF and biomarker data document the outstanding collapse of the LIS/iceberg discharge during Heinrich Events (i.e., HE5, HE4, HE2, and HE1) and the occurrence of meltwater plumes from the LIS and GrIS during the deglaciation. Such meltwater discharge has caused surface water freshening in the Labrador Sea and, consequently, decreased sea surface temperatures and decreased primary productivity. Enhanced Irminger Current inflow might have triggered the retreat of ice sheets/meltwater discharge, as shown in our planktic foraminifera records. In contrast to dominantly relatively low primary productivity during the glacial period, both higher sea ice algae and phytoplankton production occurred during the Last Glacial Maximum (LGM), probably caused by a polynya in front of the GrIS reaching its maximum extent at that time. During the deglaciation to Holocene time interval, primary productivity shows an increasing trend probably related to decreased meltwater discharge, decreased sea ice extent, and increased insolation.

 

How to cite: You, D., Stein, R., and Fahl, K.: Interaction between ice sheet instability and sea surface characteristics in the Labrador Sea during the last 50 ka, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4364, https://doi.org/10.5194/egusphere-egu23-4364, 2023.

EGU23-5088 | ECS | Orals | CL4.4

Sedimentation rates across Baffin Bay since the last glacial period (based on radiocarbon age control) 

Emmanuel Okuma, Jürgen Titschack, Markus Kienast, and Dierk Hebbeln

Around Baffin Bay, the large continental Laurentide, Innuitian, and Greenland ice sheets retreated from their maximum extent reaching the shelf break during the Last Glacial Maximum (LGM) to their present-day close-to-minimum extent being largely confined to onshore settings. The associated changes in ice extent, erosion patterns, and material transport modes probably greatly affected spatial and temporal patterns of sediment deposition in Baffin Bay. While for many sites in Baffin Bay, local information about temporal changes in sedimentation rates exist, a spatial analysis allowing to compare sedimentation patterns is still lacking. To fill this gap, radiocarbon ages from over 50 sediment cores (with two or more dates) across Baffin Bay were compiled to assess the spatiotemporal variability in sediment input to Baffin Bay since the LGM. Preliminary results evaluating sedimentation rates (calculated from un-calibrated 14C ages) binned to 1 ka time slices reveal that during the LGM and the early deglacial, the slope beyond the shelf break and the deep basin were the only active depocenters, however, marked by very low sedimentation rates (mainly <20 cm ka-1), suggesting a largely ice-covered bay. At ~15 ka, sediment supply to these settings increased, likely reflecting the onset of ice retreat during the deglaciation. With the beginning of deposition on the mid and outer shelves after ~10 ka, deposition on the slopes and in the basin ceased almost completely. Ongoing ice retreat progressively uncovered new depocenters in the over-deepened shelf troughs off Baffin Island and Greenland, where from ~9 ka onwards, especially the inner shelf off Greenland, experienced elevated sedimentation rates (~100-500 cm ka-1), while Baffin Island fjords received less material (mainly <100 cm ka-1). Most shelf records show a continuous decrease in sedimentation rates since the early Holocene but a few records from the Greenland shelf point to rates picking up over the last two millennia, probably reflecting the Neoglaciation. Sedimentation rates peak after ~6 ka in the wider northern Baffin Bay. These data generally reflect the transition from low glacial to enhanced deglacial sedimentation beyond the shelves, followed by a progressive landward displacement of the main depocenters towards the over-deepened inner shelf troughs. There, sediment input decreased when the ice sheets attained their minimum extent in the mid-Holocene. Only in northernmost Baffin Bay is this trend turned around, with the highest sediment input in the Late Holocene.

How to cite: Okuma, E., Titschack, J., Kienast, M., and Hebbeln, D.: Sedimentation rates across Baffin Bay since the last glacial period (based on radiocarbon age control), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5088, https://doi.org/10.5194/egusphere-egu23-5088, 2023.

EGU23-5643 | Posters on site | CL4.4

Late Quaternary history of glaciations in the northern Kara Sea and Arctic Ocean iceberg drift in marine isotope stage 6 

Robert F. Spielhagen, Blumenberg Martin, Kus Jolanta, Ovsepyan Yaroslav, Taldenkova Ekaterina, Wangner David, and Zehnich Marc

We present new data from two long sediment cores obtained off the St. Anna and Voronin troughs on the northern continental margin of the Kara Sea (eastern Arctic Ocean). According to preliminary age models based on microfossil findings and grain size data, the cores cover the last ca. 150 kyr. Coarse-grained layers with common to abundant iceberg-rafted lithic grains (IRD) were deposited when ice sheets on the Kara Sea shelf had advanced close to the shelf break and ice streams developed in the deep troughs opening towards the eastern Arctic Ocean. Terrestrial data suggest that large ice sheets in the area developed in marine isotope (sub)stages (MIS) 6, 5b, and 4, while glaciation was restricted to the westernmost Kara Sea in the last glacial maximum (MIS 2) (Svendsen et al., 2004, Quat. Sci. Rev.). Our new data reveal details of the ice extent during individual glacial phases. They suggest that only in MIS 6 both troughs were filled with ice streams and that in the younger glacial phases regional differences of ice extent developed along the continental margin.

In several layers, coal clasts up to 4 cm in size were found. We have obtained coal petrological and organic geochemical data of these particles and of coal grains found in other sediment cores from the deep-sea eastern Arctic Ocean and the Fram Strait area. The results reveal a certain variability of data (random vitrinite reflectance (VRr %), Rock-Eval hydrogen and oxygen indices, hydrocarbon biomarkers) even among samples from the same core, suggesting that the coal grains do not stem from one restricted area. Data clusters and comparison with published information on coals from circum-Arctic continents, however, allow a tentative discrimination of our samples. The coals from the northern Kara Sea area and the central Fram Strait show relatively high oxygen indices, in opposite to coals from the NE Greenland margin. The latter resemble coals from the Cretaceous/Tertiary basins on Svalbard and NE Greenland. Available stratigraphic data from the cores suggests that the layers with high coal particle abundances in deep-sea cores from the northern Kara Sea area, the central Fram Strait, and the NE Greenland margin were deposited in MIS 6. We conclude that during MIS 6 coal-bearing layers in the NE Greenland Wandel Sea Basin were eroded by an expanded North Greenland Ice Sheet and transported by icebergs southward along the adjacent continental margin. At the same time, icebergs breaking off from the large northern Eurasian Ice Sheet drifted from northern Siberia across the Eurasian Basin towards the central Fram Strait. Our results generally support the hypothesis of a cross-Arctic iceberg transport in MIS 6 but show that caution must be applied when conclusions are made on the sources of individual coal particles.

How to cite: Spielhagen, R. F., Martin, B., Jolanta, K., Yaroslav, O., Ekaterina, T., David, W., and Marc, Z.: Late Quaternary history of glaciations in the northern Kara Sea and Arctic Ocean iceberg drift in marine isotope stage 6, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5643, https://doi.org/10.5194/egusphere-egu23-5643, 2023.

EGU23-8351 | ECS | Orals | CL4.4

A high-resolution, operational pan-Arctic meltwater discharge database from 1950 to 2021 

Adam Igneczi and Jonathan Bamber

The Arctic has warmed about four times faster than the global average during the last four decades. One of the consequences of this intensive warming is increasing Arctic land ice loss. In particular, mass loss from the Greenland Ice Sheet has been estimated to have increased sixfold between 1980 and 2020. Glaciers and ice caps outside of Greenland, though receiving less attention, have also been reported to be losing mass at an increasing rate. This is caused by a combination of negative surface mass balance – due to decreasing snowfall and/or increasing melting and runoff – and increasing ice discharge. However, negative surface mass balance due to increasing melting and runoff has become the dominant cause of mass loss in Greenland and the Canadian Arctic during the last 10-15 years. This indicates the increasing role of meltwater discharge into fjords and coastal seas, influencing a wide-range of physical, chemical and biological processes and also the large-scale oceanic circulation. Despite recent advancements, no meltwater discharge data products are available that cover the entire Arctic at a high spatial (< 1 km) and temporal (sub-monthly) resolution. To fill this data gap, we use daily ~6km runoff data from a regional climate model, Modéle Atmosphérique Régional (MAR), for the period of 1950-2021 – covering Greenland, Arctic Canada, Iceland, Svalbard, and Arctic Russia. We employ a statistical downscaling algorithm that utilises a high resolution (250 m) DEM, land mask (Copernicus GLO-90), and ice mask (GIMP, RGI). A hydrological routing scheme is also applied to the downscaled runoff to provide meltwater runoff data at coastal outflow points. Meltwater components coming from non glacierized land, bare glacier ice, and glacierized area above the snowline are separated to aid further analyses. The software pipeline is designed to be fully operational so that it can be used to update the time series as soon as the input data are available, so providing a continuous time series for the entire Arctic within the framework of a project aimed to develop a holistic, integrated observing system for the Arctic (www.arctipassion.eu).

How to cite: Igneczi, A. and Bamber, J.: A high-resolution, operational pan-Arctic meltwater discharge database from 1950 to 2021, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8351, https://doi.org/10.5194/egusphere-egu23-8351, 2023.

EGU23-8460 | ECS | Orals | CL4.4

An updated view on water masses on the Northeast Greenland shelf and their link to the Laptev Sea and Lena River 

Esty Willcox, Jørgen Bendtsen, John Mortensen, Christian Mohn, Marcos Lemes, Thomas Juul-Pedersen, Marit-Solveig Seidenkrantz, Johnna Holding, Eva Møller, Mikael Sejr, and Søren Rysgaard

The Northeast Greenland shelf is a broad Arctic shelf located between Greenland and Fram Strait. It is the principal gateway for sea ice export and sea ice-associated freshwater from the Arctic Ocean. Sea ice thickness has decreased by 15% per decade since the early 1990s and meteoric freshwater discharge has increased. The consequence of changing sea-ice and freshwater conditions in the region on ocean dynamics and the biological system remains unknown. Determining the source(s) of freshwater is important to be able to understand how the area will react to future upstream change. Here we present a synoptic survey of the Northeast Greenland shelf and slope with observations of hydrography, the nutrients nitrate, phosphate and silicate, and conservative tracers δ18O, δ2H and total alkalinity during late summer 2017. We compare these to previously published values, including those which identify Pacific and Atlantic water, the Siberian shelf seas, and the 6 largest Arctic rivers. We show that a major source of freshwater on the Northeast Greenland shelf during late summer 2017 is the Laptev Sea and find no conclusive evidence of Pacific Water. Our observations provide a direct link between Northeast Greenland hydrology and processes occurring on Eurasian shelves.

How to cite: Willcox, E., Bendtsen, J., Mortensen, J., Mohn, C., Lemes, M., Juul-Pedersen, T., Seidenkrantz, M.-S., Holding, J., Møller, E., Sejr, M., and Rysgaard, S.: An updated view on water masses on the Northeast Greenland shelf and their link to the Laptev Sea and Lena River, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8460, https://doi.org/10.5194/egusphere-egu23-8460, 2023.

EGU23-9642 | Orals | CL4.4 | Highlight

ABRUPT Arctic Climate Change 

Bjørg Risebrobakken, Yunyi Wang, Chuncheng Guo, Dag Inge Blindheim, Trond Dokken, Kirsten Fahl, Eystein Jansen, Marlene Klockmann, Juliette Tessier, Amandine Tisserand, Rüdiger Stein, Guido Vetteretti, and Andrzej Witkowski

At unprecedented resolution we investigate the nature of Dansgaard-Oeschger events in the Fram Strait, the gateway between the Nordic Seas and the Arctic Ocean. The new reconstructions of biomarkers and sea ice variability, stable isotopes and IRD will be seen in context of sea ice conditions, ocean hydrography and climate of the Nordic Seas as seen in multi-model output from three transient glacial GCM simulations (NorESM, CESM, MPI-ESM) and high-resolution reconstructions from an eastern Nordic Seas transect (from the Faeroe-Shetland Channel, via the Norwegian Sea to the Fram Strait). The combined results show that ocean-atmosphere-sea ice processes and dynamics during the transition from H4 to GI8 are strongly coupled. 

 

Both model results and reconstructions suggest subsurface ocean warming and polynya events in the southern- and northernmost Nordic Seas during the cold stadial. For a short time during the stadial to interstadial transition, a corridor of open water and hence sea ice-free conditions existed from the southern Nordic Seas all the way to the Fram Strait. The breakup of the sea ice cover is likely caused by the overshoot of AMOC during the transition and the associated enhanced ocean heat transport into the Nordic Seas. After the transition, winter sea ice grows back in the Fram Strait during the interstadial state, but the Southern Nordic Seas remain ice-free.

How to cite: Risebrobakken, B., Wang, Y., Guo, C., Blindheim, D. I., Dokken, T., Fahl, K., Jansen, E., Klockmann, M., Tessier, J., Tisserand, A., Stein, R., Vetteretti, G., and Witkowski, A.: ABRUPT Arctic Climate Change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9642, https://doi.org/10.5194/egusphere-egu23-9642, 2023.

EGU23-10585 | ECS | Orals | CL4.4

Performance evaluation of 20CRv3 downscaling using WRF over southern Alaska with focus on temperature and precipitation in glaciated areas 

Sandra Koenigseder, Timothy Barrows, Jenny Fisher, Jason Evans, and Chesley MacColl

Global warming has raised mean surface temperatures by 0.99 ± 0.15 °C from 1850-1900 to 2011-2020. The temperature rise has been greatest in the high latitudes. Alaska has one of the largest temperate and subarctic glaciated areas in the world, which is highly sensitive to climate change. Currently, the mass loss from these glaciers contributes to about a third of the global sea-level rise. For example, the tidewater glacier Columbia Glacier located within Prince William Sound is the largest single contributor to sea level rise through its rapid retreat, which started in the early 1980s. Although internal controls strongly influence the tidewater glacier cycle, the ubiquitous retreat of Alaskan tidewater glaciers indicates climatic forcing is involved. However, it is unlikely climate controls the rate of retreat. There are insufficient meteorological observations from this region to assess the role of climate across a whole tidewater cycle. This project reconstructs the regional climate of southern Alaska from 1836–2015 using dynamical downscaling of the NOAA-CIRES-DOE 20th Century Reanalysis (20CRv3). To do this, the Weather Research and Forecasting model (WRF) has been used to spatially downscale the reanalysis data to produce high-resolution 4 km (convection permitting) output for southcentral/southeastern Alaska. Five different physics parametrisations have been tested for the year 2010. The model output of these five configurations were evaluated using observational records from the Global Surface Summary of the Day (GSOD). The physics scheme that performed most realistically was identified using root mean square error, R squared and normalized mean error for temperature and precipitation. The study shows that 20CRv3 can successfully be downscaled for the study region. As a result, the leading parametrisation was used for a long-term simulation (179 years) to reconstruct local climate and weather over southern Alaska over a significant part of a tidewater glacier cycle. The results will be used to evaluate the influence of climate on these glaciers for the downscaling period from 1836 to 2015.

How to cite: Koenigseder, S., Barrows, T., Fisher, J., Evans, J., and MacColl, C.: Performance evaluation of 20CRv3 downscaling using WRF over southern Alaska with focus on temperature and precipitation in glaciated areas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10585, https://doi.org/10.5194/egusphere-egu23-10585, 2023.

EGU23-11323 | Posters on site | CL4.4

Freshwater input and water mass interactions in the Uummannaq fjord system 

Leandro Ponsoni, Anouk Ollevier, Roeland Develter, and Wieter Boone

The climate is rapidly changing in the Arctic, where global warming is reported to be about up to four times the global average in the last two decades. Aligned with this Arctic Amplification, other climate-related phenomena are also changing, or are bound to change, on a regional scale. For instance, the accelerated glaciers’ melting is forcing a transition of some glaciers from marine- to land-terminating systems and, therefore, impacting the balance of freshwater input into the oceans. As consequence, other ocean climate-related processes (e.g., water masses (trans)formation, baroclinicity of geostrophic currents) are expected to be impacted.

Within this context, and as part of the “Innovative study on regional high-resolution imaging of glacier induced plankton dynamics in West-Greenland fjords (IOPD)” project, we visited the fjord system in the Uummannaq area, off Western Greenland, aboard the R/V Sanna, from 28/Jun to 10/Jul/2022. In this region, fjords are marked by both land- and marine-terminating glaciers. During the cruise, we performed 47 hydrographic stations of the entire water column into 5 different fjords - from their mouth to the innermost accessible location. These stations are complemented by an offshore transect from the fjord mouth to the shelf edge.

Based on the in-situ measurements described above, complemented by other historical oceanographic measurements and state-of-the-art datasets for solid and liquid freshwater input provided by the Geological Survey of Denmark and Greenland (GEUS), we aim at characterizing the fjord system in the Uummannaq area in perspective of the ongoing climate changes. More specifically, this work addresses the following questions (i) What is the long-term and recent freshwater input to the region? And, is this input undergoing changes in the latest years? (ii) How are the water masses quantitatively distributed within the fjords and adjacent continental shelf? Are there differences between fjords? And, how do the connections with the adjacent continental shelf take place? (iii) Are there differences between marine- and land-terminating systems in terms of (solid and liquid) freshwater input and water mass distribution in the region? If so, what are these differences?

How to cite: Ponsoni, L., Ollevier, A., Develter, R., and Boone, W.: Freshwater input and water mass interactions in the Uummannaq fjord system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11323, https://doi.org/10.5194/egusphere-egu23-11323, 2023.

Radiogenic Sr, Nd, and Pb isotope compositions in marine sediments are widely used as provenance tracers delivering valuable information about past environmental conditions. Over the last ten years, several studies performing radiogenic isotope analysis on marine sediment records from Baffin Bay and Labrador Sea highlighted the strength of this method in shedding light upon past glacier dynamics and related environmental changes in Greenland and the Canadian Arctic. The main outcomes of our studies include precise information on the opening of Arctic gateways and the setting of oceanic connection from the Arctic Ocean to the Atlantic through Baffin Bay. At a more regional scale, these tracers document the late glacial to Holocene dynamics of Baffin Island glaciers, helping to understand how climate and oceanic conditions impacted glacier margin fluctuations. As importantly, our study also highlighted limitations in the sensitivity of radiogenic isotopes from Baffin Bay marine sediments as tracers. Most important for interpreting radiogenic isotope compositions is the availability of a sufficiently dense cover of their properties in bedrock and reference isotope signatures from such remote areas to better resolve potential sediment sources. Another challenge for sediment records obtained from core sites at near-proximity to ice margins is the effect of glacier dynamics on the sediment composition. Intense meltwater discharge can lead to grain size and mineral sorting, which could bias the radiogenic isotope composition of the sediment. Nonetheless, radiogenic isotopes present a significant advantage over lesser availability tracers, such as biological proxies, which can be restricted due to the harsh climate conditions. In several cases, radiogenic isotope analysis also reveals more information about sediment provenance than mineralogical assemblages. All in all, in combination with sedimentological and mineralogical features, the radiogenic Sr, Nd, and Pb isotope compositions of Arctic marine sequences can be used as reliable tracers for changes in sediment provenance.

How to cite: Hingst, J., Lucassen, F., Hillaire-Marcel, C., and Kasemann, S.: Strengths and limitations of using radiogenic isotope signatures of marine sediments from Baffin Bay for the reconstruction of ice dynamics and paleoenvironments in the Canadian Arctic and Greenland, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12601, https://doi.org/10.5194/egusphere-egu23-12601, 2023.

EGU23-13560 | ECS | Orals | CL4.4

How does imposing a spatially-varying map of background vertical diffusivity with rates and spatial structure informed by observations impact the modelled Arctic Ocean state? 

Benjamin O'Connor, Stephanie Waterman, Jeffrey Scott, Hayley Dosser, and Melanie Chanona

Mixing in the Arctic Ocean drives water mass transformations critical to the heat and freshwater budgets of the Arctic Ocean, impacting sea ice extent and volume, stratification, circulation, and heat and freshwater release to the subpolar N. Atlantic. Observations indicate that mixing rates in the Arctic Ocean are highly variable, however this variability is typically not well-represented in models.

This study uses a regional Arctic Ocean model to addresses the question “How does imposing a spatially-varying map of background vertical diffusivity with rates and spatial structure informed by observations impact the modelled Arctic Ocean state?” It seeks to understand impacts based on model experiments that systematically vary the diffusivity uniformly in space.

It is shown that prescribing the observationally-informed mixing map results in increased heat loss, a redistribution of freshwater storage, and increased heat and freshwater export to the N. Atlantic relative to a control case with an equal-on-average-but-spatially-uniform distribution of mixing. These effects can be understood as the result of enhancing (reducing) mixing on the shelves (basins) relative to the control case. They highlight sensitivities of the Arctic Ocean heat and freshwater budgets to shelf and basin mixing respectively.

These findings are relevant to the impacts of the changing Arctic Ocean mixing environment on Arctic Ocean functioning and subpolar ocean variability. They further suggest ways in which the prescription of Arctic Ocean mixing may be important to improving model representations of Arctic Ocean dynamics.

How to cite: O'Connor, B., Waterman, S., Scott, J., Dosser, H., and Chanona, M.: How does imposing a spatially-varying map of background vertical diffusivity with rates and spatial structure informed by observations impact the modelled Arctic Ocean state?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13560, https://doi.org/10.5194/egusphere-egu23-13560, 2023.

EGU23-14677 | ECS | Posters on site | CL4.4 | Highlight

Increasing Arctic River Discharge and Its Role for the Phytoplankton Responses in the Present-day and Future Climate Simulations 

Jung Hyun Park, Seong-Joong Kim, Hyung-Gyu Lim, Jong-seong Kug, Eun Jin Yang, and Baek-Min Kim

With the unprecedented rate of Arctic warming in recent decades, the hydrological cycle over high-latitude landmass began to accelerate, which would lead to increased river discharge into the Arctic Ocean. However, the recent climate models that participated in Coupled Model Intercomparison Project 6 (CMIP6) tend to underestimate Arctic river discharge. This study elucidates the role of overlooked Arctic river discharge for the phytoplankton responses in present-day and future climate simulations. In the present-day climate simulation, the run with additional river discharge simulates the decrease in the spring phytoplankton. Freshening of Arctic seawater leads to high freezing point that increases sea ice concentration in the spring, eventually decreasing phytoplankton due to the less light availability. On the other hand, in the summer, phytoplankton increases due to the surplus of surface nitrate and the increase in the vertical mixing induced by the reduced summer sea ice melting water. In the future climate, the role played by additional input of freshwater is similar to the present-day climate. However, the major phytoplankton responses are shifted from the Eurasian Basin to the Canadian Basin and the East-Siberian Sea. This is mainly due to the shift of the marginal sea ice zone from the Barents-Kara Sea to the East Siberian-Chukchi Sea in the future.

How to cite: Park, J. H., Kim, S.-J., Lim, H.-G., Kug, J., Yang, E. J., and Kim, B.-M.: Increasing Arctic River Discharge and Its Role for the Phytoplankton Responses in the Present-day and Future Climate Simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14677, https://doi.org/10.5194/egusphere-egu23-14677, 2023.

EGU23-1252 | ECS | Orals | CL4.5

Deployment of the global tide and surge model for estimating sea-level trends along the Dutch coast 

Sanne Muis, Natalia Aleksandrova, Fedor Baart, Willem Stolte, and Jelmer Veentra

The monitoring of the sea level trend is important for decision-making in the near-future. For the Dutch coast, the Sea Level Monitor periodically publishes new estimates of the sea level rise trend. This observed trend, based on a selection of Dutch tide gauge stations, is used for the planning and management of our coastal defenses in the next 10-15 years. To estimate the trend in mean sea level, the influence of land subsidence, long-term tidal cycles and storm surges levels need to be removed from the observations.

In this contribution, we focus on the contribution of storm surges, that are driven by variations of atmospheric pressure and wind. We will present an updated methodology to remove the effects of these variations on the sea-level trend, which is based on monthly mean sea levels derived with a depth-averaged hydrodynamic model instead of a linear regression. A fully automated and portable workflow was developed to deploy Global Tide and Surge Model (GTSM) on a high-performance computing cluster. Leveraging recent updates of the ERA5 climate reanalysis, we extent existing GTSM simulations back to 1950 and to present-day. Based on these new simulations, we will discuss the variability in mean sea levels due to atmospheric conditions, and present how the sea-level trend changes due to the improved correction.

How to cite: Muis, S., Aleksandrova, N., Baart, F., Stolte, W., and Veentra, J.: Deployment of the global tide and surge model for estimating sea-level trends along the Dutch coast, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1252, https://doi.org/10.5194/egusphere-egu23-1252, 2023.

EGU23-3929 | ECS | Orals | CL4.5

Investigating the sea level budget in the East China Sea 

Christina Strohmenger, Ziyu Liu, Bernd Uebbing, Jürgen Kusche, Lennart Reißner, Yunzhong Shen, Wei Feng, and Qiujie Chen

Sea level change is not uniform around the globe. We focus on regional sea level change in the East China Sea (ECS), a Western Pacific marginal sea of 770.000 km2, with a densely populated and economically important coastal area. Several challenges arise when investigating past and current sea level change and budgets in this region.

Ocean mass change is observed by GRACE(-FO). However, one needs to account for hydrological signals leaking from land into the ocean, as well as for sediment discharge from rivers. Steric contributions are usually measured by Argo floats, but from the shallow inner shelf of the ECS only few data are available. Thus, ocean reanalyses should be handled with caution. Total sea level change from altimetry can be compared to tide gauge data, but gauges are sparsely distributed in the ECS area and only few stations are co-located with GNSS to account for vertical land motion.

In this contribution, we analyze and compare different data products to better understand regional sea level change and its contributors. Time series of ECS- averaged levels (total from altimetry, mass from GRACE and GRACE-FO and steric from ORAS5 reanalysis) are computed and compared in terms of trend, seasonal amplitudes and correlations. Additionally, spatial patterns are investigated, revealing that the shallow coastal regions, vast continental shelf areas and deep sea areas show distinct characteristic behaviors of sea level change. Altimetry and tide gauge data show a correlation of higher than 70% for 11 of 13 available records. Finally, we compare the individual data sets to results of a joint sea level inversion framework (Uebbing, 2022).

How to cite: Strohmenger, C., Liu, Z., Uebbing, B., Kusche, J., Reißner, L., Shen, Y., Feng, W., and Chen, Q.: Investigating the sea level budget in the East China Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3929, https://doi.org/10.5194/egusphere-egu23-3929, 2023.

EGU23-4017 | ECS | Posters virtual | CL4.5

Global Sea Level Trend, Acceleration and Its Components over 1993-2016 

Fengwei Wang, Yunzhong Shen, Qiujie Chen, and Jianhua Geng

A 24-year global mean barystatic sea level change from January 1993 to December 2016 is derived by the joint use of Tongji-LEO2021 and Tongji-Grace2018 monthly gravity field solutions, with which the global sea level budget is investigated together with altimetry, steric and four mass elements (glaciers, Greenland, Antarctica and land water storage). The derived global mean sea level changes from altimetry, steric and two Tongji solutions generally agree well with each other with three correlation coefficients all higher than 0.90. The results show that the linear trend of global mean sterodynamic sea level change is 2.85±0.30 mm/year from altimetry, close to 2.82±0.19 mm/year of barystatic (1.55±0.15 mm/year) plus steric (1.27±0.12 mm/year) and 2.94±0.13 mm/year of the sum mass contributions (1.67±0.06 mm/year) plus steric, whose misclosure ranges -0.09 to 0.03 mm/year. The acceleration of global mean barystatic sea level change is 0.139±0.019 mm/year2, which is mainly caused by four factors, 0.051±0.002 mm/year2 (~36.7%) by Greenland ice melting, 0.027±0.002 mm/year2 (~19.4%) by Antarctica ice melting, 0.027±0.001 mm/year2 (~19.4%) for other glaciers melting and 0.032±0.010 mm/year2 (~23.0%) for land water storage, respectively. The findings in this study suggested that the global sea level budget was closed from 1993 to 2016 based on altimetry, steric, Tongji solutions and mass elements data.

How to cite: Wang, F., Shen, Y., Chen, Q., and Geng, J.: Global Sea Level Trend, Acceleration and Its Components over 1993-2016, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4017, https://doi.org/10.5194/egusphere-egu23-4017, 2023.

EGU23-4176 | ECS | Posters virtual | CL4.5

Sea level variability across the Northwest Atlantic shelf 

Anrijs Abele, Sam Royston, and Jonathan Bamber

Ocean dynamics plays a prominent role in the change of sea level variability on approach to the coast. While some studies have focused on decadal changes at tide gauges, a gap remains in understanding higher frequency variability, which provides a significant proportion of total variability in the coastal region. The Northwest Atlantic, an area including the U.S. East coast and Atlantic Canada, is a known hotspot of sea level rise and shows spatial differences in lower frequency variability along the shelf. However, the higher frequency variability is rarely explored, despite being at least partly captured by the observation systems.

In this study, we evaluated the sea level variability across the sub-annual timescales on the shelf of the Northwest Atlantic and linked it to the local and far-field ocean dynamics. The drivers of sea level variability include both wind-driven and buoyancy-driven circulation. We used high-frequency tide gauge records, eddy-resolving high-resolution (1/12°) ocean reanalysis, and high-precision synthetic aperture radar (SAR) altimeter along-track data to obtain sea level anomalies for the analysis. We evaluated the coherence of sea level signal for all sources and with the drivers of ocean circulation.

How to cite: Abele, A., Royston, S., and Bamber, J.: Sea level variability across the Northwest Atlantic shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4176, https://doi.org/10.5194/egusphere-egu23-4176, 2023.

EGU23-4834 | ECS | Orals | CL4.5 | Highlight

The Timing of Decreasing Coastal Flood Protection Due to Sea-Level Rise 

Tim Hermans, Victor Malagón-Santos, Caroline Katsman, Robert Jane, Dj Rasmussen, Marjolijn Haasnoot, Gregory Garner, Robert Kopp, Michael Oppenheimer, and Aimée Slangen

Sea-level rise (SLR) amplifies the frequency of extreme sea levels as it raises their baseline height. Projections of the frequency amplification of extremes are often computed for arbitrary future years and relative to the historical centennial event, which is not necessarily meaningful locally. Consequently, such projections may not provide salient information to adaptation planners, as they do not indicate when certain flood risk thresholds will be crossed given the current degree of local coastal flood protection.

To better support adaptation planning, we introduce a framework that extends the emerging timing perspective on sea-level rise to the frequency amplification of extreme sea levels. Moreover, by relating amplification factors to local flood protection standards estimated with the FLOPROS modelling approach, we project the timing of decreases in the local degree of protection. The sea-level rise required for such decreases is derived from extreme sea-level distributions inferred from GESLA3 observations and combined with the relative sea-level projections of the Sixth Assessment Report of the IPCC until 2150 to compute the timing of these decreases at tide gauges globally.

Our central estimates indicate that the estimated degrees of protection will be exceeded 10 times as frequently within the next 30 years (the lead time that large adaptation measures may take) at 26 & 32% of the tide gauges considered, and annually at 4 & 8%, for respectively a low & high emissions scenario (SSP1-2.6 & SSP3-7.0). Even though our results are based on estimated degrees of protection, they highlight that at several locations substantial decreases in the degree of protection may occur before large adaptation measures can be completed. Furthermore, we find that under SSP3-7.0, the same decreases in the degree of coastal protection will occur substantially faster in the future as sea-level rise accelerates. Our projection framework adds a new perspective on the frequency amplifications of extremes that may help adaptation planners to assess the available lead time and useful lifetime of protective infrastructure, given unacceptable decreases in the degree of coastal protection.

How to cite: Hermans, T., Malagón-Santos, V., Katsman, C., Jane, R., Rasmussen, D., Haasnoot, M., Garner, G., Kopp, R., Oppenheimer, M., and Slangen, A.: The Timing of Decreasing Coastal Flood Protection Due to Sea-Level Rise, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4834, https://doi.org/10.5194/egusphere-egu23-4834, 2023.

EGU23-5189 | Orals | CL4.5

The drivers of decadal fluctuation in the global mean sea level rise 

Hyeonsoo Cha, Jae-Hong Moon, Taekyun Kim, and Y. Tony Song

Recent advances in satellite and in-situ measurements have enabled the monitoring of GMSL budget components and provided insights into ocean effects on the Earth’s energy imbalance and hydrology. The global mean sea level rise slowed over the 2000s, which coincides with a global warming hiatus period, but has accelerated again since 2011. This decadal fluctuation in GMSL rise can be attributed to climate-related fluctuation in ocean heat and mass change. Sea level and Earth’s energy budget results demonstrate that the decadal climate variability has resulted in ocean mass loss and decreased ocean heat uptake, slowing the GMSL rise rate during the 2000s. After ~2011, the climate-driven fluctuations of ocean mass, heat, and GMSL rise rate were reversed. This result highlights the importance of natural variability in understanding the ongoing sea-level rise.

How to cite: Cha, H., Moon, J.-H., Kim, T., and Song, Y. T.: The drivers of decadal fluctuation in the global mean sea level rise, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5189, https://doi.org/10.5194/egusphere-egu23-5189, 2023.

EGU23-5341 | ECS | Posters on site | CL4.5

Coherent modes of coastal sea level variability from altimetry and tide gauge observations 

Julius Oelsmann, Francisco M. Calafat, Marcello Passaro, Chris Piecuch, Kristin Richter, Anthony Wise, Felix Landerer, Caroline Katsman, Chris Hughes, and Svetlana Jevrejeva

Sea level dynamics in the coastal zone can differ significantly from that in the open ocean. The presence of the continental slope, shallow waters and the coastlines give rise to a variety of processes that mediate the response of coastal sea level to open-ocean changes and produce distinct spatiotemporal sea level patterns. Yet how exactly this interplay occurs and, more importantly, the extent to what coastal sea level variations differ from open-ocean variability remain poorly understood. In this work, we use coastal altimetry observations in combination with tide gauge data to determine patterns of coherent coastal sea level variations and the degree of decoupling between such variations and open-ocean changes.

In a first step, we apply Bayesian mixture models to identify clusters of correlated tide gauge observations that explain a significant fraction of the coastal sea level variability. Using altimetry data, we find high regional coherency of along-shore coastal sea level variations, indicating common underlying mechanisms that cause these correlations.

In light of previous research, we confirm that the correlation structures of these coherent patterns are often confined to the continental slopes, particularly in extratropical regions. In regions like the northeastern US continental shelf, correlations decrease with increasing water depth, indicating a decoupling of shelf sea and open-ocean variability. We investigate how these differences between coastal and open ocean sea level variations change as a function of time scale, i.e., from monthly or interannual variations to long-term trends, and validate these results against tide gauge observations. We derive across-shore correlation length scales that provide insights into the space scales of coastal sea level dynamics and are useful to understand how well gridded products can resolve such processes.

We discuss possible causes of the coherent sea level fluctuations, such as wind forcing, coastally trapped waves, and large scale climate modes. The results motivate further research to better understand the driving mechanisms behind these coherent sea level variations, as well as the pathways linking remote forcing to coastal changes.

How to cite: Oelsmann, J., Calafat, F. M., Passaro, M., Piecuch, C., Richter, K., Wise, A., Landerer, F., Katsman, C., Hughes, C., and Jevrejeva, S.: Coherent modes of coastal sea level variability from altimetry and tide gauge observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5341, https://doi.org/10.5194/egusphere-egu23-5341, 2023.

EGU23-6990 | ECS | Orals | CL4.5

Removing Internal Variability as a Means of Improving Regional Emulation of Ocean Dynamic Sea-Level Change 

Víctor Malagón-Santos, Aimée B.A. Slangen, Tim H.J. Hermans, Sönke Dangendorf, Marta Marcos, and Nicola Maher

Regional emulation tools based on statistical relationships, such as pattern scaling, provide a computationally inexpensive way of projecting ocean dynamic sea-level change for a broad range of climate change scenarios. Such approaches usually require a careful selection of one or more predictor variables of climate change so that the statistical model is properly optimized. Even when appropriate predictors have been selected, spatiotemporal oscillations driven by internal climate variability can be a large source of model disagreement. Using pattern recognition techniques that exploit spatial covariance information can effectively reduce internal variability in simulations of ocean dynamic sea level, significantly reducing random errors in regional emulation tools. Here, we test two pattern recognition methods based on Empirical Orthogonal Functions (EOF), namely signal-to-noise maximising EOF pattern filtering and low-frequency component analysis, for their ability to reduce errors in pattern scaling of ocean dynamic sea-level change. These two methods are applied to an initial-condition large ensemble (MPI-GE), so that its externally forced signal is optimally characterized. We show that pattern filtering provides an efficient way of reducing errors compared to other conventional approaches such as a simple ensemble average. For instance, filtering only two realizations by characterising their common response to external forcing reduces the random error by almost 60%, a reduction level that is only achieved by averaging at least 12 realizations. We further investigate the applicability of both methods to single realization modelling experiments, including four CMIP5 simulations for comparison with previous regional emulation analyses. Pattern scaling leads to a varying degree of error reduction depending on the model and scenario, ranging from more than 20% to about 70% reduction in global-mean mean-squared error compared with unfiltered simulations. Our results highlight the relevance of pattern recognition methods as a means of reducing errors in regional emulation tools of ocean dynamic sea-level change, especially when one or a few realizations are available.

How to cite: Malagón-Santos, V., Slangen, A. B. A., Hermans, T. H. J., Dangendorf, S., Marcos, M., and Maher, N.: Removing Internal Variability as a Means of Improving Regional Emulation of Ocean Dynamic Sea-Level Change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6990, https://doi.org/10.5194/egusphere-egu23-6990, 2023.

EGU23-7227 | Orals | CL4.5 | Highlight

Contribution of subsidence on relative sea level in Europe 

Rémi Thiéblemont, Gonéri Le Cozannet, Daniel Raucoules, Jérémy Rohmer, Guy Wöppelmann, Floris Calkoen, and Robert J. Nicholls

While the understanding and modelling of relative sea level rise (SLR) due to ocean density and mass changes have greatly improved over the past few decades, SLR contributions due to vertical ground motions (VGMs) remain a major source of uncertainty. Here, VGMs relate to ground motions that have imprints of a few kilometers, as opposed to broad scale land motion such as Glacial Isostatic Adjustment (GIA). VGMs are caused by processes such as natural resource extraction or the load of anthropogenic infrastructure on recent sediment deposits or natural processes (e.g. sismotectonics, volcanism, landslide), all of which vary in space and time, and can strongly inflate SLR locally.

Here, we present a pan-European analysis of relative sea-level changes in Europe considering VGMs based on trends retrieved from the European Ground Motion Service (EGMS). EGMS allows identifying hot spots of robust subsidence along the European coastline such as the north Adriatic coast in Italy, areas such as Palavas (France), Groningen (Netherlands) and many coastal infrastructures such as dikes in La Rochelle (France) where subsidence was not documented earlier. Hence the service delineates where subsidence can have a significant impact to relative sea-level changes in coastal areas. This satisfies a major need from coastal adaptation stakeholders concerned with SLR. EGMS results are complemented and compared with VGMs estimates from permanent Global Navigation Satellite System (GNSS) network stations. The precision of the measurements is discussed: VGMs from GNSS stations derived from 4 different solutions (ULR, NGL, JPL and GFZ) allow accounting for uncertainty in trends estimation techniques. We estimate VGMs residual trends after removing the effect of the GIA from geophysical modelling, but also the effect of contemporary mass redistribution on solid Earth deformation. The results from both GNSS and EGMS suggest that the precision of ground motion velocities can be in the order of a millimetre per year.

Overall, these estimates and their uncertainty can be used to produce a new coastal pan-European relative sea-level set of projections that respond to one major user need, namely the identification of areas where sea level rise is amplified by subsidence. However two other user needs remain unachieved: the local attribution of observed sea-level changes to components with a submillimetric per year accuracy and a quantified projection of subsidence, which would at least require subsidence models.    

How to cite: Thiéblemont, R., Le Cozannet, G., Raucoules, D., Rohmer, J., Wöppelmann, G., Calkoen, F., and Nicholls, R. J.: Contribution of subsidence on relative sea level in Europe, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7227, https://doi.org/10.5194/egusphere-egu23-7227, 2023.

EGU23-7585 | Posters on site | CL4.5

Assessing sea-level change of the last 300 years using tide gauge and proxy records 

Fiona D. Hibbert, Marta Marcos, Andrew Valentine, Ed Garrett, and W. Roland Gehrels

Detailed sea-level budgets are now available for the 20th and 21st centuries, but separating the differing contributions of sea-level rise prior to 1900 remains difficult, in part due to additional temporal and vertical uncertainties associated with proxy records, and the spatially variable nature of driving processes.

We present tide gauge and proxy reconstructions of sea level since 1700, and analyse their structure using Gaussian process modelling which allows for continuous reconstructions with fully quantified uncertainties. This enables the timing of accelerations, magnitude and rates of change to be determined, and in turn enables site-specific sea-level budgets to be derived. The contribution of different driving mechanisms (e.g., glacio-isostatic adjustment and sterodynamic changes) for each site is assessed, and the evolution of the barystatic contribution for the last 300 years is evaluated.

How to cite: Hibbert, F. D., Marcos, M., Valentine, A., Garrett, E., and Gehrels, W. R.: Assessing sea-level change of the last 300 years using tide gauge and proxy records, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7585, https://doi.org/10.5194/egusphere-egu23-7585, 2023.

EGU23-8047 | ECS | Posters on site | CL4.5

Monthly sea level fingerprints from 1992-2017, utilising ESA CCI Essential Climate Variables in an ensemble modelling framework 

Stephen Chuter, Andrew Zammit-Mangion, Jonathan Bamber, and Jérôme Benveniste

Sea level rise is one of the greatest socio-economic impacts of climate change in the 21st Century. Whilst global mean sea level is an essential climate variable (ECV) for assessing the integrated response of the Earth system to climate change, regional sea level variability is of primary concern for policy-making decisions and the development of adaptation strategies in coastal localities. Redistribution of terrestrial mass, in the form of hydrological and land ice mass fluxes, partly drives this regional sea level variability due to its impact on the Earth’s gravity, rotation and deformation (GRD), termed ‘Sea Level Fingerprints’ or Barystatic-GRD fingerprints. With increasing mass losses projected from ice sheets and glaciers over the coming centuries, the magnitude and relative contribution of these Barystatic-GRD fingerprints to regional sea level change are expected to increase. As a result, accurately quantifying this phenomenon and its uncertainty is critical when assessing contemporary and future regional sea level variability.

Current contemporary Barystatic-GRD fingerprints are typically either calculated using a single mass loading observation source or provide discontinuous coverage since 1992 (the satellite altimetry era). Here, we present a continuous monthly Barystatic-GRD fingerprint product from 1992-2017, computed from an ensemble of mass loadings derived from differing observation techniques. To achieve this, we use the Ice Sheet and Sea Level Model (ISSM) sea level equation solver, which uses a finite element approach to solving the sea level equation at high spatial-temporal resolution, whilst maintaining computational efficiency. This enables us to use an ensemble modelling framework, ensuring the computed Barystatic-GRD fingerprint encompasses the variability between differing observation techniques. Additionally, it allows us to propagate the observation uncertainties into the fingerprint uncertainty in a robust manner. As well as the total Barystatic-GRD fingerprint, we assess the contribution of individual terrestrial components (Antarctica, Greenland, Glaciers, and hydrological mass change). This work is part of the Fingerprinting Approach to Close Regional Sea Level Budgets using ESA-CCI (FACTORS), a European Space Agency Climate Change Initiative Research Fellowship.

How to cite: Chuter, S., Zammit-Mangion, A., Bamber, J., and Benveniste, J.: Monthly sea level fingerprints from 1992-2017, utilising ESA CCI Essential Climate Variables in an ensemble modelling framework, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8047, https://doi.org/10.5194/egusphere-egu23-8047, 2023.

EGU23-8186 | Orals | CL4.5

Changes in extreme sea levels along the North Atlantic coasts, over the last century 

Lucia Pineau-Guillou, Pascal Lazure, Guy Wöppelmann, Jean-Baptiste Roustan, and Markus Reinert

Extreme sea levels are the joint contribution of mean sea level, tide and storm surges. The ClimEx project investigates changes in tide and storm surges over the last century, along the North Atlantic coasts. Concerning the tide, we investigated the long-term changes of the principal tidal component M2, from 1846 to 2018 (Pineau-Guillou et al., 2021). The M2 variations are consistent at all the stations in the North-East Atlantic. The changes started long before the 20th century and are not linear. Regarding the possible causes of the observed changes, the similarity between the North Atlantic Oscillation and M2 variations in the North-East Atlantic suggests a possible influence of the large-scale atmospheric circulation on the tide. A possible underlying mechanism is discussed. Concerning the storm surges, we found a clear shift in the storm surge season at Brest (France), between 1950 and 2000 (Reinert et al., 2021). Extreme storm surge events occurred three weeks earlier (mid-December instead of beginning of January) in the winter 2000 than in the 1950s. Analysis of additional stations in Europe reveals a large-scale process (Roustan et al., 2022). Temporal shifts are positive (later events) in northern Europe, and negative (earlier events) in southern Europe. Such a tendency is similar to the one already reported for European river floods between 1960 and 2010 (Blöschl et al., 2017).

 

References

[1] Pineau-Guillou L., Lazure P. and Wöppelmann G. (2021). Large-scale changes of the semidiurnal tide along North Atlantic coasts from 1846 to 2018. Ocean Sci., 17, 17–34. https://doi.org/10.5194/os-17-17-2021

[2] Reinert M., Pineau-Guillou L., Raillard N., Chapron B. (2021). Seasonal shift in storm surges at Brest revealed by extreme value analysis. J. Geophys. Res. Oceans, 126, e2021JC017794. https://doi.org/10.1029/2021JC017794

[3] Roustan J.-B., Pineau-Guillou L., Chapron B., Raillard N., Reinert M. (2022). Shift of the storm surge season in Europe due to climate variability. Sci. Rep., 12, 8210. https://doi.org/10.1038/s41598-022-12356-5

[4] Blöschl G., Hall J., Parajka J., Perdigão R. A. P., Merz B., Arheimer B. et al. (2017). Changing climate shifts timing of European floods. Science, 357(6351), 588–590. https://doi.org/10.1126/science.aan2506

How to cite: Pineau-Guillou, L., Lazure, P., Wöppelmann, G., Roustan, J.-B., and Reinert, M.: Changes in extreme sea levels along the North Atlantic coasts, over the last century, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8186, https://doi.org/10.5194/egusphere-egu23-8186, 2023.

EGU23-9023 | ECS | Posters on site | CL4.5

Enhancing projections of sea-level rise with changing seasonality 

Daisy Lee-Browne, Luke Jackson, Pippa Whitehouse, and Sophie Williams

There is evidence to show that anthropogenically-driven climate change will alter large-scale atmospheric circulation in the future. However, limited research has been conducted to explore how these atmospheric changes will impact seasonal sea-level change. The majority of global to local sea-level projections are made on multi-annual timescales, meaning important sub-annual changes in sea level driven by climatic oscillations are not being accounted for. Sea level on the Northwestern European Shelf (NWES) has been shown to vary in response to fluctuations in the North Atlantic Oscillation (NAO). We examine how seasonal sea level may change on the NWES in response to changes in the NAO in the near future (2023-2053). The work uses a statistical approach that incorporates the inverse barometer effect to produce projections of seasonal sea-level change. The main objectives include quantifying the sensitivity of sea level to the NAO over the 20th century using tide gauge and satellite altimetry data in combination with historical records of the NAO index. Projections of mean sea-level change are then updated to account for seasonal variability that may occur on the NWES using CMIP5 and CMIP6 model outputs of sea-level change and the NAO for the period 2023-2053. The research aims to improve understanding of short-term drivers of future sea-level change and explore the ability of a statistical method to accurately detect and project seasonal patterns.

How to cite: Lee-Browne, D., Jackson, L., Whitehouse, P., and Williams, S.: Enhancing projections of sea-level rise with changing seasonality, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9023, https://doi.org/10.5194/egusphere-egu23-9023, 2023.

EGU23-9181 | ECS | Posters on site | CL4.5

Understanding Regional Sea Level Rise Acceleration Along the North American Eastern Seaboard 

Victoria Schoenwald and Ben Kirtman

The East Coast of North America has experienced rates of sea level rise (SLR) five times larger than the global average. This steep increase in SLR contributed to a higher frequency of coastal flooding events along the southeastern seaboard and the worst nuisance flooding event in Miami, FL during the last 20 years. Using tide gauge data from several stations, empirical mode decomposition (EMD) was used to understand sea level variability along the East Coast of the U.S., and its connectivity to atmospheric and oceanic circulation and thermosteric effects. This is a unique approach in identifying the “in phase” sea level variability and how it relates to the atmosphere and the ocean on varying timescales. The EMD modes were also used to understand the “out of phase” components of sea level variability such as the “hot spot” of SLR between Cape Hatteras, NC and Key West, FL where sea levels increased at rates of 25.5mm/year compared to a global average of 4.5 mm/year. Similar techniques were then applied to climate model simulations using sea surface height at coastal locations as proxies for the tide gauge data. The EMD approach was applied at both ocean eddy parameterized and ocean eddy resolving scales. The goal was to determine if the natural variability in the models have similar characteristics to the observational estimates. And, to assess whether the modes associated with the trend in observations have appropriate analogues to the model simulations. By comparing pre-industrial simulations with historical simulations, we will be assessing whether a changing climate affects the natural variability.

How to cite: Schoenwald, V. and Kirtman, B.: Understanding Regional Sea Level Rise Acceleration Along the North American Eastern Seaboard, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9181, https://doi.org/10.5194/egusphere-egu23-9181, 2023.

EGU23-9831 | Orals | CL4.5 | Highlight

Unraveling Regional Patterns of Sea Level Change over the Altimeter Era 

R. Steven Nerem, Kristopher Karnauskas, John Fasullo, and Benjamin Hamlington

Satellite altimeters have measured the global mean and regional patterns of sea level change since 1993 with impressive detail and precision. While the global mean rate of sea level rise has been studied extensively and is readily linked to global water budgets, the regional patterns (or deviations from the global mean) are subject to diverse physical mechanisms that span the gauntlet of internal climate dynamics, and models suggest a nuanced relationship to radiative forcing (greenhouse gases, aerosols, etc.). To date, little attempt has been made to synthesize the regional patterns of sea level change across the global ocean with a common diagnostic framework. Here we combine oceanic and atmospheric observations and leverage ensembles of a state-of-the-art global climate model to unravel the mechanisms governing the basin-scale patterns of sea level change around the world ocean. By applying some bedrock principles of physical oceanography and coupled dynamics, we find a leading role for wind forcing—Ekman and Sverdrup dynamics together yield faithful reproductions of the large-scale structure of sea level change from the tropics to the midlatitudes. We argue that the global pattern of sea level rise since 1993 is set, to leading order, by changes in the wind-driven ocean circulation and their influence on sea surface height via ocean heat divergence. Importantly, wind-driven needn’t be synonymous with internal variability—indeed, much of the observed global pattern is recovered by global climate models subject to historical anthropogenic forcings, and single-forcing experiments enable further insight into which forcings are responsible for which regional phenomena. As we move forward into the uncertain future, a better understanding of the causes of regional rates of sea level rise, including distinguishing which features are driven by human activities versus modes of natural variability—or both, is critical for the successful adaptation of humanity and its infrastructure to a rapidly changing climate.

How to cite: Nerem, R. S., Karnauskas, K., Fasullo, J., and Hamlington, B.: Unraveling Regional Patterns of Sea Level Change over the Altimeter Era, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9831, https://doi.org/10.5194/egusphere-egu23-9831, 2023.

EGU23-10492 | ECS | Posters on site | CL4.5

Projection of local sea-level rise under CMIP6 scenarios (SSP1-2.6, SSP5-8.5) in the Northwestern Pacific marginal seas using dynamical downscaling.  

Yu-Kyeong Kang, Yang-Ki Cho, Yong-Yub Kim, Bong-Kwan Kim, Gwang-Ho Seo, Seok-Jae Kwon, and Hyun-Ju Oh

The global mean sea level has been rising with an acceleration since the twentieth century. Sea level rise is not spatially uniform but shows large regional variation. Local sea level can change due to various physical processes like changes in ocean circulation, atmospheric pressure, and mass redistribution. Projections of global sea level changes are available from the Coupled Model Intercomparison Project Phase 6 (CMIP6) database. However, Global climate models (GCMs) are limited in simulating spatially non-uniform sea level rise in marginal seas due to their coarse resolution and the absence of rivers and tides. High-resolution regional ocean climate models (RCMs) that consider tides and rivers were used to address these limitations in the Northwestern Pacific (NWP) marginal seas through dynamical downscaling. Four GCMs were selected for dynamical downscaling based on a performance evaluation of SST and the SSH along the RCM boundaries. A regional model with high resolution (1/20°) was simulated to project spatially non-uniform changes in the sea level under two CMIP6 scenarios (SSP1-2.6 and SSP5-8.5) from 2015 to 2100. Sea level rise in the NWP marginal seas was ~82 cm under SSP5-8.5 scenario and ~47 cm under SSP1-2.6 scenario, respectively. Under both scenarios, the predicted local sea-level rise was higher in the East/Japan Sea (EJS), where the currents and eddy motions are active, than in the Yellow and East China Seas.

 

How to cite: Kang, Y.-K., Cho, Y.-K., Kim, Y.-Y., Kim, B.-K., Seo, G.-H., Kwon, S.-J., and Oh, H.-J.: Projection of local sea-level rise under CMIP6 scenarios (SSP1-2.6, SSP5-8.5) in the Northwestern Pacific marginal seas using dynamical downscaling. , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10492, https://doi.org/10.5194/egusphere-egu23-10492, 2023.

EGU23-10639 | ECS | Orals | CL4.5

Updating sea-level reconstruction since 1900 

Jinping Wang, John Church Church, Xuebin Zhang, and Xianyao Chen

Sea-level rise integrates the responses of several components (ocean thermal expansion, mass loss from glaciers and ice sheets, terrestrial water storage). Before the satellite era, global sea-level reconstructions depend on tide-gauge records and ocean observations. However, the available global mean sea level (GMSL) reconstructions using different methods indicate a spread in sea-level trend over 1900-2008 (1.3~2.0 mm yr-1). With the improved understanding of the causes of sea-level change, here we update the original Church and White (2011) reconstruction by using the latest observations, taking the time-evolving sea-level fingerprint, sterodynamic sea level (SDSL) climate change pattern and local vertical land motion (VLM) into account. The updated trend of GMSL of 1.6 ± 0.2 mm yr-1 (90% confidence level) over 1900-2019 is consistent with the sum of contributions of 1.5 ± 0.2 mm yr-1, slightly lower than 1.8 ± 0.2 mm yr-1 from original reconstruction. The lower trend from the updated reconstruction is mainly due to including residual VLM correction. The trends at tide gauge locations from updated reconstruction agree better with the tide gauge observations, with comparable mean trend of 1.7 mm yr-1 (standard deviation; STD of 2.0 mm yr-1) from observation and 1.7 mm yr-1 (STD of 1.2 mm yr-1) from the updated reconstruction. The inclusion of sea-level fingerprint and SDSL climate change pattern are the dominant contributors for improved reconstruction skill on regional scales at tide gauge locations. This update leads to GMSL solution that are consistent with other reconstructions in terms of long-term trend and 30-year running rate.

How to cite: Wang, J., Church, J. C., Zhang, X., and Chen, X.: Updating sea-level reconstruction since 1900, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10639, https://doi.org/10.5194/egusphere-egu23-10639, 2023.

EGU23-10695 | Orals | CL4.5

Causal Mechanisms of Sea Level Variations along the U.S. West Coast 

Ian Fenty, Ou Wang, and Ichiro Fukumori

Tide-gauge records along the U.S. West Coast since the mid-1920’s show large ENSO-correlated sea-level variability and a below-average linear trend relative to the global mean over the past three decades. On weekly and longer timescales, sea-level variations in the region are primarily steric, reflecting variations in coastal ocean temperatures rather than that of mass. Previous research into sea-level variability in the region identified coastally-trapped waves forced by nonlocal winds as the main source of long-lasting sea-level variability. Here we offer a rigorous quantification of the contributions of wind-stress and buoyancy forcing anomalies across the entire Pacific Basin on the U.S. West Coast Sea level using a global data-constrained ocean and sea-ice model of the Estimating the Circulation and Climate of the Ocean (ECCO) consortium. Causal relationships are quantified using the model’s adjoint and mechanisms are elucidated via perturbation experiments.

By convolving the adjoint sensitivities with atmosphere forcing anomalies we find that long-term (>1 week) sea level variations along the U.S. West Coast are almost entirely due to wind-stress anomalies while buoyancy anomalies, in contrast, contribute virtually nothing. Interestingly, the wind stress anomalies that contribute to sea level variations in the region come from two sectors: i) a coastally-confined region from 0-45N and ii) and the open-ocean Pacific equatorial waveguide (roughly -/+ 10 degrees latitude). Wind stress anomalies in the coastally-confined sector induce coastally-trapped waves which propagate poleward, depress the thermocline, reduce upwelling/air-sea heat loss and, thereby, lead to positive ocean temperature / steric height anomalies. Zonal wind stress anomalies in the equatorial waveguide induce eastward-propagating equatorial Kelvin waves, some energy of which is converted to coastally-trapped waves upon reaching continent, which lead to positive steric height anomalies following the same causal chain.

This study highlights the benefits of applying the complimentary tools of adjoint-based convolution and perturbation experiments to explain the origin of regional sea-level anomalies.

How to cite: Fenty, I., Wang, O., and Fukumori, I.: Causal Mechanisms of Sea Level Variations along the U.S. West Coast, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10695, https://doi.org/10.5194/egusphere-egu23-10695, 2023.

EGU23-10796 | Posters on site | CL4.5 | Highlight

A worst case extreme sea levels along the global coastline by 2100 

Svetlana Jevrejeva, Joanne Williams, Michalis Vousdoukas, and Luke Jackson

We calculate the magnitude of a worst case scenario for extreme sea levels along the global coastline by 2100. Our worst case scenario for extreme sea levels is a combination of sea surface height associated with storm surge and wave (100-year return period, the 95th percentile), high tide (the 95th percentile) and a low probability sea level rise scenario (the 95th percentile). We show that by 2100 extreme sea levels have a 5% change of exceeding 4.2 m (global coastal average), compared to 2.6 m during the baseline period (1980-2014). Up to 90% of increases in magnitude of extreme sea levels are driven by future sea level rise, compare to 10% associated with changes in storm surges and waves. By 2030-2040 the present-day 100-year return period for extreme sea levels would be experienced at least once a year in tropical areas. This 100-fold increase in frequency will take place on all global coastlines by 2100. Future changes in magnitude and frequency of extreme sea levels undermine the resilience of coastal communities and ecosystems, considering that sea level rise will increase the magnitude, frequency of extreme sea levels and will reduce the time for post-event recovery.

 

How to cite: Jevrejeva, S., Williams, J., Vousdoukas, M., and Jackson, L.: A worst case extreme sea levels along the global coastline by 2100, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10796, https://doi.org/10.5194/egusphere-egu23-10796, 2023.

EGU23-11788 | Orals | CL4.5

Constraining ocean dynamic sea level projections along the coast of the Netherlands 

Dewi Le Bars, Iris Keizer, Franka Jesse, and Sybren Drijfhout

Ocean dynamic sea level (ODSL) is the local height of the sea surface above the geoid. It is computed by atmosphere-ocean coupled general circulation models from the coupled model intercomparison projects (CMIP). In many places it is one of the most important components of sea level projections for the coming century. However, because it depends on climate dynamics, there is a low agreement between climate models. Moreover, the difficulty to estimate ODSL from observations has resulted in IPCC AR5 and AR6 sea level projections using CMIP5 and CMIP6 outputs without model selection nor bias correction.

 

We use multiple lines of evidence to constrain ODSL along the coast of the Netherlands: ocean reanalyzes, sea-level budget closure using tide gauges and satellite altimetry observations, and direct integration of steric sea level change from observed temperature and salinity together with an estimation of wind influence on sea level.

 

We find that CMIP6 overestimates ODSL change along the Dutch coast and that this overestimation is not only related to the overestimation of global mean temperature increase. Based on the emergent constraint framework, we provide improved ODSL projections with reduced uncertainty and an increased level of confidence.

How to cite: Le Bars, D., Keizer, I., Jesse, F., and Drijfhout, S.: Constraining ocean dynamic sea level projections along the coast of the Netherlands, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11788, https://doi.org/10.5194/egusphere-egu23-11788, 2023.

EGU23-11825 | ECS | Posters on site | CL4.5

Characterization of changes in extreme storm surges along the North Atlantic coasts, since 1850 

Julie Cheynel, Lucia Pineau-Guillou, and Pascal Lazure

Severe storms that hit the North Atlantic coasts over the last decades, such as Xynthia storm in Europe, showed the vulnerability of coastal populations to extreme sea levels. There is a need to quantify the changes in extreme sea levels, to enable the implementation of appropriate coastal adaptation measures. Extreme sea levels are the joint contribution of mean sea level, tide and storm surges. Several authors investigated changes in storm surges. Storm surges display strong interannual and multidecadal variability, but no clear long-term trends at most sites globally (Mawdsley and Haigh, 2016; Marcos and Woodworth, 2017). The objective of the present study is to characterize changes in extreme storm surges along the North Atlantic coasts, since 1850. We selected long-term tide gauges with at least 100 years of data, from GESLA-3 dataset (Haigh et al., 2022). This conducted to consider around 30 tide gauges along the U.S. and European coasts. Extreme storm surges were evaluated yearly, using different approaches: (1) the maximum value over a period (e.g. annual maximum), the n-th percentile (e.g. 99th percentile) and (3) the return level associated to a return period (e.g. 1 year return level); this last value is obtained by fitting a Generalized Extreme Value distribution on data. At each station, we characterized changes in extreme storm surges over the last century. We compared the different approaches. We estimated long-term trends and analyzed storm surge variability in link with large-scale atmospheric forcing (e.g. North Atlantic Oscillation index). Regions of similar variations were also identified. These results are a first step towards the understanding of the physical causes behind the observed changes of extreme storm surges in the North Atlantic.

 

References

[1] Marcos, M. & Woodworth, P. L (2017). Spatiotemporal changes in extreme sea levels along the coast of the North Atlantic and the Gulf of Mexico. J. Geophys. Res. Oceans 122, 7031–7048. https://doi.org/10.1002/2017JC013065

[2] Mawdsley R. J. and Haigh I. D. (2016). Spatial and Temporal Variability and Long-Term Trends in Skew Surges Globally. Front. Mar. Sci. 3:29. https://doi.org/10.3389/fmars.2016.00029

[3] Haigh I. D., Marcos M., Talke S. A., Woodworth P. L., Hunter J. R., Hague B. S., et al. (2022). GESLA Version 3: A major update to the global higher-frequency sea-level dataset. Geosci. Data J., 00, 1–22. https://doi.org/10.1002/gdj3.174

 

How to cite: Cheynel, J., Pineau-Guillou, L., and Lazure, P.: Characterization of changes in extreme storm surges along the North Atlantic coasts, since 1850, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11825, https://doi.org/10.5194/egusphere-egu23-11825, 2023.

EGU23-12782 | Orals | CL4.5

Sources and sinks of interannual steric sea level variability 

Antoine Hochet, William Llovel, Florian Sévellec, and Thierry Huck


It is now well established that sea level rise is not uniform and presents large deviations from its global mean trend. 
Indeed, some regions such as the western Pacific ocean or the Indian ocean experience a linear rise 3 times larger than the global mean sea level trend since 1993 (Cazenave and Llovel, 2010; Llovel and Lee, 2015).
Superimposed to the long-term trend, the interannual variability may enhance or reduce sea level change over a shorter time period (few months). It is well known that these variations are linked to the interannual variability of the steric sea level driven by natural modes of climate variability such as El Nino Southern Oscillation (in the tropical Pacific ocean) and the Indian Ocean Dipole (in the north Indian ocean, Llovel et al., 2010). Therefore, investigating the mechanisms of interannual variability of steric sea level appears to be highly relevant for understanding processes at play in regional sea level variability. 

In this work, we investigate the local sources and sinks of interannual steric sea level variability using the ECCOv4 (Estimating the Circulation and Climate of the Ocean, Forget et al., 2015) state estimate over 1993-2014. We find that the variability is, in almost all regions, sustained by interannual fluctuating winds via Ekman transport and damped by both interannual variations of the net heat flux from the atmosphere and by the rectification effect of subannual oceanic circulation. 

This method allows not only the identification of the physical process at play in the interannual steric sea level variability, but also if the latter is a source or a sink of the interannual steric sea level variability. This method presents evident advantages especially to assess the reliability of coupled climate models used to predict future sea level changes.

How to cite: Hochet, A., Llovel, W., Sévellec, F., and Huck, T.: Sources and sinks of interannual steric sea level variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12782, https://doi.org/10.5194/egusphere-egu23-12782, 2023.

EGU23-14558 | Posters on site | CL4.5

Observation-Consistent Nonlinear Ice Melt Contribution to Sea Level Rise and its Implications for Sea-Level Projections 

Sandy Avrutin, Philip Goodwin, Ivan D Haigh, and Robert Nicholls

Sea level rise is a major result of climate change that threatens coastal communities and has the potential to incur significant economic damage. Projecting sea level rise as temperatures rise is therefore crucial for policy and decision-making.

The two modelling methods currently used to project future sea level change are process-based and semi-empirical. Process-based models rely on combining outputs from coupled atmosphere/ocean models for each component of sea level rise. Semi-empirical models calculate sea level as an integrated response to either warming or radiative forcing, using parameters constrained from past observations.

Historically, there is disagreement in sea-level projections between different modelling methods. One source of the discrepancies is uncertainty in land ice response to warming; although nonlinearities exist within processes affecting this response, most existing semi-empirical models treat the relationship between warming and ice-melt as linear.

Non-linear ice melt processes may have not yet affected the observational record (such as tipping points as future warming crosses some threshold) or may have already occurred (such as non-linear effects that apply across all levels of warming, or for which the threshold has already been passed). Here, we examine the effect on semi-empirical projections of sea level rise of nonlinearities in ice melt that have already affected the observed sea level record, by adding a nonlinear term to the relationship between warming and the rate of sea level rise within a large ensemble of historically constrained efficient earth systems model simulations.

Projections reach a median sea level rise of 1.3m by 2300 following SSP245, and 2.6m by 2300 following SSP585. Results suggest that nonlinear interactions can be sub-linear, super-linear or 0, with a mainly symmetrical distribution. This includes high-impact, low-probability super-linear interactions that lead to significantly larger high-end sea level rise projections than when nonlinear interactions are not included. It is key to note that nonlinear interactions that have not yet occurred but that may occur in the future, are not considered – these will lead to an increased projection of sea level rise.

How to cite: Avrutin, S., Goodwin, P., Haigh, I. D., and Nicholls, R.: Observation-Consistent Nonlinear Ice Melt Contribution to Sea Level Rise and its Implications for Sea-Level Projections, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14558, https://doi.org/10.5194/egusphere-egu23-14558, 2023.

EGU23-15613 | ECS | Orals | CL4.5

Sensitivity of the Antarctic Ice Sheet evolution to different Earth structures using a coupled 3D GIA - ice-sheet model under different future climate scenarios 

Caroline van Calcar, Jorge Bernales, Tijn Berends, Wouter van der Wal, and Roderik van de Wal

The projected decay of the Antarctic Ice Sheet (AIS) over the coming centuries will lead to uplift of the Earth's surface due to Glacial Isostatic Adjustment (GIA). GIA slows down grounding line migration and therefore has a stabilizing effect on the ice sheet evolution. GIA acts on timescales of decades to centennial depending on the magnitude of the mantle viscosity. The mantle viscosity is several orders of magnitude higher in East Antarctica than in West Antarctica and varies with one order of magnitude within West Antarctica. Studies of the AIS evolution over the last glacial cycle have shown that including lateral variations of the Earth's mantle viscosity can lead to 1.5-kilometer thicker ice in West Antarctica at present day. However, current projections do not include GIA, or they use a laterally homogeneous GIA model. One study applied a uniform high mantle viscosity under East Antarctica and a uniform low mantle viscosity under West Antarctica and showed that, on longer timescales of hundreds of years, mass loss projections of Antarctica may be underestimated because spatially uniform GIA models overestimate the stabilizing effect of GIA across East Antarctica. We developed a coupled GIA - ice-sheet model using the ice-sheet model IMAU-ICE, and a 3D GIA finite element model that includes lateral mantle viscosity variations, and a seismic model to determine the patterns of the viscosity. The results of projections for two IPCC scenarios show that including lateral variations in the Earth's mantle viscosity leads to local ice thickness differences of up to 600 meters in West Antarctica  2300. The results underline and quantify the importance of including this local feedback effect in ice-sheet models when projecting the long-term sea level contribution from Antarctica.

How to cite: van Calcar, C., Bernales, J., Berends, T., van der Wal, W., and van de Wal, R.: Sensitivity of the Antarctic Ice Sheet evolution to different Earth structures using a coupled 3D GIA - ice-sheet model under different future climate scenarios, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15613, https://doi.org/10.5194/egusphere-egu23-15613, 2023.

EGU23-15625 | ECS | Orals | CL4.5

Wind-driven currents and sea-level variability of the northwest European shelf 

Samuel T. Diabaté, Neil J. Fraser, and Gerard D. McCarthy

The shelf northwest of Europe is home to subinertial fluctuations in sea level, whose peak-to-peak amplitude reach several tens of centimetres. These weekly-to-monthly shelf-wide sea-level variations feature at the coast, and therefore understanding their drivers is of prime importance for coastal adaptation. These sea-level changes have been previously hypothesized to reflect the strength of the European slope current (Chafik et al., 2017), a wind and density driven quasi-barotropic circulation lying in the region of the 500 to 1000 m isobaths (Huthnance & Gould, 1989). This interpretation has however not yet been validated by in-situ observations.

 

Using data from single-point current-meters and acoustic Doppler current profilers moored west of France, Ireland and Scotland, we show that the common mode of northwest European sea-level changes covaries with along-isobath currents on the shelf and on the upper part of the slope (< 400 m of water depth). However, the pattern of variability is different in the slope current and further off-shelf, , with the correlations between shelf sea levels and in-situ currents decreasing moving down-slope (> 400m of water depth).  We discuss whether or not the relationship between European sea levels and shelf and slope currents emerges from momentum balance associated with the slope current existence (joint effect of winds, baroclinicity and bathymetry). We also discuss the relevance for coastal sea levels and associated coastal vulnerability.

 

Chafik, L., Nilsen, J. E. Ø., & Dangendorf, S. (2017). Impact of North Atlantic teleconnection patterns on Northern European sea level. Journal of Marine Science and Engineering, 5(3), 43.

Huthnance, J. M., & Gould, W. J. (1989). On the northeast Atlantic slope current. In Poleward flows along eastern ocean boundaries (pp. 76-81). Springer, New York, NY.

How to cite: Diabaté, S. T., Fraser, N. J., and McCarthy, G. D.: Wind-driven currents and sea-level variability of the northwest European shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15625, https://doi.org/10.5194/egusphere-egu23-15625, 2023.

EGU23-15655 | Orals | CL4.5

Towards Physically Consistent Sea Level Rise Storylines for the United Kingdom 

Benjamin Harrison, Matthew Palmer, Lesley Allison, Jonathan Gregory, Tom Howard, Anne Pardaens, and Jonathan Tinker

There is increasing awareness of the need for comprehensive information on potential future sea-level rise to inform adaptation planning and coastal decision-making. The IPCC Sixth Assessment Report (AR6) states that global mean sea level rise approaching 5 m by 2150, and more than 15 m by 2300, cannot be ruled out under high greenhouse gas emissions due to uncertainty in ice sheet processes. Moreover, local sea level rise may be further exacerbated through systematic changes in the climate system, such as a rapid weakening of the Atlantic Meridional Overturning Circulation (AMOC).

We combine the latest United Kingdom national sea-level projections (UKCP18) with recently published projections of Antarctic ice mass loss to develop a small set of physically consistent storylines of local sea-level change that extend to 2300. The storylines span the range of uncertainty assessed by AR6 and deliver continuous sea level rise information around the UK coastline. While we focus on the UK, the methods are generic and can be readily applied to other geographic locations. Further, we consider potential changes in coastal flood hazard associated with a weakening of the AMOC using dynamical downscaling and storm surge modelling of climate model projections.

How to cite: Harrison, B., Palmer, M., Allison, L., Gregory, J., Howard, T., Pardaens, A., and Tinker, J.: Towards Physically Consistent Sea Level Rise Storylines for the United Kingdom, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15655, https://doi.org/10.5194/egusphere-egu23-15655, 2023.

For sea-level projections along the coast of the Netherlands, ocean dynamic sea level (ODSL) is one of the most important contributors to sea-level rise in the 21st century. The ODSL output from the latest coupled model intercomparison projects (CMIP5 and CMIP6) is used for these projections. These CMIP models overwhelmingly use ocean models with a spatial resolution of 1° and a vertical z-level coordinate. Using these CMIP models for projections does not provide a seamless connection between observations and projections, this study aims to improve on that. To do so, we use a configuration of the Regional Ocean Modelling System (ROMS) for the North Sea with a resolution of 0.25° to downscale the spatial resolution of CMIP6 models and interpolate the vertical coordinate to topography-following sigma levels to improve the projections for the Netherlands.

First, we use ROMS to reconstruct the ODSL along the coast of the Netherlands for the observational period. The regional model is forced using an atmospheric dataset constructed from ERA-interim and ERA-5 surface data and different ocean reanalysis datasets. It is not straightforward to compare the ODSL from different ocean reanalyses, as some datasets assimilate satellite altimetry data, whereas others do not. The ODSL from the reanalysis datasets that assimilate altimetry data are corrected for land ice and terrestrial water storage contributions to correct these differences.

Then, we use ROMS to obtain new projections of ODSL for the coast of the Netherlands that seamlessly connect to the estimate of ODSL from ocean reanalysis data. We extend the forcing datasets for the regional ocean model of the observational period using the anomalies of CMIP6 variables. Using this new method, we obtain improved projections along the coast of the Netherlands.

How to cite: Keizer, I., Le Bars, D., and Drijfhout, S.: Estimating ocean dynamic sea level along the coast of the Netherlands using the regional ocean modelling system (ROMS) to seamlessly connect the observational period to projections for the 21st century., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16275, https://doi.org/10.5194/egusphere-egu23-16275, 2023.

EGU23-16517 | ECS | Posters on site | CL4.5

Forcing Mechanisms of the Interannual Sea Level Variability in the Midlatitude South Pacific during 2004-2020 

Cyril Germineaud, Denis Volkov, Sophie Cravatte, and William Llovel

Over the past few decades, the global mean sea level rise and superimposed regional fluctuations of sea level have exerted considerable stress on coastal communities, especially in low-elevation regions such as the Pacific Islands in the western South Pacific Ocean. This made it necessary to have the most comprehensive understanding of the forcing mechanisms that are responsible for the increasing rates of extreme sea level events. In this study, we explore the causes of the observed sea level variability in the midlatitude South Pacific on interannual time scales using observations and atmospheric reanalyses combined with a 1.5 layer reduced-gravity model. We focus on the 2004–2020 period, during which the Argo’s global array allowed us to assess year-to-year changes in steric sea level caused by thermohaline changes in different depth ranges (from the surface down to 2000 m). We find that during the 2015–2016 El Niño and the following 2017–2018 La Niña, large variations in thermosteric sea level occurred due to temperature changes within the 100–500 dbar layer in the midlatitude southwest Pacific. In the western boundary region (from 30°S to 40°S), the variations in halosteric sea level between 100 and 500 dbar were significant and could have partially balanced the corresponding changes in thermosteric sea level. We show that around 35°S, baroclinic Rossby waves forced by the open-ocean wind-stress forcing account for 40 to 75% of the interannual sea level variance between 100°W and 180°, while the influence of remote sea level signals generated near the Chilean coast is limited to the region east of 100°W. The contribution of surface heat fluxes on interannual time scales is also considered and shown to be negligible.

How to cite: Germineaud, C., Volkov, D., Cravatte, S., and Llovel, W.: Forcing Mechanisms of the Interannual Sea Level Variability in the Midlatitude South Pacific during 2004-2020, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16517, https://doi.org/10.5194/egusphere-egu23-16517, 2023.

EGU23-17395 | ECS | Posters virtual | CL4.5

Impact of mean sea level rise in the Rias Baixas hydrodynamics (NW Iberian Peninsula) 

Clara Ribeiro, Magda Catarina Sousa, Carina Lurdes Lopes, Inés Álvarez, and João Miguel Dias

Mean sea level rise is currently a growing and prominent consequence of climate change. The increase in the mean sea level poses a significant threat to low-lying coastal areas that often present high economic and biological value. Recent studies also show that tidal propagation in estuarine systems will be altered due to climate change, intensifying the threat it poses to these systems. The Rias Baixas located in the NW of the Iberian Peninsula, as well as the rest of the Galician coast, are areas of high primary production susceptible to alterations in their hydrodynamics induced by climate change,  negatively impacting the system.

In this context, this study aims to validate a hydrodynamic model of the Rias Baixas and to analyse the effect of mean sea level rise in the local hydrodynamics. The methodology followed comprises the application of a three-dimensional numerical model (Delft3D), with realistic bathymetry and coastline of the NW Iberian Peninsula including the Rias Baixas. The model considers the main physical processes and the main features of circulation. Ambient shelf conditions include TOPEX global tidal solution.

Firstly, the model validation was done through a qualitative and quantitative analysis. The qualitative analysis was done through a visual comparison between model results and observed time series of the water level in several sampling stations, showing good agreement. The quantitative analysis aims to assess the model performance, through the determination of the root mean square error between model results and observations and of the harmonic constituents from both types of data series. After the model validation, the main semidiurnal and diurnal constituents as well as the tidal current magnitude were determined for Ria Baixas for three mean sea level scenarios: present mean sea level and two future scenarios from CMIP6, a more optimistic one (SSP1 - 2.6) and a more pessimistic one (SSP5 - 8.5).

The model results show that the amplitude of the main semidiurnal and diurnal constituents will decreases for future scenarios, whereas the respective phase increases towards the head of the Rias. The results also highlight that tidal current magnitude generally increases with mean sea level rise for future scenarios, although a slight decrease was found at the upstream areas of the Ria Baixas.

Funding: We acknowledge financial support to CESAM by FCT/MCTES (UIDP/50017/2020+UIDB/50017/2020+ LA/P/0094/2020) through national funds.

How to cite: Ribeiro, C., Sousa, M. C., Lopes, C. L., Álvarez, I., and Dias, J. M.: Impact of mean sea level rise in the Rias Baixas hydrodynamics (NW Iberian Peninsula), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17395, https://doi.org/10.5194/egusphere-egu23-17395, 2023.

EGU23-103 | ECS | Orals | CL4.7

Energetic Constraints on Baroclinic Eddy Heat Transport in a Rotating Annulus 

Cheng Qian, Peter Read, and David Marshall

We measure baroclinic eddy heat transport in a differentially heated rotating annulus laboratory experiment to test mesoscale ocean eddy parameterization frameworks. The differentially heated rotating annulus comprises a fluid placed between two upright coaxial cylinders which are maintained at different temperatures, usually with a cooled inner cylinder and a heated outer.  The annular tank is placed on a rotating table which provides conditions for baroclinic eddies to develop and equilibrate in different flow regimes, depending upon the imposed conditions. As the rotation speed is increased, the equilibrated flow changes from a steady or periodically varying low wavenumber pattern to a more complex, time-varying flow dominated by higher wavenumbers. With a topographic beta effect produced by conically sloping upper boundary, more complex flow regimes are observed combining zonal jets and eddies forming one or more parallel storm tracks. With this possibility to explore varied flow regimes, our experimental approach combines laboratory calorimetry and visualization measurements along with numerical simulations to derive the eddy heat transport properties. In the following, we focus on the visualisation measurement to test related assumptions and parametric dependencies for eddy transport. We first test the assumptions of a down-gradient temperature flux-gradient relationship, determining coefficients of the eddy transport tensor, and exploring scaling relations for the eddy coefficients. A clear statistical scaling is found between eddy heat fluxes and physical variables such as eddy energy, the beta effect, and the temperature contrast.

How to cite: Qian, C., Read, P., and Marshall, D.: Energetic Constraints on Baroclinic Eddy Heat Transport in a Rotating Annulus, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-103, https://doi.org/10.5194/egusphere-egu23-103, 2023.

EGU23-273 | ECS | Posters virtual | CL4.7

Understanding the variability and trend of the regional Hadley Cell over Asia-Pacific 

Pratiksha Priyam Baruah and Neena Joseph Mani

The zonal mean Hadley Cell (HC) has been reported to be expanding poleward in the last few decades. However, there has been no consensus on whether the zonal mean HC is strengthening or weakening. The features of longitudinally averaged HC are collectively modulated by various regional HCs, controlled by the regional differences in land-ocean distribution and topography. However, there have not been many studies exploring the variability and trend of regional HCs in a detailed manner. In this study, we examine the variability and long-term trend of the regional HC over the Asia-Pacific and explore the different factors contributing to the regional HC variability. Moist convection can regulate regional HCs on synoptic time scales through equatorial wave dynamics. The ocean–atmosphere coupled variability associated with the El Niño-Southern Oscillation (ENSO), and the modulation of tropical convection and equatorial waves are considered to exert a dominant control on the regional HC variability in the interannual timescale. In addition to the tropical forcing, the regional HC variability is also affected by fluxes transported by the midlatitude eddies from the subtropics to the tropics. In this study, we will be quantifying the relative role of these tropical and extratropical forcings in modulating the variability of regional HC over Asia-Pacific.

 

How to cite: Baruah, P. P. and Joseph Mani, N.: Understanding the variability and trend of the regional Hadley Cell over Asia-Pacific, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-273, https://doi.org/10.5194/egusphere-egu23-273, 2023.

EGU23-972 | ECS | Posters on site | CL4.7

Vanishing the El Niño-induced delay effect on the ice mass loss of West Antarctica under global warming 

Hyunju Lee, Emilia Kyung Jin, Byeong-Hoon Kim, and Won Sang Lee

West Antarctica has been losing their ice mass due to global warming, and the El Niño has delayed the ice mass loss by inducing weakening of the Amundsen Sea Low (ASL), encouraging of poleward moisture flux and consequent extreme precipitation. However, it is not yet revealed whether the delay effect will continue in the future. We analyzed future scenarios from the CMIP6 Earth system models (ESMs) to identify future change and identified that the El Niño-driven mass increase by precipitation will vanish in the high-emission future scenarios. Precipitation anomaly in response to El Niño starts to be negative from the 2050s in the SSP5-8.5 and from the 2060s in the SSP3-7.0, which means that the El Niño-driven delay effect disappears. It is because the moisture transport into West Antarctica is prevented due to east-equatorward migration of El Niño-induced ASL anomaly as global warming intensifies. The strengthened polar jet associated with positive Southern Annular Mode (SAM) trend moves the ASL anomaly east- and equatorward under global warming.

How to cite: Lee, H., Jin, E. K., Kim, B.-H., and Lee, W. S.: Vanishing the El Niño-induced delay effect on the ice mass loss of West Antarctica under global warming, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-972, https://doi.org/10.5194/egusphere-egu23-972, 2023.

 We show that the most prominent of the work theorems, the Jarzynski equality and the Crooks relation, can be applied to the momentum transfer at the air-sea interface using a hierarchy of local models. In the more idealized models, with and without a Coriolis force, the variability is provided from a Gaussian white-noise which modifies the shear between the atmosphere and the ocean. The dynamics is Gaussian and the Jarzynski equality and Crooks relation can be obtained analytically solving stochastic differential equations. The more involved model consists of interacting atmospheric and oceanic boundary-layers, where only the dependence on the vertical direction is resolved, the turbulence is modeled through standard turbulent models and the stochasticity comes from a randomized drag coefficient. It is integrated  numerically and can give rise to a non-Gaussian dynamics. Also in this case the Jarzynski equality allows for calculating a dynamic-beta ßD of the turbulent fluctuations (the equivalent of the thermodynamic-beta  ß=(kB T)-1 in thermal fluctuations). The Crooks relation gives the ßD as a function of the magnitude of the work fluctuations. It is well defined (constant) in the Gaussian models and can show a slight variation in the  more involved models. This demonstrates that recent concepts of stochastic thermodynamics used to study micro-systems subject to thermal fluctuations can further the understanding of geophysical fluid dynamics with turbulent fluctuations.

How to cite: Wirth, A.: Jarzynski equality and Crooks relation for local models of air-sea interaction, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1066, https://doi.org/10.5194/egusphere-egu23-1066, 2023.

The Arctic is warming at a rate faster than any other oceans, a phenomenon known as Arctic amplification that has widespread impact on the global climate. In contrast, the Southern Ocean (SO) and Antarctica have been cooling over the past decades. The projection of these regions under global warming has a non-negligible model spread. Here we show that under a strong warming scenario from 1950 to 2100, comparing a cutting-edge high-resolution climate model to a low-resolution model version, the increase of Arctic amplification is 3 °C more and the SO and Antarctica warming is 2°C less. Previously ice-covered Arctic Ocean will exhibit greater SST variability under future global warming. This is due to an increased SST increase in summer due to sea ice retreat. Extreme warming events in the Arctic and SO, known as marine heat waves (MHW) that influence the ecology, are largely unknown. We find that the MHWs in the Arctic and SO are twice as strong in the high-resolution model version, where the increasing intensity of MHWs in the Arctic corresponds to strong decline (<-6% per decade) of sea ice. In both the high-resolution and low-resolution models, the duration of MHWs in the Arctic and SO shows a declining trend under global warming. The much stronger MHWs in the high-resolution model could be caused by two orders of magnitude more ocean turbulent energy. For example, the spatial patterns of SO MHW intensity correspond to the pattern of SO EKE. We conclude that the Arctic amplification and MHWs at high latitudes might be underestimated by the current generation of climate models with low resolution, and the SO and Antarctica warming might be overestimated. Our eddy- and storm-resolving model is expected to open new frontiers on how the system responds to human activities in a high CO2 world by evaluating the impact on past and future climate and environmental extremes.

How to cite: Gou, R., Lohmann, G., and Wu, L.: Increase in Arctic amplification and high-latitude marine extremes in the 21st century as obtained from high-resolution modelling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1649, https://doi.org/10.5194/egusphere-egu23-1649, 2023.

EGU23-1773 | ECS | Posters on site | CL4.7

Tropical Instability Waves in a High-Resolution Oceanic and Coupled GCM 

Li Tianyan and Yu Yongqiang

Tropical instability waves (TIWs) are the dominant mesoscale variability in the eastern equatorial Pacific Ocean. TIWs have direct impacts on the local hydrology, biochemistry and atmospheric boundary layer, and feedback on ocean circulations and climate variability. In this study, the basic characteristics of Pacific Ocean TIWs simulated by an eddy-resolving ocean model and a coupled general circulation model are evaluated. The simulated TIW biases mainly result from the mean climatology state, as TIWs extract eddy energy from the mean potential and kinetic energy. Both the oceanic and coupled models reproduce the observed westward propagating large-scale Rossby waves between approximately 2-8N, but the simulated TIWs have shorter wavelengths than the observed waves due to the shallower thermocline. Meanwhile, the weak meridional shears of background zonal currents and the less-tilted pycnocline in these two models compared to the observations causes weak barotropic and baroclinic instability, which decreases the intensity of the simulated TIWs. We then contrast the TIWs from these two models and identify the roles of atmospheric feedback in modulating TIWs. The latent heat flux feedback is similar to observation in the coupled model but absent in the ocean model, contributing to the stronger standard deviation (STD) of the TIW SST in the ocean model. The ocean model is not able to capture realistic air-sea interaction processes when forced with prescribed atmospheric forcing. However, the misrepresented atmospheric feedback in the ocean model tends to decrease the sea surface height (SSH) variability, and the current feedback damping effect is stronger in the ocean model than in the coupled model. Combined with weaker barotropic conversion rate and baroclinic conversion rate in the ocean model than in the coupled model, the STD of the TIW SSH in the ocean model is weaker.

How to cite: Tianyan, L. and Yongqiang, Y.: Tropical Instability Waves in a High-Resolution Oceanic and Coupled GCM, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1773, https://doi.org/10.5194/egusphere-egu23-1773, 2023.

EGU23-1985 | ECS | Posters on site | CL4.7

Sensitivity of ocean heat content to atmospheric forcing in the period of global warming hiatus 

Chavely Albert Fernández, Armin Köhl, and Detlef Stammer

Between 1998 and 2012, there was a smaller rate of global warming, known as the "global warming hiatus". One of the suggested causes is that during this period additional heat sequestration occurs into the deep ocean layers such that deep layers warm at a greater rate than the upper layers. This research is focused on the origins of changes in ocean heat content during the hiatus period, defined in this case as the last 10 years of adjoint model run, where the cost function is defined. Adjoint sensitivities are used to determine the influence of atmospheric forcing (heat and freshwater fluxes and wind stress) on the ocean heat content.

The MIT General Circulation Model with a resolution of 2° x 2° is used over the period 1978-2008 to determine adjoint sensitivities of the globally and temporally (over the last 10 years, defined as hiatus period) integrated vertical heat fluxes across various depth levels. The contributions of different forcing components to the vertical heat flux anomalies are obtained from the scalar product between sensitivities and the anomalies of the atmospheric forcing.  For this, the atmospheric forcing anomalies are computed with respect to the climatology calculated over the period 1948-1968 when there was almost no change in the ocean heat content.

A more pronounced increase in ocean heat uptake during the hiatus period has been evidenced by the forward run of the model. Wind anomalies represent more than half of the contribution to the increase in heat flux across 300m, suggesting that the excess of heat stored by the ocean is transferred adiabatically to the deeper layers and that the zonal wind is one of the major drivers of ocean heat uptake. In the Southern Ocean, the sensitivities to the wind stress change from positive to negative when the hiatus starts. This indicates that, during the hiatus, the rate of change of ocean heat content is opposite to the one of the wind stress. The Southern Ocean presents smaller values of the computed amplitude weighted mean time, meaning that this region has the fastest response to changes in surface atmospheric forcing.

How to cite: Albert Fernández, C., Köhl, A., and Stammer, D.: Sensitivity of ocean heat content to atmospheric forcing in the period of global warming hiatus, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1985, https://doi.org/10.5194/egusphere-egu23-1985, 2023.

 Widespread observed and projected increases in warm extremes, along with decreases in cold extremes, have been confirmed as being consistent with global and regional warming. However, based on observational datasets and state-of-the-art CMIP6 model simulations, we disclose that the decadal variation in the frequency of the surface air temperature (SAT) extremes over mid- to high latitudes over Eurasia (MHEA) in winter is primarily dominated by the thermodynamical effect of the surface heat fluxes release over the midlatitude North Atlantic induced by Atlantic multidecadal oscillation (AMO), which even masks the dynamical large-scale Rossby wave propagation. Besides, the stronger Atlantic meridional overturning circulation (AMOC) gives rise to both warm and cold extremes through increasing the variance of winter SAT over MHEA due to thermodynamical heat release and enhanced dynamical Rossby wave propagation.

How to cite: Wang, H.: Frequency of winter temperature extremes over Eurasia dominated by variabilities over the Atlantic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3106, https://doi.org/10.5194/egusphere-egu23-3106, 2023.

EGU23-3282 | ECS | Posters on site | CL4.7

Physics of the Eddy Memory Kernel of a Baroclinic Midlatitude Atmosphere 

Elian Vanderborght, Jonathan Demeayer, Henk Dijkstra, Georgy Manucharyan, and Woosok Moon

In recent theory trying to explain the origin of low-frequency atmospheric variability, the concept of eddy-memory has been suggested. In this view, the effect of synoptic scale heat fluxes on the mean flow depends on the history of the mean meridional temperature gradient. Mathematically, this involves a convolution of an integral kernel with the mean meridional temperature gradient over past times. In atmospheric studies, it has been proposed that the shape of this integral kernel is linked to the baroclinic wave life cycle. However, this hypothesis has yet to be supported by numerical and observational evidence. In this study we use a low-order two layer quasi-geostrophic atmospheric model (Demaeyer et al., 2020). By perturbing the model with a known forcing, linear response theory can be used to estimate the shape of the integral kernel. Using this methodology, we find an integral kernel that resembles the shape of an exponentially decaying oscillation, different from the simple exponentially decaying integral kernel assumed in most previous studies. By computing the energies and performing a sensitivity analysis, we link the shape of the integral kernel to atmospheric dynamical processes.

References:

J. Demaeyer, L. De Cruz, and S. Vannitsem. qgs: A flexible python framework of reduced-order multiscale climate
models. Journal of Open Source Software, 5(56):2597, 2020.

How to cite: Vanderborght, E., Demeayer, J., Dijkstra, H., Manucharyan, G., and Moon, W.: Physics of the Eddy Memory Kernel of a Baroclinic Midlatitude Atmosphere, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3282, https://doi.org/10.5194/egusphere-egu23-3282, 2023.

EGU23-3492 | Orals | CL4.7

Variability of summer-time Arctic sea ice: the drivers and the contribution to the sea ice trend and extremes 

Mehdi Pasha Karami, Torben Koenigk, and Bruno Tremblay

Understanding the variability of summer-time Arctic sea ice at interannual to multidecadal time scales in the midst of anthropogenically forced sea ice decline is crucial for better predictions of sea ice conditions in the future climate and rapid changes in sea ice. Here, we apply time-frequency analysis to study the modes of variability, extreme events and the trend in the September Arctic sea ice in 100–150 year datasets. We extract the non-linear trend for the sea ice area and provide an estimate for the anthropogenic-driven sea ice loss. For the used dataset, the anthropogenic-related sea ice loss is found to have a rate of ~-0.25 million km2 per decade in the 1980’s and accelerating to ~-0.47 million km2 per decade in 2010’s. By assuming the same rate of sea ice loss in the future, and without the contribution of the internal variability and feedbacks, we can approximate the occurrence of summer sea-ice free Arctic to be around 2060. Regarding the dominant modes of variability for the September sea ice, we find that they have periods of around 3, 6, 17, 28 and 55 years, and show what drives these modes and how they contribute to sea ice extreme events. The main atmospheric and oceanic drivers of sea ice modes include the Arctic oscillation and Arctic dipole anomaly for the 3-year mode, variability of sea surface temperature (SST) in Gulf Stream region for the 6-year mode, decadal SST variability in the northern North Atlantic Ocean for the 17-year mode, Pacific decadal oscillation (PDO) for the 28-year mode, and Atlantic multidecadal Oscillation (AMO) for the 55-year mode. Results show that changes in the sea ice due to internal variability can be as large as forced changes thus can slow down or accelerate the background anthropogenic-driven sea ice loss. By applying the same method, we also present modes of variability and trend of sea ice in the large ensemble global model simulations of EC-Earth model (SMHI-LENS) for the future climate projections and different climate scenarios.

How to cite: Karami, M. P., Koenigk, T., and Tremblay, B.: Variability of summer-time Arctic sea ice: the drivers and the contribution to the sea ice trend and extremes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3492, https://doi.org/10.5194/egusphere-egu23-3492, 2023.

Global circulation patterns are analysed using the mean meridional circulation (MMC) from ERA-Interim for the period of 1979 – 2017. The global isentropic MMC consists of a single overturning cell in each hemisphere with net heat transport from the equator to the pole. Six clusters are identified from daily data that are associated with one of four seasons. Two solstitial MMC clusters represent either stronger or weaker circulation in the winter hemisphere. We show that long-term trends do not reflect a gradual change in the atmospheric circulation, but rather a change in the frequency of preferred short-term circulation regimes. Before the late 1990s the clusters showing a stronger (weaker) winter circulation are becoming less (more) frequent; from around year 2000 the trends have paused. These trends are in close agreement with the change in the low-stratospheric Antarctic ozone trends reported by earlier studies. Our findings also reveal a strong coupling between Southern and Northern Hemispheres during boreal winter. Following Hartmann et al. (2022), we hypothesize that anomalous polar vortex over Antarctica leads to anomalies in the sea surface temperatures (SST) in the tropical Pacific that impact the circulation in both hemispheres. Furthermore, we show that consecutive solstice season demonstrates coherent anomalies in the frequency of circulation regimes. We discuss possible reasons for such relationship.

References:
Hartmann, D. L., Kang, S., Polvani, L. & Xie, S.-P. The Antarctic ozone hole and the pattern effect on climate sensitivity. (2022) doi:10.1073/pnas.

How to cite: Rudeva, I., Boschat, G., and Lucas, C.: How can atmospheric trends be explained by changes in frequency of short-term circulation regimes and what is the role of the Antarctic ozone?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4557, https://doi.org/10.5194/egusphere-egu23-4557, 2023.

EGU23-5305 | ECS | Orals | CL4.7

Linking ITCZ migrations to the AMOC and North Atlantic/Pacific SST decadal variability 

Eduardo Moreno-Chamarro, John Marshall, and Tom L. Delworth

This contribution discusses the link between migrations in the intertropical convergence zone (ITCZ) and changes in the Atlantic meridional overturning circulation (AMOC), Atlantic multidecadal variability (AMV), and Pacific decadal oscillation (PDO). We use a coupled climate model that allows us to integrate over climate noise and assess underlying mechanisms. We use an ensemble of ten 300-yr-long simulations forced by a 50-yr oscillatory North Atlantic Oscillation (NAO)-derived surface heat flux anomaly in the North Atlantic, and a 4000-yr-long preindustrial control simulation performed with GFDL CM2.1. In both setups, an AMV phase change induced by a change in the AMOC’s cross-equatorial heat transport forces an atmospheric interhemispheric energy imbalance that is compensated by a change in the cross-equatorial atmospheric heat transport due to a meridional ITCZ shift. Such linkages occur on decadal time scales in the ensemble driven by the imposed forcing, and internally on multicentennial time scales in the control. Regional precipitation anomalies differ between the ensemble and the control for a zonally averaged ITCZ shift of similar magnitude, which suggests a dependence on timescale. Our study supports observational evidence of an AMV–ITCZ link in the twentieth century and further links it to the AMOC, whose long-time-scale variability can influence the phasing of ITCZ migrations. In contrast to the AMV, our calculations suggest that the PDO does not drive ITCZ migrations, because the PDO does not modulate the interhemispheric energy balance.

How to cite: Moreno-Chamarro, E., Marshall, J., and Delworth, T. L.: Linking ITCZ migrations to the AMOC and North Atlantic/Pacific SST decadal variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5305, https://doi.org/10.5194/egusphere-egu23-5305, 2023.

EGU23-5962 | Orals | CL4.7

Tropical precipitation biases in nextGEMS storm-resolving Earth System Models 

Simona Bordoni, Roberta D'Agostino, and Adrian M. Tompkins

Global Earth System Models at storm-resolving resolutions (SR-ESM, with horizontal resolutions of ~4km) are being developed as part of the nextGEMS collaborative European EU’s Horizon 2020 programme. Through breakthroughs in simulation realism, these models will eventually allow us to understand and reliably quantify how the climate will change on a global and regional scale, and how the weather, including its extreme events, will look like in the future.

As part of the Storms & Ocean theme, we are exploring how resolving convective storms, ocean mesoscale eddies, and air-sea interaction on these scales influences the development of tropical SST anomalies and their influence on the mean climate (ITCZ and circulation biases) and its variability. Existing biases in the SR-ESM simulations in the first two development cycles are interpreted using the vertically integrated atmospheric energy budget to disentangle local and remote influences on tropical precipitation. More specifically, these biases are decomposed in hemispherically symmetric and antisymmetric components, which are linked, respectively, to biases in the atmospheric net energy input near the equator (tropical SST biases, low level clouds, etc) and to the cross-equatorial atmospheric energy flux (driven by inter-hemispheric contrast in net energy input, for instance biases in clouds in the southern ocean). We also explore the role that transient eddies, both of extratropical and tropical origin that are usually neglected in this framework, play in the global energetics and tropical precipitation patterns.

How to cite: Bordoni, S., D'Agostino, R., and Tompkins, A. M.: Tropical precipitation biases in nextGEMS storm-resolving Earth System Models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5962, https://doi.org/10.5194/egusphere-egu23-5962, 2023.

    Poleward atmospheric energy transport is determined by the overall equator-to-pole radiative imbalance. As this imbalance is projected to remain fairly constant in end-of-century greenhouse gas forcing scenarios, an increase in poleward latent heat transport must be accompanied by a reduction in dry static energy flux. Since midlatitude energy transport is dominated by the eddy component, changes in the energy budget go hand in hand with changes in cyclone characteristics. From a dynamical perspective, the enhanced condensation due to climate change promotes intensification, prolongs lifetime of cyclones, and can increase stationarity of anticyclones. However, it also tends to increase static stability and thereby reduce baroclinicity, which is another important driver of cyclone development. Additionally, baroclinicity is projected to increase at upper levels due to tropical amplification, to decrease at low levels as a result of Arctic amplification, and to be affected by land-sea temperature contrast changes. As these processes are at play simultaneously, isolating the role of moisture is rather complicated. Therefore, in addition to coupled climate model simulations we use idealized aquaplanet simulations to single out the effects of individual physical mechanisms and address the question: if the overall poleward energy transport remains largely unaffected by global warming, how do cyclone characteristics change in the presence of increased moisture in the atmosphere?

    For bridging the gap between the global energy flux and synoptic-scale features, we analyse the role of increasing moisture for shaping midlatitude storm tracks in present and future climates from both an Eulerian and a Lagrangian perspective. We apply the moist static energy (MSE) framework that allows partitioning atmospheric energy fluxes into eddy and mean, dry and moist components. Here, eddies are related to cyclones and anticyclones, while the mean energy flux is associated with planetary waves and the mean meridional overturning circulation. The goal is to relate the eddy MSE fluxes to feature-based results including extratropical cyclone number, lifetime, intensity, location, and tilt. By combining results from both global-scale eddy energy fluxes and synoptic-scale feature quantities, we aim to improve the understanding of the role of latent heating in shaping the mean properties of extratropical storm tracks. Therefore, a central question of this project is whether and how changes in cyclone quantities can be linked to changes in latent heat transport and release. Building on what we learn from bringing the two perspectives together, we will proceed to investigating the impact of increased latent heating on midlatitude storm tracks. 

How to cite: Zibell, J., Schemm, S., and Hermoso Verger, A.: Combining global-scale atmospheric heat transport and synoptic-scale extratropical cyclone characteristics to understand the role of latent heating for midlatitude storm tracks, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7216, https://doi.org/10.5194/egusphere-egu23-7216, 2023.

EGU23-7348 | ECS | Orals | CL4.7

An Energy Transport View of ENSO Responses to Volcanic Forcing 

Shih-Wei Fang and Claudia Timmreck

El Niño-Southern Oscillation (ENSO) is one of the major climate phenomena impacting the globe. When a volcanic eruption happens, how ENSO will respond has still no consensus in proxy data though climate models tend to have an El Niño tendency. In this study, using 100 members of diverse (in locations and magnitude) idealized volcanic forcing ensembles, we found that the ENSO responses to north and south extra-tropical eruptions are related to the energy transport to the cooling hemisphere and involve direct and indirect responses through atmospheric and oceanic transport. The north extratropical forcing leads to more El Niño up to three years after eruptions, which is related to the direct atmospheric responses of the southward movement of ITCZ for transporting more energy to the north. The indirect oceanic transport then takes over afterward, leading to more La Niña due to more upwelling in the equatorial eastern Pacific. The south extra-tropical eruptions have less El Niño tendency due to the northward replacement of ITCZ. As the indirect oceanic transport also results in equatorial mean state changes, which may lead to distinct ENSO responses. The long-term ENSO responses from extra-tropical cooling will also be investigated through the simulations from the Extratropical-Tropical Interaction Model Intercomparison Project (ETIN-MIP) experiment.

How to cite: Fang, S.-W. and Timmreck, C.: An Energy Transport View of ENSO Responses to Volcanic Forcing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7348, https://doi.org/10.5194/egusphere-egu23-7348, 2023.

EGU23-9914 | Posters on site | CL4.7

Changes in river temperature, discharge and heat flux based on new observational data for Yenisei basin and modeling 

Alexander Shiklomanov, Richard Lammers, Alexander Prusevich, Irina Panyushkina, and David Meko

River temperature plays an important role in numerous biological and ecological processes within the Yenisei River basin and it is very sensitive to changes in climatic characteristics and anthropogenic disturbances. Water temperature and river discharge characterize heat or energy flux, which is important in northern latitudes for river freeze-up and ice break-up processes and thermal riverbank erosion. The changes in heat flux in river estuary can also significantly impact various biophysical processes in coastal ocean waters.

We use new water temperature data and river discharge records for 12 observational gauges in the Yenisei River basin to analyze changes in water temperature and heat flux from upstream to downstream over 1950-2018. Preliminary results show significant increases for most gauges in maximum annual water temperature as well as in 10-days mean water temperature during May-June and September-October. There were no significant changes in river temperature during July-August unless the gauges were impacted by reservoir regulations. The river heat flux has significantly increased in central and northern parts of the Yenisei basin and decreased in the south, mainly due to discharge variability.

The gridded hydrological Water Balance Model (WBM) developed at the University of New Hampshire, that takes into account various anthropogenic activities, was used to simulate river discharge and water temperature for entire Yenisei basin with a 5 minute spatial resolution river network using several climate reanalysis products (MERRA2, ERA5 and NCEP-NCAR).  The modeled results were verified with observational data and simulations using the MERRA2 climate drivers demonstrated the best match with observations (Nash-Sutcliffe model efficiencies coefficients were greater than 0.5 for both river temperature and discharge). Maps of modeled changes in runoff, river temperature and heat flux show the opposite changes in the southern and northern parts of Yenisei basin. The model simulations correspond well with observational data even for heavily disturbed river reaches. For example, they show unfrozen water with positive temperatures during the winter below large dams and reservoirs.       

The WBM was also applied to project changes in water temperature, discharge and heat flux up to 2100 for several SSPs and GCMs from CMIP6. In spite of heterogenous projected changes in these parameters across Yenisei basin, significant increases in discharge and heat flux to the Arctic Ocean are expected.

How to cite: Shiklomanov, A., Lammers, R., Prusevich, A., Panyushkina, I., and Meko, D.: Changes in river temperature, discharge and heat flux based on new observational data for Yenisei basin and modeling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9914, https://doi.org/10.5194/egusphere-egu23-9914, 2023.

EGU23-11159 | ECS | Orals | CL4.7

Causal model evaluation of Arctic-midlatitude process during the boreal cold season in CMIP6 

Evgenia Galytska, Katja Weigel, Dörthe Handorf, Ralf Jaiser, Raphael Köhler, Jakob Runge, and Veronika Eyring

Linked to increased sea ice loss, the Arctic region has warmed at least four times faster than the global average over the past 40 years. Mutual links between amplified Arctic warming with changes and variability in midlatitude weather have been discussed in several studies. Nevertheless, the lack of consistent conclusions between observations and model simulations obfuscates the interpretation behind the mechanisms of Arctic-midlatitude teleconnections. To contribute to the understanding of Arctic-midlatitude connections that occur in conditions of amplified Arctic warming, we applied causal discovery to analyse causal and contemporaneous links. Initially, we calculated causal dependencies for monthly mean ERA5 reanalysis data from the European Centre for Medium-Range Weather Forecasts (ECMWF) and Hadley Centre Sea Ice and Sea Surface Temperature among local and remote processes. Then, by comparing causal graphs detected in reanalyses data with a number of climate model historical simulations from the Coupled Model Intercomparison Project Phase 6 (CMIP6), we assessed the performance of climate models and evaluated the robustness of the observed Arctic-midlatitude connections in the current climate. By comparing causal graphs from the CMIP6 historical and Scenario Model Intercomparison Project (ScenarioMIP) we estimated future changes in Arctic-midlatitude teleconnections towards the end of the century. In this study, we focus on the differences in the mechanism of Arctic-midlatitude teleconnections that occur during the boreal cold season, i.e. early winter (October-November-December), winter (December-January-February), and late winter (January-February-March). In this study, we will present the major findings of Galytska et al., 2022 discussing how causal model evaluation helps to summarize major differences between causal interdependencies detected in observations and simulated by a number of climate models. Understanding these differences can be the basis for further improvement of the representation of Arctic-midlatitude teleconnections in climate models.

References. 

Evgenia Galytska, Katja Weigel, Dörthe Handorf, Ralf Jaiser, Raphael Köhler, Jakob Runge, and Veronika Eyring. Causal model evaluation of Arctic-midlatitude teleconnections in CMIP6. Authorea. October 06, 2022. DOI: 10.1002/essoar.10512569.1

 

How to cite: Galytska, E., Weigel, K., Handorf, D., Jaiser, R., Köhler, R., Runge, J., and Eyring, V.: Causal model evaluation of Arctic-midlatitude process during the boreal cold season in CMIP6, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11159, https://doi.org/10.5194/egusphere-egu23-11159, 2023.

EGU23-12377 | ECS | Posters on site | CL4.7

Thermodynamic assessment of simulations of the last deglaciation with an Earth system model of intermediate complexity 

Muriel Racky, Irene Trombini, Klaus Pfeilsticker, Nils Weitzel, and Kira Rehfeld

As we observe and expect severe changes in the Earth’ climate, the analyses of past climate state transitions is of major value for improving our Earth system understanding. Under this objective, the last deglaciation (~ 21 ka to 9 ka before present), the transition from the Last Glacial Maximum (LGM) to the Holocene, is an ideal case study. During this transition, the orbital configuration gradually changed and greenhouse gases have risen, which caused a sharp decline in northern hemisphere ice sheets and an increase in the global mean surface temperature.

We create an ensemble of deglaciation simulations with a modified version of the Planet Simulator, an Earth system model of intermediate complexity (EMIC). We produce single and combined forcing simulations for further investigation from a thermodynamic perspective. The response to the transiently changing radiative forcing is investigated in terms of energy and entropy budgets of the atmosphere. Here, we focus on the deglacial evolution of the material entropy production (MEP). Its contributions represent the strength of major climate features such as the kinetic energy generation rate, vertical and horizontal heat transport and the hydrological cycle. Preliminary results show an increase of the global mean MEP from the LGM to the Holocene because of a strengthening of the hydrological contribution. In contrast, the relative importance of kinetic energy dissipation and turbulent heat diffusion in the boundary layer decrease. Our work can provide the basis for investigating the MEP as a diagnostic quantity with other models and for other climate state transitions.

How to cite: Racky, M., Trombini, I., Pfeilsticker, K., Weitzel, N., and Rehfeld, K.: Thermodynamic assessment of simulations of the last deglaciation with an Earth system model of intermediate complexity, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12377, https://doi.org/10.5194/egusphere-egu23-12377, 2023.

EGU23-12939 | Orals | CL4.7

The contribution of Arctic marine heatwaves to the minimum sea ice extent as compound events 

Armineh Barkhordarian, David Nielsen, and Johanna Baehr

On the global scale, the frequency of marine heatwaves (MHWs) is projected to increase further in the twenty-first Century. In our earlier study we demonstrate that the high-impact major marine heatwaves over the northeast Pacific are co-located with a systematically-forced long-term warming pool, which we attribute to forcing by elevated greenhouse gases levels (GHG), and the recent industrial aerosol-load decrease (Barkhordarian et al., 2022).  In current study we show that the magnitude of Arctic MHWs has significantly increased since 2006, and has exceeded the pre-industrial climate bounds since then. We here perform statistical attribution methodologies, and provide a quantitative assessment of whether GHG forcing was necessary for the Arctic MHWs to occur, and whether it is a sufficient cause for such events to continue to repeatedly occur in the future.

The probability of necessary causation of Arctic MHWs intensity, increases with increasing the severity of MHWs, and saturate to 1.0 by the time MHWs intensity exceeds the 2°C, indicating that any MHWs over the Arctic with an intensity higher than 2°C is entirely attributable to the inclusion of GHG forcing. These amplified extreme MHWs in the Arctic have each been accompanied by a record decline in Arctic Sea ice, in particular in the years 2007, 2012, 2016 and 2020. Over the last decade, MHWs occur in the Arctic where sea ice melt in June is 4 %/year faster, the ice-free season is ~3 months longer, the ocean heat-uptake is 50 W/m2 higher, and the sea surface temperature is ~2°C warmer, in comparison with the previous decade. In autumn surface evaporation rate is increasing, the increased low clouds favor more sea ice melt via emitting stronger longwave radiation. In summary, prolonged Arctic marine heatwaves, triggered by faster early summer sea ice melt, will accelerate Arctic warming, and cause Arctic Sea ice extent to shrink even faster in the near future.

Barkhordarian, A., Nielsen, D.M. & Baehr, J. Recent marine heatwaves in the North Pacific warming pool can be attributed to rising atmospheric levels of greenhouse gases. Nature Communications Earth & Environment, 3, 131 (2022). https://doi.org/10.1038/s43247-022-00461-2

 

How to cite: Barkhordarian, A., Nielsen, D., and Baehr, J.: The contribution of Arctic marine heatwaves to the minimum sea ice extent as compound events, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12939, https://doi.org/10.5194/egusphere-egu23-12939, 2023.

EGU23-13091 | Posters on site | CL4.7

Emergent constraints on the future Arctic lapse-rate feedback 

Olivia Linke, Nicole Feldl, and Johannes Quaas

Arctic amplification (AA) is largely attributed to the effect of sea ice decline leading to greater surface solar absorption and further ice melt, and the vertical structure of the warming. The latter aspect evokes the positive lapse-rate feedback (LRF), which is commonly understood as an effect of stable stratification: The warming in the Arctic is particularly strong close to the surface, but muted aloft. This limits the outgoing long-wave radiative flux at the top-of-the-atmosphere (TOA) relative to vertically uniform warming.

We estimate the future Arctic LRF in 43 global climate models (GCMs) from the highest emission pathway SSP5 of CMIP6. The GCMs simulate a large spread of future AA (2-8 K above global warming) and Arctic LRF (1-4 K warming contribution) at the end of the century 2070-2099. Our work aims to identify emerging relationships between this spread and observable aspects of the current climate to ultimately narrow down the range of future Arctic climate predictions.

Previous studies have identified an emerging relationship for the surface-albedo feedback based on the observed seasonal cycle of Arctic sea ice. We similarly derive a positive relationship (r=0.70) between future and seasonal LRF, but due to its nature, no direct observation of the LRF exists. However, we find relationships between the future LRF and observable sea ice metrics, namely sea ice concentration, seasonality, extent and area. From these relationships, the sea ice concentration provides the strongest correlation (r=-0.76) for the area-averaged Arctic sea ice cover. This relationship implies a contribution of the LRF to future Arctic warming of approx. 2 K, which further relates to an AA of 4 K above global average at the end of the century.

We further emphasise the physical meaning behind our constraint: The negative emerging relationship implies that models with a lower Pan-Arctic sea ice concentration produce a larger LRF in the future. However, when dividing the entire sea ice area into regions of sea ice retreat (SIR) and persisting sea ice (PSI) in the future prediction, the relationship becomes positive over these two area-averaged regions. Thereby, the negative overall relationship is merely a result of the area-size distribution of SIR vs. PSI across the spread of model simulations. We conclude that while the Pan-Arctic perspective enables the emergent constraint, the physical meaning is hidden: A higher initial sea ice concentration produces a stronger positive Arctic LRF by setting the stage for greater sea ice retreat.

How to cite: Linke, O., Feldl, N., and Quaas, J.: Emergent constraints on the future Arctic lapse-rate feedback, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13091, https://doi.org/10.5194/egusphere-egu23-13091, 2023.

EGU23-14141 | Orals | CL4.7

Underestimation of Arctic warming trends in sub-seasonal forecasts 

Steffen Tietsche, Frederic Vitart, Michael Mayer, Antje Weisheimer, and Magdalena Balmaseda

The Arctic has warmed substantially over the last decades and will continue to do so owing to global warming in conjunction with polar amplification. The changing mean state poses many challenges to the construction, evaluation and calibration of subseasonal-to-seasonal forecasting systems, because it puts into question the representativeness of the system's retrospective forecasts (reforecasts). Furthermore, any inconsistencies with observed trends degrade the forecast skill and point to deficiencies in either the physical modelling or the initialization methods. Here, we assess the consistency of boreal winter trends of surface air temperature (SAT) in the Eurasian Arctic between the ERA5 reanalysis and ECMWF sub-seasonal reforecasts initialised from ERA5, for the 35-year period 1986-2021. We present methods to quantify robustness and importance of the observed trends, and to quantify the consistency of reforecast trends with these observed trends. We find that, in large parts of the marine Arctic, the reforecasts clearly underestimate the reanalsyis warming trend of about 1 K per decade at lead times beyond two weeks. For longer lead times, the reforecast trend is less than half of the reanalysis trend, with very high statistical significance. We present a series of numerical experiments to investigate potential reasons for the trend underestimation. These concern the sea-ice thermodynamic coupling to the atmosphere, impact of sea surface temperatures, and possible remote atmospheric influences from the North Atlantic and the Tropics. The outcome of these experiments provides guidance for future improvements in the physical forecast model and data assimilation methods needed to faithfully represent and predict Arctic climate variability and change.

How to cite: Tietsche, S., Vitart, F., Mayer, M., Weisheimer, A., and Balmaseda, M.: Underestimation of Arctic warming trends in sub-seasonal forecasts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14141, https://doi.org/10.5194/egusphere-egu23-14141, 2023.

EGU23-14470 | Posters on site | CL4.7

A first look at the new PolarRES ensemble of polar regional climate model storylines to 2100 

Ruth Mottram, Priscilla Mooney, and Jose Abraham Torres and the PolarRES Consortium

The Horizon 2020 project PolarRES is coordinating a large international consortium of regional climate modelling groups in building a new ensemble of regional climate projections out to 2100. The ensemble is built at very high resolution (~12km) and using common domains, and set-ups to give directly comparable model outputs. At the same time, all regional climate models have been upgraded to a next-generation set-up, producing an ensemble of unprecedented sophistication.

We use a storyline approach, focused on Arctic amplification and cyclones in the northern hemisphere and Southern Annular Mode variability in Antarctica, to select global climate models for forcing on the boundaries. Each regional climate modelling group will downscale ERA5 and multiple global climate models. The data produced from these simulations will be used to improve process understanding under present and future conditions as well as to identify impacts of climate change in the polar regions.

Here, we present the experimental protocol developed in PolarRES and give details of the different regional climate models used, their setup, processes and domains as well as an overview of the outputs and planned applications. We show preliminary analysis of hindcast outputs to assess the performance of the ensemble. We invite other regional climate modelling groups outside the PolarRES consortium to consider using the same CORDEX -compatible model set-up and we are happy to receive suggestions of further spin-off studies or requests for collaboration.

 

How to cite: Mottram, R., Mooney, P., and Torres, J. A. and the PolarRES Consortium: A first look at the new PolarRES ensemble of polar regional climate model storylines to 2100, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14470, https://doi.org/10.5194/egusphere-egu23-14470, 2023.

EGU23-15746 | Orals | CL4.7

Simulating oceanic mesoscale eddy dynamics: A comparison of novel parameterizations and energy diagnostics and their impact on the global ocean circulation 

Stephan Juricke, Sergey Danilov, Marcel Oliver, Anton Kutsenko, and Kai Bellinghausen

In this study, we present a variety of parameterizations for simulating ocean eddy dynamics including novel viscous and kinetic energy backscatter closures. Their effect is analyzed using new diagnostics that allow for application on unstructured meshes.

Ocean mesoscale eddy dynamics play a crucial role for large-scale ocean currents as well as for the variability in the ocean and climate. The interactions between eddies and the mean flow affect strength, position and variations of ocean currents. Mesoscale eddies have a substantial impact on oceanic heat transport and the coupling between the atmosphere and ocean. However, at so-called eddy-permitting model resolutions around ¼°, eddy kinetic energy and variability is often substantially underestimated due to excessive dissipation of energy. Despite ever-increasing model resolutions, eddy-permitting simulations will still be used in uncoupled and coupled climate and Earth system simulations for years to come.

To improve the presentation of eddy dynamics in such resolution regimes, we present and systematically compare a set of viscous and kinetic energy backscatter parameterization with different complexity. These schemes are implemented in the unstructured grid, finite volume ocean model FESOM2 and tested in both idealized channel and global ocean simulations. We show that kinetic energy backscatter and adjusted viscosity parameterizations can alleviate some of the substantial eddy related biases, for example biases in sea surface height variability, mean currents and in water mass properties. We then further analyze the effect of these schemes on energy and dissipation spectra using new diagnostics that can be extended to the unstructured grid used by FESOM2. The rigorous intercomparison allows to make informed decisions on which schemes are the most suitable for a given application, considering the complexity of the schemes, their computational costs, their adaptability to various model resolutions and any simulation improvements related to a specific scheme. We will show that novel viscous and kinetic energy backscatter schemes outperform previously used, classical viscous closures. Furthermore, when compared to higher resolution simulations, they are computationally less expensive but achieve similar results.

How to cite: Juricke, S., Danilov, S., Oliver, M., Kutsenko, A., and Bellinghausen, K.: Simulating oceanic mesoscale eddy dynamics: A comparison of novel parameterizations and energy diagnostics and their impact on the global ocean circulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15746, https://doi.org/10.5194/egusphere-egu23-15746, 2023.

The future evolution of the West Antarctic Ice Sheet (WAIS) will strongly influence the global sea-level rise in the coming decades. Ice shelf melting in that sector is partly controlled by the low-pressure system located off the West Antarctic coast, namely the Amundsen Sea Low (ASL). When the ASL is deep, an overall increase in ice shelf melting is noticed. Because of the sparse observational network and the strong internal variability, our understanding of the long-term climate changes in the atmospheric circulation is limited, and therefore its impact on ice melting as well. Among all the processes involved in the West Antarctic climate variability, an increasing number of studies have pointed out the strong impact of the climate in the tropical Pacific. However, most of those studies focus on the past decades, which prevents the analysis of the role of the multi-decadal tropical variability on the West Antarctic climate. Here, we combine annually-resolved paleoclimate records, in particular ice core and coral records, and the physics of climate models through paleoclimate data assimilation to provide a complete spatial multi-field reconstruction of climate variability in the tropics and Antarctic. This allows for studying both the year-to-year and multi-decadal variability of the tropical-Antarctic teleconnections. As data assimilation provides a climate reconstruction that is dynamically constrained, the contribution of the tropical variability on the West Antarctic climate changes can be directly assessed. Our results indicate that climate variability in the tropical Pacific is the main driver of ASL variability at the multi-decadal time scale, with a strong link to the Interdecadal Pacific Oscillation (IPO). However, the deepening of the Amundsen Sea Low over the 20th century cannot be explained by tropical climate variability. By using large ensembles of climate model simulations, our analysis suggests anthropogenic forcing as the primary driver of this 20th century ASL deepening. In summary, the 20th century ASL deepening is explained by the forcing, but the multi-decadal variability related to the  IPO is superimposed on this long-term trend.

How to cite: Dalaiden, Q., Abram, N., and Goosse, H.: Tropical Pacific variability and anthropogenic forcing are the key drivers of the West Antarctic atmospheric circulation variability over the 20th century, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-683, https://doi.org/10.5194/egusphere-egu23-683, 2023.

EGU23-991 | Orals | CR3.2

Future irreversible loss of Thwaites Glacier relative to global warming 

Emilia Kyung Jin, In-Woo Park, Hyun Joo Lee, and Won Sang Lee

The speed of West Antarctic melting is a very important factor in determining the degree of future global sea level rise. Loss of the Thwaites glacier due to global warming will have various regime changes in line with changes in the Earth system. The basal melting as a result of ocean warming can cause loss at an inhomogeneous rate across the underlying topography and overlying ice volume, while the change in precipitation from snow to rain as atmospheric warming can accelerate surface melting and trigger the irreversible loss.  

In this study, the ISSM model was driven with the ocean and atmospheric forcings obtained from the CMIP6 earth system model results, and future prediction experiments were performed until 2300. As a result, the accelerated period of melting of the Thwaites glacier related with forcings and the period of irreversible loss according to the structural characteristics and degree of warming are investigated. The mechanisms and timing that cause rapid ice loss are analyzed and the tipping point at which irreversible losses are triggered has been proposed as a function of warming.

How to cite: Jin, E. K., Park, I.-W., Lee, H. J., and Lee, W. S.: Future irreversible loss of Thwaites Glacier relative to global warming, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-991, https://doi.org/10.5194/egusphere-egu23-991, 2023.

EGU23-1329 | ECS | Orals | CR3.2

Characterizing the influence of idealized atmospheric forcings on firn using the SNOWPACK firn model 

Megan Thompson-Munson, Jennifer Kay, and Bradley Markle

The porous layer of snow and firn that blankets ice sheets can store meltwater and buffer an ice sheet’s contribution to sea level rise. A warming climate threatens this buffering capacity and will likely lead to depletion of the air-filled pore space, known as the firn air content. The timing and nature of the firn’s response to climate change is uncertain. Thus, understanding how the firn may evolve in different climate scenarios remains important. Here we use a one-dimensional, physics-based firn model (SNOWPACK) to simulate firn properties over time. To force the model, we generate idealized, synthetic atmospheric datasets that represent distinct climatologies on the Antarctic and Greenland Ice Sheets. The forcing datasets include temperature, precipitation, humidity, wind speed and direction, shortwave radiation, and longwave radiation, which SNOWPACK uses as input to simulate a firn column through time. We perturb the input variables to determine how firn properties respond to the perturbation, and how long it takes for those properties to reach a new equilibrium. We explore how different combinations of perturbations impact the firn to assess the effects of, for example, a warmer and wetter climate versus a warmer and drier climate. The firn properties of greatest interest are the firn air content, liquid water content, firn temperature, density, and ice slab content since these quantities help define the meltwater storage capacity of the firn layer. In our preliminary analysis, we find that with a relatively warm and wet base climatology representative of a location in southern Greenland, increasing the air temperature by 1 K yields a 48% decrease in firn air content and a 3% increase in the deep firn temperature 100 years after the perturbation. SNOWPACK also simulates near-surface, low-permeability ice slabs that inhibit potential meltwater storage in deeper firn. Conversely, decreasing the air temperature by 1 K yields a 7% increase in firn air content and a <1% decrease in the deep firn temperature in the same amount of time. In this scenario, the effects of warming are more extreme and have more adverse impacts on the firn’s meltwater storage capacity when compared to cooling. This work highlights the sensitivity of the firn to changing atmospheric variables and provides a framework for estimating the timescales and magnitude of firn responses to a changing climate.

How to cite: Thompson-Munson, M., Kay, J., and Markle, B.: Characterizing the influence of idealized atmospheric forcings on firn using the SNOWPACK firn model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1329, https://doi.org/10.5194/egusphere-egu23-1329, 2023.

EGU23-3405 | ECS | Orals | CR3.2

Disentangling the drivers of future Antarctic ice loss with a historically-calibrated ice-sheet model 

Violaine Coulon, Ann Kristin Klose, Christoph Kittel, Ricarda Winkelmann, and Frank Pattyn

Recent observations show that the Antarctic ice sheet is currently losing mass at an accelerating rate in areas subject to high sub-shelf melt rates. The resulting thinning of the floating ice shelves reduces their ability to restrain the ice flowing from the grounded ice sheet towards the ocean, hence raising sea level by increased ice discharge. Despite a relatively good understanding of the drivers of current Antarctic mass changes, projections of the Antarctic ice sheet are associated with large uncertainties, especially under high‐emission scenarios. This uncertainty may notably be explained by unknowns in the long-term impacts of basal melting and changes in surface mass balance. Here, we use an observationally-calibrated ice-sheet model to investigate the future trajectory of the Antarctic ice sheet until the end of the millennium related to uncertainties in the future balance between sub-shelf melting and ice discharge on the one hand, and the changing surface mass balance on the other. Our large ensemble of simulations, forced by a panel of CMIP6 climate models, suggests that the ocean will be the main driver of short-term Antarctic mass loss, triggering ice loss in the West Antarctic ice sheet (WAIS) already during this century. Under high-emission pathways, ice-ocean interactions will result in a complete WAIS collapse, likely completed before the year 2500 CE, as well as significant grounding-line retreat in the East Antarctic ice sheet (EAIS). Under a more sustainable socio-economic scenario, both the EAIS and WAIS may be preserved, though the retreat of Thwaites glacier appears to be already committed under present-day conditions. We show that with a regional near-surface warming higher than +7.5°C, which may occur by the end of this century under unabated emission scenarios, major ice loss is expected as the increase in surface runoff outweighs the increase in snow accumulation, leading to a decrease in the mitigating role of the ice sheet surface mass balance.

How to cite: Coulon, V., Klose, A. K., Kittel, C., Winkelmann, R., and Pattyn, F.: Disentangling the drivers of future Antarctic ice loss with a historically-calibrated ice-sheet model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3405, https://doi.org/10.5194/egusphere-egu23-3405, 2023.

EGU23-4042 | Posters on site | CR3.2

Experimental design for the the 2nd marine ice sheet and ocean model intercomparison project (MISOMIP2) 

Nicolas Jourdain, Jan De Rydt, Yoshihiro Nakayama, Ralph Timmermann, and Mathias Van Caspel

The 2nd Marine Ice Sheet and Ocean Model Intercomparison Project (MISOMIP2) is a natural progression of previous and ongoing model intercomparison exercises that have focused on the simulation of ice-sheet--ocean processes in Antarctica. The previous exercises motivate the move towards more realistic configurations and more diverse model parameters and resolutions. The first objective of MISOMIP2 is to investigate the robustness of ocean and ocean--ice-sheet models in a range of Antarctic environments, through comparisons to interannual observational data. We will assess the status of ocean--ice-sheet modelling as a community and identify common characteristics of models that are best able to capture observed features. As models are highly tuned based on present-day data, we will also compare their sensitivity to abrupt atmospheric perturbations leading to either very warm or slightly warmer ocean conditions than present-day. The approach of MISOMIP2 is to welcome contributions of models as they are, but we request standardised variables and common grids for the outputs. There will be two target regions, the Amundsen Sea and the Weddell Sea, chosen because they describe two extremely different ocean environments and have been relatively well observed compared to other parts of Antarctica. An observational "MIPkit" is provided to evaluate ocean and ice sheet models in these two regions.

How to cite: Jourdain, N., De Rydt, J., Nakayama, Y., Timmermann, R., and Van Caspel, M.: Experimental design for the the 2nd marine ice sheet and ocean model intercomparison project (MISOMIP2), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4042, https://doi.org/10.5194/egusphere-egu23-4042, 2023.

EGU23-6642 | ECS | Orals | CR3.2

Snow evolution through the Last Interglacial with a multi-layer snow model 

Thi Khanh Dieu Hoang, Aurélien Quiquet, Christophe Dumas, and Didier M. Roche

The Last Interglacial period (LIG), which occurred approximately between 130 and 116 kyr BP, is characterized by similar/warmer temperatures and higher sea levels compared to the present-day conditions due to the orbital variation of the Earth. Hence, the period provides insights into the behavior of the Earth's system components under stable and prolonged warm climates and their subsequent evolution into a glacial state. 

To better understand the ice sheet's surface mass balance that ultimately drives the advance and retreat of ice-sheets, we study the snow cover changes in the Northern Hemisphere during the LIG. In order to do so, we used BESSI (BErgen Snow Simulator), a physical energy balance model with 15 vertical snow layers and high computational efficiency, to simulate the snowpack evolution. First, BESSI was validated using the regional climate model MAR (Modèle Atmosphérique Régional) as forcing and benchmark for snow cover over the Greenland and Antarctica Ice Sheets under present-day climate. Using two distinct ice sheet climates helps constrain the different processes in place (e.g., albedo and surface melt for Greenland and sublimation for Antarctica). 

For the LIG simulations, the latest version of an Earth system model of intermediate complexity iLOVECLIM was used to force BESSI in different time slices to fully capture the snow evolution in the Northern Hemisphere throughout this period. Impacts of the downscaling component of iLOVECLIM, which provides higher resolution data and accounts for the influences of the topography, on BESSI performance are also discussed.  

The results show that BESSI performs well compared to MAR for the present-day climate, even with a less complex model set-up. Through the LIG, with the ability to model the snow compaction, the change of snow density and snow depth, BESSI simulates the snow cover evolution in the studied area better than the simple snow model (bucket model) included in iLOVECLIM. 

The findings suggest that BESSI can provide a more physical surface mass balance scheme to ice sheet models such as GRISLI of iLOVECLIM to improve simulations of the ice sheet - climate interactions.  

How to cite: Hoang, T. K. D., Quiquet, A., Dumas, C., and Roche, D. M.: Snow evolution through the Last Interglacial with a multi-layer snow model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6642, https://doi.org/10.5194/egusphere-egu23-6642, 2023.

EGU23-7020 | ECS | Orals | CR3.2

Uncertainties in Greenland ice sheet evolution and related sea-level projections until 2100 

Charlotte Rahlves, Heiko Goelzer, Petra Langebroek, and Andreas Born

The Greenland ice sheet is currently one of the main contributors to sea-level rise and mass loss from the ice sheet is expected to continue under increasing Arctic warming. Since sea-level rise is threatening coastal communities worldwide, reducing uncertainties in projections of future sea-level contribution from the Greenland ice sheet is of high importance. In this study we address the response of the ice sheet to future climate change. We determine rates of sea-level contribution that can be expected from the ice sheet until 2100 by performing an ensemble of standalone ice sheet simulations with the Community Ice Sheet Model (CISM). The ice sheet is initialized to resemble the presently observed geometry by inverting for basal friction. We examine a range of uncertainties, associated to stand alone ice sheet modeling by prescribing forcing from various global circulations models (GCMs) for different future forcing scenarios (shared socioeconomic pathways, SSPs). Atmospheric forcing is downscaled with the regional climate model MAR. The response of marine terminating outlet glaciers to ocean forcing is represented by a retreat parameterization and sampled by considering different sensitivities. Furthermore, we investigate how the initialization of the ice sheet with forcing from different global circulation models affects the projected rates of sea-level contribution. In addition, sensitivity of the results to the grid spacing of the ice sheet model is assessed. The observed historical mass loss is generally well reproduced by the ensemble. The projections yield a sea-level contribution in the range of 70 to 230 mm under the SSP5-8.5 scenario until 2100. Climate forcing constitutes the largest source of uncertainty for projected sea-level contribution, while differences due to the initial state of the ice sheet and grid resolution are minor.

 

 

How to cite: Rahlves, C., Goelzer, H., Langebroek, P., and Born, A.: Uncertainties in Greenland ice sheet evolution and related sea-level projections until 2100, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7020, https://doi.org/10.5194/egusphere-egu23-7020, 2023.

The precession of the equinoxes has a strong influence on the intensity of summer insolation according to most metrics and we would therefore expect the 23-Kyr and 19-Kyr precession cycles to be strongly reflected in our records of global ice volume, if summer insolation is indeed important for pacing glacial-interglacial cycles as proposed by Milutin Milankovitch. Instead, the precession signal is reduced in amplitude compared with the obliquity cycle in the Late Pleistocene, and in the Early Pleistocene (EP) precession appears completely absent in the δ18O stack. For this reason, the ‘40-Kyr world’ of the EP has been referred to as Milankovitch's other unsolved mystery. Indeed, numerous models of the Northern Hemisphere (NH) ice sheets simulated across the Plio-Pleistocene predict both a strong precessional and obliquity variability during the EP, at odds with the δ18O record. This points to the possibility of a dynamic Antarctic Ice Sheet in the EP that varied out-of-phase with the NH ice sheets at the precession period. In the original theory proposed by Raymo et al., (2006), from 3 to 1 Ma the East Antarctic Ice Sheet may have been land-terminating between 70S to 65S and sensitive to local summer insolation forcing. As precession is out-of-phase between the hemispheres, these variations could be cancelled out in globally integrated proxies of sea-level, concealing the true precession variability of both hemispheres in the marine sediment record. While studies have demonstrated  that precession-driven variations of the Antarctic Ice Sheet could cancel out NH variations in the deep-ocean record, no studies have investigated the actual feasibility of strong precession variability of the Antarctic Ice Sheet in the EP driven by local summer insolation, and whether it would have the magnitudes necessary to offset larger variations of the NH ice sheets. The question remains under what CO2 concentrations and orbital configuration can the East Antarctic Ice Sheet realistically be sensitive to local summer insolation forcing and possibly deglaciated from 70S to 65S, as postulated by Raymo et al. (2006). Can this produce the 10-30 m of sea-level necessary to offset NH variations in ice volume? To investigate the feasibility for anti-phased precession variability between the NH ice sheets and Antarctica in the EP, we use a zonally-averaged energy balance model coupled to a 1-D ice sheet model of a northern and southern hemisphere ice sheet, forced by atmospheric CO2 concentrations and daily insolation fields. The model will simulate glacial cycles across the Quaternary for different CO2 scenarios and determine whether anti-phased precessional cycles in ice volume between the hemispheres is a viable mechanism to explain the 40-Kyr world found in the δ18O record.

How to cite: Gunning, D.: Investigating precession cancellation across the MPT using a zonally averaged energy balance model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7385, https://doi.org/10.5194/egusphere-egu23-7385, 2023.

EGU23-7422 | ECS | Orals | CR3.2 | Highlight

(Ir)reversibility of future Antarctic mass loss on multi-millennial timescales 

Ann Kristin Klose, Violaine Coulon, Frank Pattyn, and Ricarda Winkelmann

Given the potentially high magnitudes and rates of future warming, the long-term evolution of the Antarctic Ice Sheet is highly uncertain. While recent projections under Representative Concentration Pathway 8.5 estimate the Antarctic sea-level contribution by the end of this century between -7.8 cm and 30.0 cm sea-level equivalent (Seroussi et al., 2020), sea-level might continue to rise for millennia to come due to ice sheet inertia, resulting in a substantially higher long-term committed sea-level change. In addition, potentially irreversible ice loss due to several self-amplifying feedback mechanisms may be triggered within the coming centuries, but evolves thereafter over longer timescales depending on the warming trajectory. It is therefore necessary to account for the timescale difference between forcing and ice sheet response in long-term sea-level projections by (i) determining the resulting gap between transient and committed sea-level contribution with respect to changing boundary conditions, (ii) testing the reversibility of large-scale ice sheet changes, as well as (iii) exploring the potential for safe overshoots of critical thresholds when reversing climate conditions from enhanced warming to present-day.

Here, we assess the sea-level contribution from mass balance changes of the Antarctic Ice Sheet on multi-millennial timescales, as well as ice loss reversibility. The Antarctic sea-level commitment is quantified using the Parallel Ice Sheet Model (PISM) and the fast Elementary Thermomechanical Ice Sheet (f.ETISh) model by fixing forcing conditions of warming trajectories from state-of-the-art climate models available from the sixth phase of the Coupled Model Intercomparison Project (CMIP6) at regular intervals in time. The ice sheet then evolves for several millennia under constant climate conditions. Finally, the climate forcing is reversed to present-day starting from different stages of ice sheet decline to test for the reversibility of ice loss.

Our results suggest that the Antarctic Ice Sheet may be committed to a strong grounding-line retreat or even a collapse of the West Antarctic Ice Sheet when keeping climate conditions constant at warming levels reached during this century. Fixing climate conditions later in time may additionally trigger a substantial decline of the East Antarctic Ice Sheet. We show that the reversibility of Antarctic ice loss as well as the potential for safe overshoots strongly depend on the timing of the reversal of the forcing.

How to cite: Klose, A. K., Coulon, V., Pattyn, F., and Winkelmann, R.: (Ir)reversibility of future Antarctic mass loss on multi-millennial timescales, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7422, https://doi.org/10.5194/egusphere-egu23-7422, 2023.

EGU23-7507 | ECS | Posters on site | CR3.2

The influence of temperature variability on the Greenland ice sheet 

Mikkel Lauritzen, Guðfinna Aðalgeirsdóttir, Nicholas Rathmann, Aslak Grinsted, Brice Noël, and Christine Hvidberg

The projected contribution of the Greenland ice sheet to sea-level rise in response to future warming relies upon the state of the present-day ice sheet, and one of the main contributors to uncertainties in projections is due to uncertainties in the initial state of the simulated ice sheet. A previous study showed that including the inter-annual climate variability in an idealized ice sheet model leads to an increased mass loss rate, but the effect on the Greenland ice sheet is not known. Here we present a study using the PISM model to quantify the influence of inter-annual variability in climate forcing on the Greenland ice sheet. 
We construct an ensemble of climate-forcing fields that account for inter-annual variability in temperature using reanalysis data products from RACMO and NOAA-CIRES, and we investigate the steady state and the sensitivity of the simulated Greenland ice sheet under these different scenarios.
We find that the steady state volume decreases by 0.24-0.38% when forced with a variable temperature forcing compared to a constant temperature forcing, corresponding to 21.7±5.0 mm of sea level rise, and the response to abrupt warming is 0.03-0.21 mm SLE a-1 higher depending on climate scenario. The northern basins are particularly sensitive with a change in volume of 1.2-0.9%. Our results emphasize the importance of including climate variability in projections of future mass loss.

How to cite: Lauritzen, M., Aðalgeirsdóttir, G., Rathmann, N., Grinsted, A., Noël, B., and Hvidberg, C.: The influence of temperature variability on the Greenland ice sheet, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7507, https://doi.org/10.5194/egusphere-egu23-7507, 2023.

EGU23-7553 | ECS | Orals | CR3.2

Examining Possible Retreat Scenarios for the Greenland Ice Sheet during the MIS-11c Interglacial 

Brian Crow, Lev Tarasov, Matthias Prange, and Michael Schulz

The interglacial period spanning ca. 423 to 398 ka and known as Marine Isotope Stage (MIS) 11c has been the subject of much study, due largely to the unique evolution of global temperatures, greenhouse gas levels, and sea levels relative to other interglacials of the late Pleistocene. Particularly concerning is some geological evidence and prior modeling studies which have suggested that a large majority of the Greenland ice sheet (GrIS) disappeared during this period, despite global mean air temperatures only modestly higher than those of the preindustrial period. However, uncertainty is high as to the extent and spatiotemporal evolution of this melt due to a dearth of direct geological constraints. Our study therefore endeavors to better constrain these large uncertainties by using spatiotemporally interpolated climate forcing from CESM v1.2 time slice simulations and an ensemble of ice sheet model parameter vectors derived from a GrIS history matching over the most recent glacial cycle from the Glacial Systems Model (GSM). The use of different ice sheet initialization states from simulations of the previous glacial-interglacial transition helps to capture the large initial condition uncertainty. Two different regional present-day climate modeling datasets are utilized for anomaly correction of CESM precipitation and temperature fields. 

Preliminary analysis indicates that the most robust retreat across most ensemble members happens in the northern, western, and central portions of the ice sheet, while the higher terrain of the south and east retain substantial amounts of ice. This is broadly consistent with indications that ice may have survived the MIS-11c interglacial at the Summit ice core location, but not at DYE-3. Simulations indicate a maximum MIS-11c sea level contribution from the GrIS centered between 408 and 403 ka, with minimum GrIS volumes reaching between 25% and 70% of modern-day values. In part due to the prior constraint of ice-sheet model ensemble parameters from history matching, ensemble parameters controlling downscaling and climate forcing bias correction are the largest parametric sources of output variance in our simulations.  Though CESM uncertainties are unassessed in this study, it is likely they dominate given that the choice of present-day reference temperature climatology for anomaly correction of the climate model output has the largest effect on the GrIS melt response in our simulations.

How to cite: Crow, B., Tarasov, L., Prange, M., and Schulz, M.: Examining Possible Retreat Scenarios for the Greenland Ice Sheet during the MIS-11c Interglacial, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7553, https://doi.org/10.5194/egusphere-egu23-7553, 2023.

EGU23-7920 | ECS | Orals | CR3.2

The Divergent Futures of Greenland Surface Mass Balance Estimates from Different Regional Climate Models 

Quentin Glaude, Brice Noel, Martin Olesen, Fredrik Boberg, Michiel van den Broeke, Ruth Mottram, and Xavier Fettweis

Arctic amplification is causing global warming to have a more intense impact on arctic regions, with consequences on the surface mass balance and glacier coverage of Greenland. The glaciers of Greenland are also shrinking, contributing to sea level rise as well. Projecting the future evolution of these changes is crucial for understanding the likely impacts of climate change on sea level rise.

In this study, we compared three state-of-the-art Regional Climate Models (RCMs) (MAR, RACMO, and HIRHAM) using a common grid and forcing data from Earth System Models to assess their ability to project future changes in Greenland's surface mass balance up to 2100. We also considered the impact of different Earth System Models and Shared Socioeconomic Pathways.

The results of this comparison showed significant differences in the projections produced by these different models, with a factor-2 difference in mass loss between MAR and RACMO on cumulative Surface Mass Balance anomalies. These differences are important as RCMs are often used as inputs for ice sheet models, which are used to make predictions about sea level rise. Furthermore, we aim to investigate the causes of these differences, as understanding them will be key to improving the accuracy of sea level rise projections.

The uncertainty of the RCMs projections are translated into uncertainties in Sea-Level-Rise projections. The results presented here open the door for deeper investigations in the climate modeling community and the physical reasons linked to these divergences. Our study highlighted the importance of continued research and development of RCMs to better understand the physics implemented in these models and ultimately improve the accuracy of future sea level rise projections.

How to cite: Glaude, Q., Noel, B., Olesen, M., Boberg, F., van den Broeke, M., Mottram, R., and Fettweis, X.: The Divergent Futures of Greenland Surface Mass Balance Estimates from Different Regional Climate Models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7920, https://doi.org/10.5194/egusphere-egu23-7920, 2023.

EGU23-8341 | Orals | CR3.2 | Highlight

Antarctic Ice Sheet tipping points in the last 800,000 years 

David Chandler, Petra Langebroek, Ronja Reese, Torsten Albrecht, and Ricarda Winkelmann

Stability of the Antarctic Ice Sheet in the present-day climate, and in future warming scenarios, is of growing concern as increasing evidence points towards the prospect of irreversible ice loss from the West Antarctica Ice Sheet (WAIS) with little or no warming above present. Here, in transient ice sheet simulations for the last 800,000 years (9 glacial-interglacial cycles), we find evidence for strong hysteresis between ice volume and ocean temperature forcing through each glacial cycle, driven by rapid WAIS collapse and slow recovery. Additional equilibrium simulations at several climate states show this hysteresis does not arise solely from the long ice sheet response time, instead pointing to consistent tipping-point behaviour in the WAIS. Importantly, WAIS collapse is triggered when continental shelf bottom water is maintained above a threshold of 0 to 0.25°C above present, and there are no stable states for the WAIS in conditions warmer than present. Short excursions to warmer temperatures (marine isotope stage 7) may not initiate collapse (‘borrowed time’), while the more sustained interglacials (stages 11, 9, 5e) demonstrate an eventual WAIS collapse. Cooling of ca. 2°C below present-day is then required to initiate recovery. Despite the differing climatic characteristics of each glacial cycle, consistency between both the transient and equilibrium behaviour of the ice sheet through several cycles shows there is some intrinsic predictability at millennial time scales, supporting the use of Pleistocene ice sheet simulations and geological evidence as constraints on likely future behaviour.

How to cite: Chandler, D., Langebroek, P., Reese, R., Albrecht, T., and Winkelmann, R.: Antarctic Ice Sheet tipping points in the last 800,000 years, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8341, https://doi.org/10.5194/egusphere-egu23-8341, 2023.

EGU23-8690 | ECS | Orals | CR3.2

Antarctic sensitivity to oceanic melting parameterizations 

Antonio Juárez-Martínez, Javier Blasco, Marisa Montoya, Jorge Alvarez-Solas, and Alexander Robinson

Ice in Antarctica has been experiencing dramatic changes in the last decades. These variations have consequences in terms of sea level, which could have an impact on human societies and life on the planet in the future. The Antarctic Ice Sheet (AIS) could become the main contributor to sea-level rise in the coming centuries, but there is a great uncertainty associated with its contribution, which is due in part to the complexity of the coupled ice-ocean processes. In this study we investigate the contribution of the AIS to sea-level rise in the coming centuries in the context of the Ice Sheet Model Intercomparison Project (ISMIP6), but covering a range beyond 2100, using the higher-order ice-sheet model Yelmo. We test the sensitivity of the model  to basal melting parameters using several forcings and scenarios for the atmosphere and ocean, obtained from different GCM models. The results show a strong  dependency on variations of the parameter values of the basal melting laws and also on the forcing that is chosen. Higher values of the heat exchange velocity between ice and ocean lead to higher sea-level rise, varying the contribution depending on the forcing. Ice-ocean interactions therefore can be expected to contribute significantly to the uncertainty associated with the future evolution of the AIS.

 

How to cite: Juárez-Martínez, A., Blasco, J., Montoya, M., Alvarez-Solas, J., and Robinson, A.: Antarctic sensitivity to oceanic melting parameterizations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8690, https://doi.org/10.5194/egusphere-egu23-8690, 2023.

EGU23-8853 | ECS | Orals | CR3.2

Sensitivity of Heinrich events to boundary forcing perturbations in a coupled ice sheet-solid Earth model 

Clemens Schannwell, Uwe Mikolajewicz, Marie Kapsch, and Florian Ziemen

Heinrich events are one of the prominent signals of glacial climate variability. They are characterised as abrupt, quasi-periodic episodes of ice-sheet instabilities during which large numbers of icebergs are released from the Laurentide ice sheet. These events affect the evolution of the global climate by modifying the ocean circulation through the addition of freshwater and the atmospheric circulation through changes in ice-sheet height. However, the mechanisms controlling the timing and occurrence of Heinrich events remain enigmatic to this day. Here, we present simulations with a coupled ice-sheet solid Earth model that aim to quantify the importance of different boundary forcings for the timing of Heinrich events. We focus the analysis on two prominent ice streams of the Laurentide ice sheet with the land-terminating Mackenzie ice stream and the marine-terminating Hudson ice stream. Our simulations identify different surge characteristics for the Mackenzie ice stream and the Hudson ice stream. Despite their different glaciological and climatic settings, both ice streams exhibit responses of similar magnitude to perturbations to the surface mass balance and the geothermal heat flux. However, Mackenzie ice stream is more sensitive to changes in the surface temperature. Changes to the ocean temperature and the global sea level have a negligible effect on the timing of Heinrich events in our simulations for both ice streams. We also show that Heinrich events for both ice streams only occur in a certain parameter space. Transitioning from an oscillatory Heinrich event state to a persistent streaming state can lead to an ice volume loss of up to 30%. Mackenzie ice stream is situated in a climate that is particularly close to this transition point, underlining the potential of the ice stream to have contributed to prominent abrupt climate events during glacial-interglacial transitions.

How to cite: Schannwell, C., Mikolajewicz, U., Kapsch, M., and Ziemen, F.: Sensitivity of Heinrich events to boundary forcing perturbations in a coupled ice sheet-solid Earth model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8853, https://doi.org/10.5194/egusphere-egu23-8853, 2023.

EGU23-8973 | ECS | Posters on site | CR3.2

How does the Greenland ice sheet respond on a medium-term time scale to various levels of warming? 

Alison Delhasse, Johanna Beckmann, and Christoph Kittel

The Greenland ice sheet is considered as one of the main causes of sea level rise (SLR) at the end of the 21st century. But what if it is already too late to reverse the loss of ice from the Greenland ice sheet? The mass balance (MB) resulting from the coupling between the Regional Atmospheric Model (MAR, ULiège) and the Parallel Ice Sheet Model (PISM, PIK) over Greenland following the CESM2 ssp585 climate indicates that even if we stop the CESM2 warming in 2100 and continue with a +7°C climate until 2200 with respect to the reference period (1961-1990), the GrIS continues to lose mass up to a contribution equivalent to 60 cm of SLR in 2200. From this coupling experiment, we ran several coupled simulations by stabilizing the warming at different thresholds (+ 1, 2, 3, ... °C) with respect to our reference period in order to highlight a kind of tipping point of the ice sheet with respect to atmospheric warming. Other experiments have been launched by reversing the climate imposed by CESM2 from 2100 to 2000, for example, with the aim of identifying whether the GrIS could gain ice mass again with a climate as warm as the present one.

How to cite: Delhasse, A., Beckmann, J., and Kittel, C.: How does the Greenland ice sheet respond on a medium-term time scale to various levels of warming?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8973, https://doi.org/10.5194/egusphere-egu23-8973, 2023.

EGU23-9449 | Posters on site | CR3.2

Interactive coupling of the Antarctic Ice Sheet and the global ocean 

Moritz Kreuzer, Willem Huiskamp, Torsten Albrecht, Stefan Petri, Ronja Reese, Georg Feulner, and Ricarda Winkelmann

Increased sub-shelf melting and ice discharge from the Antarctic Ice sheet has both regional and global impacts on the ocean and the overall climate system. Additional meltwater, for example, can reduce the formation of Antarctic Bottom Water, potentially affecting the global thermohaline circulation. Similarly, increased input of fresh and cold water around the Antarctic margin can lead to a stronger stratification of coastal waters, and a potential increase in sea-ice formation, trapping warmer water masses below the surface, which in turn can lead to increased basal melting of the ice shelves.

So far these processes have mainly been analysed in simple unidirectional cause-and-effect experiments, possibly neglecting important interactions and feedbacks. To study the long-term and global effects of these interactions, we have developed a bidirectional offline coupled ice-ocean model framework. It consists of the global ocean and sea-ice model MOM5/SIS and an Antarctic instance of the Parallel Ice Sheet Model PISM, with the ice-shelf cavity module PICO representing the ice-ocean boundary layer physics. With this setup we are analysing the aforementioned interactions and feedbacks between the Antarctic Ice Sheet and the global ocean system on multi-millenial time scales.

How to cite: Kreuzer, M., Huiskamp, W., Albrecht, T., Petri, S., Reese, R., Feulner, G., and Winkelmann, R.: Interactive coupling of the Antarctic Ice Sheet and the global ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9449, https://doi.org/10.5194/egusphere-egu23-9449, 2023.

EGU23-9747 | Orals | CR3.2

Climate variability as a major forcing of recent Antarctic ice-mass change 

Matt King, Kewei Lyu, and Xuebin Zhang

Antarctica has been losing ice mass for decades, but its link to large-scale modes of climate forcing is not clear. Shorter-period variability has been partly associated with El Niño Southern Oscillation (ENSO), but a clear connection with the dominant climate mode, the Southern Annular Mode (SAM), is yet to be found. We show that space gravimetric estimates of ice-mass variability over 2002-2021 may be substantially explained by a simple linear relation with detrended, time-integrated SAM and ENSO indices, from the whole ice sheet down to individual drainage basins. Approximately 40% of the ice-mass trend over the GRACE period can be ascribed to increasingly persistent positive SAM forcing which, since the 1940s, is likely due to anthropogenic activity. Similar attribution over 2002-2021 could connect recent ice-sheet change to human activity.

How to cite: King, M., Lyu, K., and Zhang, X.: Climate variability as a major forcing of recent Antarctic ice-mass change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9747, https://doi.org/10.5194/egusphere-egu23-9747, 2023.

EGU23-9842 | ECS | Orals | CR3.2

The choice of present-day climate forcing can significantly affect modelled future and past Antarctic Ice Sheet evolution 

Christian Wirths, Johannes Sutter, and Thomas Stocker

Model simulations of past and future Antarctic ice sheet (AIS) evolution depend on the applied climatic forcing. To model the present and future Antarctic ice sheet, several different forcings from regional climate models are available. It is therefore critical to understand the influence and the resulting model differences and uncertainties associated with the choice of present-day reference forcing.  

We apply present-day climatic forcings from regional models (RACMO2.3p2, MAR3.10, HIRHAM5 and COSMO-CLM2) combined with climate anomalies from a global climate model (HadGEM2-ES). With this setup, we investigate the future evolution of the AIS under the RCP2.6, RCP4.5 and RCP8.5 scenarios using the Parallel Ice Sheet Model (PISM). We find substantial differences in the future evolution of the AIS depending on the choice of the present-day reference field even under an extreme scenario such as RCP8.5. We discuss the influence of those forcing choices on the projected future AIS dynamics and sea-level contribution, considering a variety of ice sheet model parameterizations. 

With this analysis, we aim to gain a better understanding of the role of climate forcing choices and parameterization-induced uncertainties of sea-level rise projections. 

 

How to cite: Wirths, C., Sutter, J., and Stocker, T.: The choice of present-day climate forcing can significantly affect modelled future and past Antarctic Ice Sheet evolution, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9842, https://doi.org/10.5194/egusphere-egu23-9842, 2023.

EGU23-9904 | Orals | CR3.2

Response of the Greenland Ice Sheet to temperature overshoot scenarios  

Michele Petrini, Heiko Goelzer, Petra Langebroek, Charlotte Rahlves, and Jörg Schwinger

As there is no evidence for the implementation of sufficiently ambitious global CO2 emission reductions, it is very unlikely that we will be able to keep the global mean warming at the end of the century below the 1.5 C limit set in the Paris Agreement. However, the development of CO2 removal techniques could potentially allow us to reach the 1.5 C target after a period of temperature overshoot, by offsetting past and current high levels of emissions with net-negative emissions in the future. To assess the effectiveness and the risks associated to such mitigation options, we need to better understand the impact of temperature overshoot scenarios on various components of the Earth System.  

Here, we focus on the Greenland Ice Sheet. We force an ice-sheet model (CISM2) with Surface Mass Balance (SMB) from an ensemble of 400 years-long idealized overshoot simulations, carried out with the Norwegian Earth System Model NorESM2. The SMB, which is calculated in NorESM2 using an energy balance scheme at multiple elevation classes, is downscaled during runtime to the ice-sheet model grid, thus allowing to account explicitly for the SMB-height feedback. In this presentation, we will assess the sea-level contribution of the Greenland Ice Sheet for overshoot pathways, compared to reference pathways without overshoot. Moreover, we will assess the impact of individual processes, such as the SMB-height feedback and the ocean-driven mass loss at marine-terminating margins, on the sea-level contribution of the Greenland Ice Sheet.  

How to cite: Petrini, M., Goelzer, H., Langebroek, P., Rahlves, C., and Schwinger, J.: Response of the Greenland Ice Sheet to temperature overshoot scenarios , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9904, https://doi.org/10.5194/egusphere-egu23-9904, 2023.

EGU23-10165 | Orals | CR3.2

Competing climate feedbacks of ice sheet freshwater discharge in a warming world 

Dawei Li, Robert DeConto, and David Pollard

Earth's polar ice sheets are projected to undergo significant retreat in the coming centuries if anthropogenic warming were to continue unabated, injecting freshwater stored on land over millennia into oceans and raise the global mean sea level. Ice sheet freshwater flux alters the status of ocean stratification and ocean-atmosphere heat exchange, inducing oceanic surface cooling and subsurface warming, hence an impact on the global climate. How the climate effects of ice sheet freshwater would feedback to influence the retreat of ice sheets, however, remains unsettled. Here we develop a two-way coupled climate-ice sheet modeling tool to assess the interactions between retreating polar ice sheets and the climate, considering a variety of greenhouse gas emission scenarios and modeled climate sensitivities. Results from coupled ice sheet-climate modeling show that ice sheet-ocean interactions give rise to multi-centennial oscillations in ocean temperatures around Antarctica, which would make it challenging to isolate anthropogenic signals from observational data. Future projections unveil both positive and negative feedbacks associated with freshwater discharge from the Antarctic Ice Sheet, while the net effect is scenario-dependent. The West Antarctic Ice Sheet collapses in high-emission scenarios, but the process is slowed significantly by cooling induced by ice sheet freshwater flux.

How to cite: Li, D., DeConto, R., and Pollard, D.: Competing climate feedbacks of ice sheet freshwater discharge in a warming world, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10165, https://doi.org/10.5194/egusphere-egu23-10165, 2023.

EGU23-10204 | ECS | Orals | CR3.2

Parameter ensemble simulations of the North American and Greenland ice sheets and climate of the Last Glacial Maximum with Famous-BISICLES 

Sam Sherriff-Tadano, Niall Gandy, Ruza Ivanovic, Lauren Gregoire, Jonathan Owen, Charlotte Lang, Jonathan Gregory, Robin Smith, and Tamsin Edwards
Testing the ability of climate-ice sheet coupled models to simulate past ice sheets and climates can provide a way to evaluate the models. One example is the Last Glacial Maximum (LGM), when huge ice sheets covered the Northern Hemisphere, especially over the North America. Here, we perform 200 ensemble member simulations of the North American and Greenland ice sheets and climate of the LGM with an ice sheet-atmosphere-slab ocean coupled model Famous-BISICLES. 16 parameters associated with climate and ice dynamics are varied. The simulated results are evaluated against the LGM global temperature, the total ice volume and the ice extent at the southern margin of the North American ice sheet. In the ensemble simulations, the global temperature is controlled by the combination of precipitation efficiency in the large-scale condensation and entrainment rate in the cumulus convection. Under reasonable LGM global temperature, we find that the surface albedo and Weertman coefficient in the basal sliding law control the North American ice volume. In contrast, the ice volume of Greenland is found to be controlled by the Weertman coefficient. Based on the constraints, the model produces 6 good simulations with reasonable global temperature and North American ice sheet. We also find that warm summer surface temperature biases at the ice sheet interior as well as downscaling of surface mass balance based on altitude can cause strong local ice melting. This implies the need of better representing the atmospheric conditions and surface mass balance in the ice sheet interior.

How to cite: Sherriff-Tadano, S., Gandy, N., Ivanovic, R., Gregoire, L., Owen, J., Lang, C., Gregory, J., Smith, R., and Edwards, T.: Parameter ensemble simulations of the North American and Greenland ice sheets and climate of the Last Glacial Maximum with Famous-BISICLES, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10204, https://doi.org/10.5194/egusphere-egu23-10204, 2023.

EGU23-10231 | ECS | Orals | CR3.2

The effect of an evolving Greenland ice sheet in NorESM2 projections 

Konstanze Haubner, Heiko Goelzer, Petra Langebroek, and Andreas Born

The Greenland ice sheet's mass loss is increasing and so is its impact to the climate system. Yet, Earth System models mostly keep ice sheets at a constant extent or treat interactions with the ice sheets fairly simple.

Here, we present the first simulations of NorESM2 coupled to the ice sheet model CISM over Greenland. We compare NorESM2 simulations from 1850 to 2300 with and without an evolving ice sheet over Greenland based on the ssp585 scenario and its extension to 2300. Ocean and atmosphere horizontal resolution are on 1deg, while the coupled ice sheet module CISM is running on 4km. The coupling setup is based on CESM2. Ice extent and elevation are provided to the atmosphere every 5years and the land model every year. Whereas the ice sheet receives updated surface mass balance every year.
We show the evolution of the Greenland ice sheet and changes in atmosphere, ocean and sea ice.

Overall global mean surface air temperatures (SAT) change from 14°C to 24°C by 2300 with the steepest increase between 2070-2200.
Over the Southern ocean and Antarctica, SAT are increasing by 10°C, while over the Northern hemisphere we see a change of 15-28°C by 2300. 
At the end of the simulations (year 2300), SAT over Greenland are 6°C warmer when including an evolving ice sheet. In contrast, the ocean surrounding Greenland shows SAT that are 2°C colder in the coupled system, compared to the simulation with a fixed Greenland ice sheet. Sea surface temperatures show the same ~2°C difference around Greenland in coupled and uncoupled simulation. The overall change in sea surface temperatures is 12°C.
Minimum and maximum sea ice extent differs only slightly with and without the coupling, indicating that the overall warming seems to dictate speed of the sea ice retreat.

How to cite: Haubner, K., Goelzer, H., Langebroek, P., and Born, A.: The effect of an evolving Greenland ice sheet in NorESM2 projections, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10231, https://doi.org/10.5194/egusphere-egu23-10231, 2023.

The mid-Pleistocene Transition (MPT) from 41 kyr to 100 kyr glacial cycles was one of the largest changes in the Earth system over the past 2 million years. The transition happened in the absence of a relevant change in orbital forcing. As such, it presents a challenge for the Milankovitch theory of glacial cycles. A change from a low to high friction bed under the North American Ice Complex through the removal of pre-glacial regolith has been hypothesized to play a critical role in the transition. For testing, this hypothesis requires constraint on pre-glacial regolith cover and topography as well as mechanistic constraint on whether the appropriate amount of regolith can be removed from the required regions to enable MPT occurrence at the right time. To date, however, Pleistocene regolith removal has not been simulated for a realistic, 3D North American ice sheet fully resolving relevant basal processes. A further challenge is very limited constraints on pre-glacial bed elevation and sediment thickness.

Herein, we address these challenges with an appropriate computational model and ensemble-based analysis addressing parametric and initial mean sediment cover uncertainties. We use the 3D Glacial Systems Model that incorporates relevant glacial processes. Specifically, it includes: 3D thermomechanically coupled hybrid SIA/SSA ice physics, fully coupled sediment production and transport, subglacial linked-cavity and tunnel hydrology, isostatic adjustment from dynamic loading and erosion, and climate from a 2D non-linear energy balance model and glacial index. The sediment model includes quarrying and abrasion for sediment production with both englacial and subglacial transport. The coupled system is driven only by atmospheric CO2 and insolation.

We show that the ice, climate, and sediment processes encapsulated in this fully coupled glacial systems model enables capture of the evolution of the Pleistocene North American glacial system. Specifically and within observational uncertainty, our model captures: the shift from 41 to 100 kyr glacial cycles, early Pleistocene extent, LGM ice volume, deglacial ice extent, and the broad present-day sediment distribution. We also find that pre-glacial sediment thickness and topography have a strong influence on the strength and duration of early Pleistocene glaciations.

How to cite: Drew, M. and Tarasov, L.: The pre-Pleistocene North American bed from coupled ice-climate-sediment physics and its strong influence on glacial cycle evolution, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10318, https://doi.org/10.5194/egusphere-egu23-10318, 2023.

EGU23-10677 | Orals | CR3.2 | Highlight

Impacts of regional sea-level changes due to GRD effects on multi-centennial projections of Antarctic Ice Sheet under the ISMIP6-2300 experimental protocol  

Holly Han, Matt Hoffman, Xylar Asay-Davis, Trevor Hillebrand, and Mauro Perego

Evolution of ice sheets contribute to sea-level change globally by exchanging mass with the ocean, and regionally by causing the solid Earth deformation and perturbation of the Earth’s rotation and gravitational field, so-called “gravitational, rotational and deformational (GRD) effects”. In the last decade, much work has been done to establish the importance of coupling GRD effects particularly in modeling of marine-based ice sheets (e.g., West Antarctic Ice Sheet; WAIS) to capture the interactions between ice sheets, sea level and the solid Earth at the grounding lines. However, coupling of GRD effects has not yet been done widely within the ice-sheet modeling community; for example, GRD effects were not included in any of the ice sheet models that contributed to the most recent recent ice-sheet model intercomparison through 2100 (Ice Sheet Model Intercomparison Project for CMIP6: ISMIP6-2100; Serrousi et al., 2020) cited by the latest IPCC AR6 report.

In this work, we couple the US Department of Energy’s MPAS-Albany Land Ice model (which was one of the models that participated in the ISMIP6-2100 project) to a 1D sea-level model and perform coupled simulations of Antarctica under the new ISMIP6-2300 protocol in which climate forcing is extended beyond 2100 to 2300. Comparing to the standalone ice-sheet simulations with fix bed topography without GRD effects, the results from our coupled simulations show multi-decadal to centennial-scale delays in the retreat of the Thwaites glacier in the West Antarctica. Our results further suggest that the strength of the negative feedback of sea-level changes on the WAIS retreat becomes weaker as the strength of the applied forcing increases, implying the pertinence of our commitment to limiting greenhouse gas emissions. In addition, within our coupled ice sheet-sea level modeling frame, we introduce a new workflow work in which the ISMIP6 protocol-provided ocean thermal forcing is re-extrapolated based on the updated ocean bathymetry. Our preliminary results indicate that bedrock uplift due to ice mass loss can block the bottom warm ocean, providing additional negative feedback, but also can block cold water when/if the vertical ocean temperature profile gets inverted due to climate change (e.g., as represented in the UKESM model - SSP585 scenario results).

How to cite: Han, H., Hoffman, M., Asay-Davis, X., Hillebrand, T., and Perego, M.: Impacts of regional sea-level changes due to GRD effects on multi-centennial projections of Antarctic Ice Sheet under the ISMIP6-2300 experimental protocol , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10677, https://doi.org/10.5194/egusphere-egu23-10677, 2023.

EGU23-11678 | ECS | Posters on site | CR3.2

Antarctic ice sheet response to AMOC shutdowns during the penultimate deglaciation 

Maxence Menthon, Pepijn Bakker, Aurélien Quiquet, and Didier M. Roche

According to geological records, the sea level during the Last Interglacial (∼ 129–116 ka) peaked 6 to 9 m higher than during the pre-industrial with a major contribution from the Antarctic ice sheet (Dutton et al. 2015). According to Clark et al. 2020, a longer period of reduced Atlantic Meridional Overturning Circulation (AMOC) during the penultimate deglaciation compared to the last deglaciation could have led to greater subsurface warming and subsequent larger Antarctic Ice Sheet retreat.

Here we study the response of the Antarctic ice sheet to climate forcing with a forced AMOC shutdown at different timing and duration during the penultimate deglaciation (∼ 138–128 ka). The simulations are done with the Earth System Model of Intermediate Complexity iLOVECLIM (Roche et al. 2014) and the ice sheet model GRISLI (Quiquet et al. 2018), using the recently implemented sub-shelf melt module PICO (Reese et al. 2018). In the present simulations the GRISLI is forced with the iLOVECLIM simulations and is a step towards a fully coupled climate - ice sheet set up to take into account the climate - ice sheet interactions in a physical way.

We hypothesize that both the duration and timing of reduced AMOC can significantly affect the sensitivity of the Antarctic Ice Sheet. A longer period of AMOC reduction will lead to a larger subsurface warming in the Southern Ocean and subsequently a larger ice sheet retreat. On the other hand, an AMOC reduction earlier (later) in the deglaciation implies that the ice sheet that is affected by this subsurface warming is still fairly large (already small). We will discuss both the individual as well as combined effect of duration and timing on the ice sheet evolution.

How to cite: Menthon, M., Bakker, P., Quiquet, A., and Roche, D. M.: Antarctic ice sheet response to AMOC shutdowns during the penultimate deglaciation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11678, https://doi.org/10.5194/egusphere-egu23-11678, 2023.

EGU23-11845 | ECS | Orals | CR3.2

An Adimensional Ice-Sheet-Climate Model for glacial cycles 

Sergio Pérez-Montero, Jorge Alvarez-Solas, Alexander Robinson, and Marisa Montoya

Although the ultimate trigger of glacial cycles is Milankovitch insolation cycles, there are still uncertainties concerning their timing and transitions. These unknowns are believed to be due to intrinsic nonlinearities in the climate system, and there is a deep interest in their solution. However, the longer timescales involved make it infeasible to use comprehensive climate models because of the large computational cost involved. In this context, conceptual models are built to mimic complex processes in a simpler, computationally efficient way. Here we present an adimensional ice-sheet–climate model (AMOD), which aims to study these outstanding paleoclimatic topics. AMOD represents ice sheet dynamics by using common assumptions as in state-of-the-art ice-sheet models, adapted to its dimensionless nature, and it solves surface mass balance processes and the aging of snow and ice. In this way, AMOD is able to run several glacial cycles in seconds and produces results comparable to those of paleoclimatic proxies. Preliminary results indicate nonlinearities related to both ice dynamics and snow aging that determine the timing and shape of deglaciations.

How to cite: Pérez-Montero, S., Alvarez-Solas, J., Robinson, A., and Montoya, M.: An Adimensional Ice-Sheet-Climate Model for glacial cycles, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11845, https://doi.org/10.5194/egusphere-egu23-11845, 2023.

EGU23-12206 | ECS | Orals | CR3.2

The Glacier-climate Interaction over the High-Mountain Asia during the Last Glacial Maximum 

Qiang Wei, Yonggang Liu, Yongyun Hu, and Qing Yan

Glacier advances affect the local climate, and in turn, can either promote or prohibit its own growth. Such feedback has not been considered in modeling the High-Mountain Asia (HMA) glaciers during the Last Glacial Maximum (LGM; ~28-23 ka), which may contribute to the large spread in some of the published modeling work, with some notable discrepancy with existing reconstruction data. By coupling an ice sheet model (ISSM) with a climate model (CESM1.2.2), we find that the total glacial area is reduced by 10% due to the glacier-climate interaction; glacier growth is promoted along the western rim of HMA, and yet reduced in the interior. Such changes in spatial pattern improve model-data comparison. Moreover, the expansion of glaciers causes an increase in the winter surface temperature of the eastern Tibetan Plateau by more than 2 K, and a decrease of precipitation almost everywhere, especially the Tarim basin, by up to 60%. These changes are primarily due to the increase in surface elevation, which blocks the water vapor brought by westerlies and southwesterlies, reducing precipitation and increasing surface temperatures to the east and northeast of the newly grown glaciers.

How to cite: Wei, Q., Liu, Y., Hu, Y., and Yan, Q.: The Glacier-climate Interaction over the High-Mountain Asia during the Last Glacial Maximum, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12206, https://doi.org/10.5194/egusphere-egu23-12206, 2023.

The Greenland ice sheet comprises a volume of 7.4 m sea level equivalent and is losing mass rapidly as a result of global warming. It is widely thought that the ice sheet will exhibit tipping behaviour in a warmer climate. In other words, due to ice sheet – climate feedbacks (some of) its contribution to sea level rise may become irreversible once critical thresholds are crossed. This would severely affect the increasing number of people living in low-lying coastal areas worldwide. However, the current understanding of such thresholds and tipping behaviour is very limited, because most modelling studies up to date do not include (local) interactions or feedbacks between the ice sheet (topography and ice extent) and other climate system components (surface mass balance and atmosphere).

To investigate the irreversibility of Greenland’s ice mass loss and the associated processes, we coupled our high-resolution Greenland Ice Sheet Model (GISM) with a renowned high-resolution regional climate model, the Modèle Atmosphérique Régional (MAR). The two-way coupling between both models provides a (more) realistic representation of (local) ice sheet – climate interactions for future ice sheet simulations.

Like all regional climate models, MAR needs 6 hourly atmospheric forcing from a global climate model (GCM). Several coupled model runs with forcing from different GCMs are envisioned over the coming months and years. As they are computationally intensive, simulations up to the end of the century and beyond take several weeks to a few months to complete.

The poster will present the preliminary results from our first coupled model run in an envisioned series of experiments: a two-way coupled MAR-GISM run forced by the IPSL-CM6 6 hourly output, which is available up to 2300. For this timescale, our coupled models can still be run in fully interactive mode, which means the information (surface mass balance and ice sheet extent/topography) between both models can be exchanged on a yearly basis. In addition to its long duration, the IPSL forcing is of particular interest as it is on the high end of the CMIP6 model ensemble projections regarding warming over Greenland. We thus expect the experiment to provide valuable insights regarding Greenland’s potential contribution to future sea-level rise and the associated ice sheet – climate interactions or feedbacks.  

How to cite: Paice, C. M., Fettweis, X., and Huybrechts, P.: Quantifying the response of the Greenland ice sheet in a high-end scenario until 2300 from a coupled high-resolution regional climate and ice sheet model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12281, https://doi.org/10.5194/egusphere-egu23-12281, 2023.

EGU23-13350 | Orals | CR3.2

Large effects of ocean circulation change on Greenland ice sheet mass loss 

Miren Vizcaino, Julia Rudlang, Laura Muntjewerf, Sotiria Georgiou, Raymond Sellevold, and Michele Petrini

The Greenland ice sheet (GrIS) is currently losing mass at an accelerated rate, due to atmospheric and ocean warming causing respectively enhanced melt and ice discharge to the ocean. A large part of the uncertainty on future GrIS contribution to sea level rise relates to unknown atmospheric and ocean circulation change. For the later, AR6 models project a weakening of the North Atlantic Meridional Overturning Circulation (NAMOC) during the 21st century. The magnitude of this weakening depends on the greenhouse gas scenario and model, but none of the models project a complete collapse.

Projections of future GrIS evolution in the last IPCC report AR6 are mostly based on simulations with ice sheet models forced with the output of climate models (e.g., Goelzer et al. (2020)). This method permits large ensembles of simulations, however the coupling between climate and GrIS is not represented. Here, we use a coupled Earth System and Ice Sheet Model (ESM-ISM), the CESM2-CISM2 (Muntjewerf et al. 2021) to examine the multi-millennial evolution of the GrIS surface mass balance for a middle-of-the-road CO2 scenario. The model couples realistic simulation of global climate (Danabasoglu et al. 2020), surface processes (van Kampenhout et al. 2020) and ice dynamics (Lipscomb et al. 2019). We use an idealized scenario of 1% CO2 increase until stabilization at two times pre-industrial values.  compare our results with pre-industrial and 1% to 4xCO2 simulations (Muntjewerf et al. 2020).

We find small increases and even reduction of annual temperatures in the GrIS area in connection with strong NAMOC weakening in the first two centuries of simulation. Summer temperatures and surface melt increase moderately with respect to pre-industrial. From simulation year 500, the NAMOC recovers, resulting in strong increases in GrIS melt rates and contribution to sea level rise. We compare the deglaciation pattern over a period of 3,000 years with deglaciation simulations with the same model for the last interglacial (Sommers et al. 2021).

 

How to cite: Vizcaino, M., Rudlang, J., Muntjewerf, L., Georgiou, S., Sellevold, R., and Petrini, M.: Large effects of ocean circulation change on Greenland ice sheet mass loss, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13350, https://doi.org/10.5194/egusphere-egu23-13350, 2023.

EGU23-13907 | ECS | Orals | CR3.2

First results of RACMO2.4: A new model version with updated surface and atmospheric processes 

Christiaan van Dalum and Willem Jan van de Berg

In recent years, considerable progress in surface and atmospheric physics parameterizations has been made by the scientific community that could benefit regional climate modelling of polar regions. Therefore, we developed a major update to the Regional Atmospheric Climate Model, referred to as RACMO2.4, that includes several new and updated parameterizations. Most importantly, the surface and atmospheric processes from the European Center for Medium-Range Weather Forecasts (ECMWF) Integrated Forecast System (IFS), which are embedded in RACMO, are updated to cycle 47r1. This includes, among other changes, updates in the cloud, aerosol and radiation scheme, a new lake model, and a new multilayer snow module for non-glaciated regions. Furthermore, a new spectral albedo and radiative transfer scheme in snow scheme, which has been introduced and evaluated in a previous, yet inoperative version, is now operational. Here, we shortly introduce the aforementioned changes and present the first results of RACMO2.4 for several domains, particularly of the Greenland ice sheet.

How to cite: van Dalum, C. and van de Berg, W. J.: First results of RACMO2.4: A new model version with updated surface and atmospheric processes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13907, https://doi.org/10.5194/egusphere-egu23-13907, 2023.

EGU23-14088 | Posters on site | CR3.2

Reconstructing the Greenland ice sheet in past warm climates 

Christine S. Hvidberg, Mikkel Lauritzen, Nicholas M. Rathmann, Anne M. Solgaard, and Dorthe Dahl-Jensen

The stability of the Greenland ice sheet through past glacial-interglacial cycles provides knowledge that can contribute to understanding the future mass loss and contribution to sea level from the Greenland ice sheet in a warmer climate. Paleo-climatic records from ice cores provide constraints on the past climate and ice sheet thickness in Greenland through the current interglacial, the Holocene, 11.7 kyr to present, but is limited to a few ice cores from the central areas. In the previous interglacial period, the Eemian, 130 kyr to 110 kyr before present, the ice core constraints are sparse, and beyond the Eemian, the climate evolution is known from Antarctic ice cores and marine sediments. The limited constraints on the past climate in Greenland presents a challenge for reconstructions based on ice flow modelling. Here we present initial results from an ice flow modelling study using the PISM ice flow model to simulate the evolution of the Greenland ice sheet in the Eemian and the Holocene periods. We discuss how paleo-climatic data from ice cores and marine sediments can be combined with ice flow modelling. We find that the Greenland ice sheet retreated to a minimum volume of up to ∼1.2 m sea-level equivalent smaller than present in the early or mid-Holocene, and that the ice sheet has continued to recover from this minimum up to present day. In all our runs, the ice sheet is approaching a steady state at the end of the 20th century. Our studies show that the Greenland ice sheet evolves in response to climate variations on shorter and longer timescales, and that assessment of future mass loss must take into account the history and current state.

How to cite: Hvidberg, C. S., Lauritzen, M., Rathmann, N. M., Solgaard, A. M., and Dahl-Jensen, D.: Reconstructing the Greenland ice sheet in past warm climates, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14088, https://doi.org/10.5194/egusphere-egu23-14088, 2023.

EGU23-14236 | ECS | Orals | CR3.2

Sensitivity of future projections of ice sheet retreat to initial conditions 

Tijn Berends, Jorjo Bernales, Caroline van Calcar, and Roderik van de Wal

Both the Greenland and Antarctic ice sheets are expected to experience substantial mass loss in the case of unmitigated anthropogenic climate change. The exact rate of future mass loss under high warming scenarios remains uncertain, depending strongly on physical quantities that are difficult to constrain from observations, such as basal sliding and sub-shelf melt. We apply a novel model initialisation protocol, that combines elements from existing approaches such as the equilibrium spin-up, basal inversion, and palaeo spin-up, to models of both the Greenland and Antarctic ice sheets. We show the results in term of sea-level projections including the uncertainties, under different warming scenarios, following the ISMIP6 protocol.

This abstract is a companion to “On the initialisation of ice sheet models: equilibrium assumptions, thermal memory, and present-day states” by Bernales et al. We hope that, if both abstracts are lucky enough to be accepted, the conveners can program the two talks in sequence.

How to cite: Berends, T., Bernales, J., van Calcar, C., and van de Wal, R.: Sensitivity of future projections of ice sheet retreat to initial conditions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14236, https://doi.org/10.5194/egusphere-egu23-14236, 2023.

EGU23-14412 | ECS | Orals | CR3.2

Self-adaptive Laurentide Ice Sheet evolution towards the Last Glacial Maximum 

Lu Niu, Gregor Knorr, Uta Krebs-Kanzow, Paul Gierz, and Gerrit Lohmann

Northern Hemisphere summer insolation is regarded as a main control factor of glacial-interglacial cycles. However, internal feedbacks between ice sheets and other climate components are non-negligible. Here we apply a state-of-the-art Earth system model (AWI-ESM) asynchronously coupled to the ice sheet model PISM, focusing on the period when ice sheet grows from an intermediate state (Marine isotope stage 3, around 38 k) to a maximum ice sheet state (the Last Glacial Maximum). Our results show that initial North American ice sheet differences at 38 k are erased by feedbacks between atmospheric circulation and ice sheet geometry that modulate the ice sheet development during this period. Counter-intuitively, moisture transported from the North Atlantic warm pool during summer is the main controlling factor for the ice sheet advance. A self-adaptative mechanism is proposed in the development of a fully-grown NA ice sheet which indicates how the Earth system stabilizes itself via interactions between different Earth System components.

How to cite: Niu, L., Knorr, G., Krebs-Kanzow, U., Gierz, P., and Lohmann, G.: Self-adaptive Laurentide Ice Sheet evolution towards the Last Glacial Maximum, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14412, https://doi.org/10.5194/egusphere-egu23-14412, 2023.

EGU23-14469 | ECS | Orals | CR3.2 | Highlight

Has the (West) Antarctic Ice Sheet already tipped? 

Ronja Reese, Julius Garbe, Emily A. Hill, Benoît Urruty, Kaitlin A. Naughten, Olivier Gagliardini, Gael Durand, Fabien Gillet-Chaulet, G. Hilmar Gudmundsson, David Chandler, Petra M. Langebroek, and Ricarda Winkelmann

Observations of ocean-driven grounding line retreat in the Amundsen Sea Embayment in Antarctica raise the question of an imminent collapse of the West Antarctic Ice Sheet. Here we analyse the committed evolution of Antarctic grounding lines under the present-day climate. To this aim, we run an ensemble of historical simulations with a state-of-the-art ice sheet model to create model instances of possible present-day ice sheet configurations. Then, we extend the simulations to investigate their evolution under constant present-day climate forcing and bathymetry. We test for reversibility of grounding line movement at different stages of the simulations to analyse when and where irreversible grounding line retreat, or tipping, is initiated.

How to cite: Reese, R., Garbe, J., Hill, E. A., Urruty, B., Naughten, K. A., Gagliardini, O., Durand, G., Gillet-Chaulet, F., Gudmundsson, G. H., Chandler, D., Langebroek, P. M., and Winkelmann, R.: Has the (West) Antarctic Ice Sheet already tipped?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14469, https://doi.org/10.5194/egusphere-egu23-14469, 2023.

EGU23-14648 | ECS | Orals | CR3.2

On the initialisation of ice sheet models: equilibrium assumptions, thermal memory, and present-day states 

Jorjo Bernales, Tijn Berends, Caroline van Calcar, and Roderik van de Wal

A significant portion of the spread in future projections of ice sheet volume changes is attributed to uncertainties in their present-day state, and the way this state is represented in ice-sheet models. The scientific literature already contains a variety of classic initialisation approaches used by modelling groups around the globe, each with its own advantages and limitations. We propose a generalised protocol that allows for the quantification of the impact of individual initialisation choices, such as steady-state assumptions, the inclusion of internal paleoclimatic thermal signals, sea level and glacial isostatic effects, and calibration methods. We then apply this protocol to an ensemble of multi-millennia model spin-ups of the present-day Greenland and Antarctic ice sheets and show the importance of the choices made during initialisation.

[This abstract is a companion to “Sensitivity of future projections of ice sheet retreat to initial conditions” by Berends et al. We hope that, if both abstracts are lucky enough to be accepted, the conveners can program the two talks in sequence.]

How to cite: Bernales, J., Berends, T., van Calcar, C., and van de Wal, R.: On the initialisation of ice sheet models: equilibrium assumptions, thermal memory, and present-day states, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14648, https://doi.org/10.5194/egusphere-egu23-14648, 2023.

EGU23-14666 | Orals | CR3.2

Sensitivity of of coupled climate and ice sheet of modern Greenland to atmospheric, snow and ice sheet parameters 

Charlotte Lang, Tamsin Edwards, Jonathan Owen, Sam Sherriff-Tadano, Jonathan Gregory, Ruza Ivanovic, Lauren Gregoire, and Robin S. Smith

As part of a project working to improve coupled climate-ice sheet modelling by studying the response of ice sheets to changes in climate across different periods since the Last Glacial Maximum, we present an analysis of an ensemble of coupled climate and ice sheet simulations of the modern Greenland using the FAMOUS-BISICLES model and statistical emulation.

FAMOUS-BISICLES, a variant of FAMOUS-ice (Smith et al., 2021a), is a low resolution (7.5°X5°) global climate model that is two-way coupled to a higher resolution (minimum grid spacing of 1.2 km) adaptive mesh ice sheet model, BISICLES. It uses a system of elevation classes to downscale the lower resolution atmospheric variables onto the ice sheet grid and calculates surface mass balance using a multilayer snow model. FAMOUS-ice is computationally affordable enough to simulate the millennial evolution of the coupled climate-ice sheet system as well as to run large ensembles of simulations. It has also been shown to simulate Greenland well in previous work using the Glimmer shallow ice model (Gregory et al., 2020).

The ice sheet volume and area are sensitive to a number of parametrisations related to atmospheric and snow surface processes and ice sheet dynamics. Based on that, we designed a perturbed parameters ensemble using a Latin Hypercube sampling technique and ran simulations with climate forcings appropriate for the late 20th century.

Gaussian process emulation allows us explore parameter space in a more systematic and faster way than with more complex earth system models and make predictions at input parameter values that are not evaluated in the simulations. We find that the mass balance is most correlated to three parameters:

  • n, the exponent in Glen’s flow law, and beta, the coefficient of the basal drag law, both influencing the amount of ice lost through discharge
  • rho_threshold, a parameter setting the minimum value the dense firn albedo can possibly reach

Finally, using a history matching approach, we built an implausibility metric (based on surface mass balance, ice volume loss, near-surface and sea-surface temperature) to identify the regions of the parameter space that produce plausible runs.

How to cite: Lang, C., Edwards, T., Owen, J., Sherriff-Tadano, S., Gregory, J., Ivanovic, R., Gregoire, L., and Smith, R. S.: Sensitivity of of coupled climate and ice sheet of modern Greenland to atmospheric, snow and ice sheet parameters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14666, https://doi.org/10.5194/egusphere-egu23-14666, 2023.

EGU23-15230 | Posters on site | CR3.2

Antarctic RINGS to characterize the Antarctic Ice Sheet coastal zone and Antarctic contribution to the global sea-level rise 

Kenichi Matsuoka, Xiangbin Cui, Fausto Ferraccioli, Rene Forsberg, Tom Jordan, Felicity McCormack, Geir Moholdt, and Kirsty Tinto and the Antarctic RINGS

Regions where the Antarctic Ice Sheet reaches the coast are fundamental to our understanding of the linkages between Antarctica and the global climate system. These coastal regions contain multiple potential tipping points for the Antarctic Ice Sheet in the ongoing 2oC warming world, which must be better understood to predict future sea-level rise. The Antarctic Ice Sheet constitutes the largest uncertainty source in future sea-level projections, and this uncertainty is mainly rooted in poorly known bed topography under the ice sheet. Bed topography matters the most in the coastal regions as it controls the stability of the ice sheet. Together with an overview of the current multidisciplinary understandings of the Antarctic coastal regions, we present ensemble analysis of published datasets to present data and knowledge gaps, and their regional distribution is discussed in the context of ice-sheet evolution and instability. Finally, we identify outstanding science priorities and discuss protocols of airborne surveys to develop a comprehensive dataset uniformly all-around Antarctica.

How to cite: Matsuoka, K., Cui, X., Ferraccioli, F., Forsberg, R., Jordan, T., McCormack, F., Moholdt, G., and Tinto, K. and the Antarctic RINGS: Antarctic RINGS to characterize the Antarctic Ice Sheet coastal zone and Antarctic contribution to the global sea-level rise, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15230, https://doi.org/10.5194/egusphere-egu23-15230, 2023.

EGU23-15361 | ECS | Posters virtual | CR3.2

Sea ice extent and subsurface temperatures in the Labrador Sea across Heinrich events during MIS 3 

Henrieka Detlef, Mads Mørk Jensen, Rasmus Andreasen, Marianne Glasius, Marit-Solveig Seidenkrantz, and Christof Pearce

Heinrich events associated with millennial-scale climate oscillations during the last glacial period are prominent events of ice-sheet collapse, characterized by the dispersal of ice(berg) rafted debris and freshwater across the North Atlantic. Hudson Strait has been suggested as one of the predominant iceberg source regions. One potential mechanism triggering iceberg release invokes cryosphere-ocean interactions, where subsurface warming destabilizes the Laurentide ice sheet. Subsurface warming is facilitated by the expansion of sea ice in the Labrador Sea in combination with a slow down of the Atlantic Meridional Overturning Circulation, which prevents the release and downward mixing of heat in the water column.

Here we present high-resolution reconstructions of sea ice dynamics in the outer Labrador Sea at IODP Site U1302/03 between 30 ka and 60 ka. Sea ice reconstructions are based on a suite of sympagic and pelagic biomarkers, including highly branched isoprenoids and sterols. The results suggest a transition from reduced/seasonal to extended/perennial sea ice conditions preceding the onset of iceberg rafting associated with Heinrich event 3, 4, 5, and 5a by ~0.9 ± 0.5 ka. Ongoing work on the same core and sample material will have to confirm the timing and extent of subsurface warming compared to sea ice advances. 

How to cite: Detlef, H., Mørk Jensen, M., Andreasen, R., Glasius, M., Seidenkrantz, M.-S., and Pearce, C.: Sea ice extent and subsurface temperatures in the Labrador Sea across Heinrich events during MIS 3, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15361, https://doi.org/10.5194/egusphere-egu23-15361, 2023.

EGU23-16930 | ECS | Orals | CR3.2 | Highlight

Multistability and transient response of the Greenland ice sheet to anthropogenic CO2 emissions 

Dennis Höning, Matteo Willeit, and Andrey Ganopolski

Ongoing CO2 emissions into the atmosphere and associated temperature rise have dramatic consequences for the ice sheets on our planet. In this presentation, we focus on the Greenland ice sheet, which holds so much ice that a complete melting would cause the global sea level to rise by seven meters. However, a prediction of future mass loss of the Greenland ice sheet is challenging because it is a strongly non-linear function of temperature and occurs over very long timescales. With the fully coupled Earth system model of intermediate complexity CLIMBER-X, we study the stability of the Greenland ice sheet and its transient response to CO2 emissions over the next 20 kyr. We find two bifurcation points within a global mean surface air temperature anomaly of 1.5°C. Each of these bifurcation points corresponds to a critical ice volume. If the Greenland ice sheet volume decreases below these critical values, returning to a previous atmospheric CO2 concentration would not cause the ice sheet to grow back to its previous state. We also find increased mass loss rates and increased sensitivity of mass loss to cumulative CO2 emission in the vicinity of these critical ice volumes. Altogether, our results suggest that global warming near the lower 1.5°C limit of the Paris agreement would already cause the Greenland ice sheet to irreversibly melt, although a complete melting would take thousands of years.

How to cite: Höning, D., Willeit, M., and Ganopolski, A.: Multistability and transient response of the Greenland ice sheet to anthropogenic CO2 emissions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16930, https://doi.org/10.5194/egusphere-egu23-16930, 2023.

EGU23-119 | ECS | Orals | CR7.3 | Highlight

Antarctic Atmospheric Rivers in the Past and Future Climates 

Michelle Maclennan, Andrew Winters, Christine Shields, Jonathan Wille, Rebecca Baiman, Léonard Barthelemy, and Vincent Favier

Atmospheric rivers (ARs) are long, narrow bands of warm and moist air that travel poleward from the midlatitudes. While Antarctic atmospheric rivers (ARs) occur only 1-3% of the time over the ice sheet, they are a significant contributor to Antarctic surface mass balance: they contribute 10% on average, and more than 20% locally, of Antarctic precipitation each year. Here we use an Antarctic-specific AR-detection algorithm to identify ARs in MERRA-2 and ERA5 reanalyses and the Community Earth System Model version 2 (CESM2). We use this algorithm to quantify the frequency, location, and precipitation attributed to Antarctic ARs for the period 1980-2014 and use these statistics to identify CESM2 biases relative to MERRA-2 and ERA5. We then apply the AR-detection algorithm to CESM2 for the future period (2015-2100) to examine how the frequency and intensity of ARs, AR-attributed total precipitation, and year-to-year variability in AR precipitation changes in the future under the SSP370 emissions scenario. Our results quantify past and future impacts of ARs on Antarctic annual precipitation, interannual variability, and trends, and ultimately provide an early assessment of future AR-driven changes in Antarctic surface mass balance.

How to cite: Maclennan, M., Winters, A., Shields, C., Wille, J., Baiman, R., Barthelemy, L., and Favier, V.: Antarctic Atmospheric Rivers in the Past and Future Climates, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-119, https://doi.org/10.5194/egusphere-egu23-119, 2023.

EGU23-814 | ECS | Orals | CR7.3 | Highlight

Evaluation of Greenland extreme snow melting patterns and their synoptic drivers 

Josep Bonsoms, Marc Oliva, and Juan Ignacio López-Moreno

 

Greenland Ice Sheet (GrIS) snow melting rates have drastically increased since the 1990s, with relevant implications in the entire ecosystem. According to climate projections, extreme weather events will potentially increase in the coming decades over the GrIS. Thus, it is necessary to analyze the past temporal evolution of GrIS extreme melting patterns, as well as their climate drivers. This work analyzes the GrIS summer extreme snow melting spatiotemporal evolution and trends (1990 to 2021). Further, we determine the contribution of synoptic weather types that drive extreme snow melting events. Results evidence that the frequency, magnitude, and the relative contribution of extreme snow melting to the total summer snow melting differs depending on the GrIS sector. Maximum extreme snow melting days per season are observed in western GrIS, whereas minimums are observed in northern sectors. The average extreme snow melting during summer is non-statistically significant increasing in the entire GrIS, which is consistent with the increase of the average snow melting for the same temporal period. Extreme snow melting days as well as the contribution of extreme snow melting to the total snow melting per season show an upward trend, except in the central and northern zones. The analysis of twenty summer circulation weather types reveals that extreme snow melting episodes for most of the GrIS sectors are mainly explained by a few synoptic systems; characterized by a high-pressure system located in central, southern, and eastern GrIS. During these synoptic episodes, stable weather conditions prevail, and the energy available for snow melting is mainly controlled by positive shortwave radiation heat fluxes leading to positive 850 hPa air temperature anomalies. Results presented in this work are relevant for a better understanding of extreme weather events over GrIS within a changing climate context.

How to cite: Bonsoms, J., Oliva, M., and López-Moreno, J. I.: Evaluation of Greenland extreme snow melting patterns and their synoptic drivers, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-814, https://doi.org/10.5194/egusphere-egu23-814, 2023.

EGU23-2311 | ECS | Orals | CR7.3

The Atmospheric effects of Southern Ocean open-ocean polynyas onto coastal polynyas in EC-Earth3 

Jakob Gunnarsson, Lu Zhou, and Céline Heuzé

Polynyas are recurrent areas of open water or thin ice within the ice pack, which alter the local heat and moisture exchange and high-latitude atmosphere-ocean circulation interannual variability. They are differentiated as coastal (latent heat) or open-ocean (sensible heat) polynya according to their forming location. Especially, coastal polynyas are critical sources of dense water and the formation of Antarctic Bottom Water (AABW) following the brine enrichment of surface waters during sea-ice formation, and easily influenced by the local atmosphere conditions. However, few studies have examined the atmospheric response of open-ocean polynyas on the coastal polynyas given the fact that open-ocean polynyas have capability to re-adjust mesoscale atmosphere circulation. To better understand the surrounding impact of large open-ocean polynya events, output from CMIP6 historical experiment synoptic scale EC-Earth3 is adopted. Our results show an increasing coastal polynya frequency and extent accompanying with more active open-ocean polynya years in the Weddell Sea. The results are explained by near-surface wind speed differences in the coastal regions, which are found statistically significant between more and less active open-ocean polynya years. Furthermore, those intensifications of winds are found in days where easterly-dominated winds north-westerly to north-easterly and easterly to south-easterly cross the open-ocean polynya. Increased near-surface air temperatures as well as a deepening in sea level pressure are also observed during the years with more active open-ocean polynya events. The findings contribute to a better understanding of coastal polynya opening processes, as well as how we might expect to see the different type of polynya interact by their influence and dependence on surrounding atmospheric conditions.

How to cite: Gunnarsson, J., Zhou, L., and Heuzé, C.: The Atmospheric effects of Southern Ocean open-ocean polynyas onto coastal polynyas in EC-Earth3, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2311, https://doi.org/10.5194/egusphere-egu23-2311, 2023.

EGU23-3192 | ECS | Orals | CR7.3

Spatio-temporal variability of air temperature lapse rate in the glacierised catchment of the Chandra basin, western Himalaya using in-situ measurements 

Sunil N. Oulkar, Parmanand Sharma, Bhanu Pratap, Lavkush Patel, Sourav Laha, and Meloth Thamban

The air temperature lapse rate (TLR) plays an important role in estimating ice and snow melt in high mountain regions. The TLR can vary depending on several factors, including the topography of the catchments and the microclimate. TLR calculations are typically not precise in the Himalayan glacierised regions due to a lack of in-situ observation of meteorological parameters. Therefore, a dense in-situ monitoring network over a high altitudinal gradient is needed to estimate the TLR accurately. We have obtained in-situ measurements of air temperature data from five automatic weather stations (AWS) installed at the best possible locations in the Chandra basin catchment of the semi-arid zone of the western Himalaya from October 2019 to September 2022. The altitudinal range for air temperature measurement varied between ~4000 and 5000 m a.s.l. We utilise the air temperature data to estimate the TLR by regressing the temperature with the corresponding elevations.
Comparing all the estimated TLR, the mean annual value (4.9°C/km) was significantly lower than the standard environmental lapse rate (6.5 °C/km) with substantial seasonality. The maximum TLR (~6.8 °C/km) during the summer is likely due to the high-altitude range and thin air and the presence of cold air pools at higher altitudes. However, the significantly lower TLR (~1.9 °C/km) during winters is likely due to the low air temperature and high moisture content in the region due to western disturbance. Further, we observed strong diurnal variations of TLR, which was highest during the daytime and lowest at night. This study highlighted that the TLR was potentially influenced by the local topography, particularly with higher lapse rates at higher elevations. TLR vary topographically and temporally significantly in the Chandra basin, indicating that the air temperature in this region is more sensitive to climatic variations. The findings of this study will play an important role in glacio-hydrological models, where TLR is one of the essential inputs.

How to cite: Oulkar, S. N., Sharma, P., Pratap, B., Patel, L., Laha, S., and Thamban, M.: Spatio-temporal variability of air temperature lapse rate in the glacierised catchment of the Chandra basin, western Himalaya using in-situ measurements, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3192, https://doi.org/10.5194/egusphere-egu23-3192, 2023.

The Arctic climate system has been suggested to be ‘en route’ to a new state with seasonally ice-free conditions expected within two-three decades under high-emissions scenarios. Here we show the prospect of its delayed emergence stemming from a consideration of observed and modelled Arctic cryosphere sensitivity to atmospheric circulation changes. While the observed Arctic warming contains a substantial contribution from large-scale circulation, it is not reflected in the modelled forced response. Numerical model simulations with the CESM2 with an active Greenland ice sheet model (CISM2), where model winds are nudged towards the observed state, advocate for the need to have a circulation-based model sensitivity evaluation metric. Hence a recalibration is proposed by matching the warming signals free of atmospheric circulation impacts in observations and models over 1979-2020. This constraint yields a ~decade delay in the projected timing of the first seasonally sea-ice free Arctic and widespread Greenland melting. Accounting for the role of large-scale atmospheric forcing in Arctic climate change offers new perspectives of estimating Arctic sea- and land-ice sensitivity to anthropogenic forcing and understanding the recently emerging issue of some CMIP6 climate models being ‘too hot’.

How to cite: Topal, D. and Ding, Q.: Atmospheric circulation-constrained model sensitivity recalibrates Arctic climate projections, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3971, https://doi.org/10.5194/egusphere-egu23-3971, 2023.

EGU23-5852 | ECS | Posters on site | CR7.3

CARRA-driven simulation of Greenland Ice Sheet surface mass balance at 2.5 km resolution 

Mathias Larsen, Ruth H. Mottram, and Peter L. Langen

Projections of present and future ice mass loss of the Greenland Ice Sheet are important for assessing its contribution to future sea-level rise. Critical for the total mass balance is the surface mass balance (SMB) which can be estimated from models, and improving these models can help to further constrain the uncertainties in future projections.

In this project, we use the CARRA reanalysis dataset generated from the HARMONIE-AROME weather forecast system to force an SMB model. The CARRA dataset is remarkable for its 2.5 km horizontal resolution providing unprecedented spatial detail. This is particularly important at the ice-sheet margins where both accumulation and ablation processes are impacted by strong topographic gradients. For example, the greater spatial detail is expected to provide more realistic profiles of accumulation and drying of airmasses from the coast toward the interior, in turn improving the SMB simulation.

The SMB model utilizes a subsurface scheme that consists of columns with 32 layers in the vertical. Driven by the atmospheric input, the SMB model computes all the interactions between the atmosphere and subsurface layers, such as accumulation, melting, percolation, refreezing and runoff. Using this SMB model, we performed a CARRA-driven simulation over the period 1991-2020 on the 2.5 km CARRA grid.

Our initial results show the CARRA-driven SMB model yielding somewhat higher SMB values compared to other published SMB products. The ice sheet-wide totals of accumulation and melt are comparable to other products. However, the location of maximum melt contributions is shifted further towards the interior of the ice sheet in the CARRA-driven simulation. This allows for larger refreezing and contributes significantly to the high SMB seen in the CARRA-driven simulation. Here, we evaluate the SMB model output and driving fluxes against PROMICE data and satellite observations and provide a new updated assessment of Greenland ice sheet SMB.

How to cite: Larsen, M., H. Mottram, R., and L. Langen, P.: CARRA-driven simulation of Greenland Ice Sheet surface mass balance at 2.5 km resolution, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5852, https://doi.org/10.5194/egusphere-egu23-5852, 2023.

EGU23-6243 | ECS | Posters on site | CR7.3

A systematic polar-induced signature in infrasound database highlithed by machine learning models 

Sentia Goursaud Oger, Alexandre Junqueira, and Mathilde Mougeot

Polar lows are intense but short duration maritime cyclones occurring in both hemispheres. In the northern pole, they are mainly located in the Barents and Norwegian seas, with significant damages for coastal populations. So far, a fully understanding of the physical processes at play is still lacking. This is due to the suddenness of such events, as well as a scarcity of meteorological observations in these areas. Infrasounds are sound waves with frequency ranges below the audible domain. It was shown that polar lows can be a source of infrasound. Only one study looked at the infrasound signature for two particular polar lows using data obtained from two stations, in Northern Norway and on Svalbard. Here we show the potentiality of a systematic polar low-induced signature in infrasound data.

Within the frame of the Comprehensive nuclear-test-ban treaty organization, infrasound stations were set up worldwide. One was settled in northern Norway (IS37NO) in 2003 and made fully operational since 2004. Its records consist in a timeseries of sub-daily pressure data, that are processed through a Progressive Multi Channel Cross Correlation method, resulting in variables such as the mean frequencies, azimuths and amplitudes of the detections, and covering 17 complete years (2004-2021). These variables were used to train statistical models to learn the occurrence of polar lows refered in a polar low database. Our models yield very good results, specially in term of precision and recall. They provide a basis for different research opportunities, such as the prediction of polar lows and a deeper comprehension of its climate controls.

How to cite: Goursaud Oger, S., Junqueira, A., and Mougeot, M.: A systematic polar-induced signature in infrasound database highlithed by machine learning models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6243, https://doi.org/10.5194/egusphere-egu23-6243, 2023.

EGU23-8805 | ECS | Orals | CR7.3

Extreme temperature events for the past 19 years in the McMurdo Dry Valleys, Antarctica linked to mesoscale meteorological variability 

Eva Bendix Nielsen, Marwan Katurji, Peyman Zawar-Reza, and Hanna Meyer

The McMurdo Dry Valleys (MDVs) in Antarctica have a unique environment classified as a hyper-arid desert with glacier runoff being the main source of liquid water. Previous studies have identified winds as the controlling factor of the climate in this region and especially the occurrence of foehn induced warming. Episodic foehn warming during the austral summer can contribute to above freezing temperatures sustained for multiple days. Years with extreme glacial runoff leading to flooding have been correlated with a higher occurrence of foehn induced warming events. Understanding the temporal availability of meltwater caused by extreme meteorological events is highly important since it is a dependant variable to the functioning of the area’s fragile ecosystem. Synoptic scale circulations in the surrounding Ross Sea Region are a driving factor for the occurrence of foehn warming in the MDVs with the local mesoscale meteorology modulating the spatiotemporal variability of the foehn-induced near-surface warming. AntAir ICE, a newly developed daily mean near surface air temperature dataset with a spatial grid resolution of 1 km2 has proven capable of capturing these mesoscale temperature variabilities for multiple seasons within the complex topography of the MDVs.

 

A case study on the 2nd of January 2020 where the maximum temperature measured in a Lake Vanda automatic weather station was above +9 degrees Celsius with multiple valleys experiencing foehn induced warming, displayed a clear warming signal for the MDVs in AntAir ICE. The atmospheric dynamic analysis from the numerical weather prediction model the Antarctic Mesoscale Prediction System (AMPS) indicated a clear foehn signature. This event was linked to a meso-low located in the Ross Sea which was detected in the climate re-analysis ERA5 mean sea level pressure dataset. By confidently identifying these warming events within the MDVs where there is a relatively high availability of Automatic Weather Stations and AMPS predictions, has allowed for further exploration of extreme sustained warming and potentially foehn induced warming along the terrestrial coastal margin of Antarctica. Using AntAir ICE, warming events during the austral summer season from November to February for the period 2003 to 2021 with sustained daily mean temperatures above freezing for multiple days have been identified for the Ross Sea Region. This study aims at capturing the mesoscale meteorological and climatological variability for multiple seasons within the Ross Sea Region, while linking these extreme warming events to larger scale circulation patterns can allow for understanding local extreme events in context of shifting large scale circulation drivers.

How to cite: Bendix Nielsen, E., Katurji, M., Zawar-Reza, P., and Meyer, H.: Extreme temperature events for the past 19 years in the McMurdo Dry Valleys, Antarctica linked to mesoscale meteorological variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8805, https://doi.org/10.5194/egusphere-egu23-8805, 2023.

EGU23-10042 | ECS | Orals | CR7.3 | Highlight

Global Sources of Moisture for Atmospheric Rivers over Antarctica 

Rajashree Datta, Adam Herrington, Luke Trusel, David Schneider, Jesse Nusbaumer, and Ziqi Yin

 

The quantity and characteristics of atmospheric rivers over Antarctica, which import heat and moisture towards the continent, are a major source of uncertainty in future sea level rise estimates. We employ a new variable-resolution grid over Antarctica, using CESM2 (VR-CESM2), which balances the extensibility of a GCM with the high computational costs of a high-resolution climate model. This setup uses observed sea surface temperature and sea ice concentration, implements moisture-tagging (linking precipitation to a moisture source region on the globe), and produces high spatial and temporal resolution atmosphere and ice sheet surface outputs, which can be used to detect atmospheric rivers and to estimate their impact.

As a baseline for experiments testing the relative importance of large-scale drivers, we first quantify, over an idealized 10-year period, the global sources of moisture and the portion of total precipitation that reaches the ice sheet during large-scale vs atmospheric river events (and their associated synoptic characteristics). Beyond this baseline, we will use this setup to perform initial test scenarios assessing the relative impact of reduced sea ice combined with enhanced ocean heat at lower latitudes.

How to cite: Datta, R., Herrington, A., Trusel, L., Schneider, D., Nusbaumer, J., and Yin, Z.: Global Sources of Moisture for Atmospheric Rivers over Antarctica, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10042, https://doi.org/10.5194/egusphere-egu23-10042, 2023.

The current period of Arctic amplification has been characterized by a pronounced reduction in high-latitude snow and ice cover that is reflective of rapidly changing thermodynamic environment. Given this change in the local background conditions, it is not surprising that the Greenland Ice Sheet (GrIS) has undergone drastic surface mass loss since the turn of the century; however, research has shown that the recent acceleration of runoff from the GrIS is strongly linked to a shift in the large-scale atmospheric circulation over the same period that has brought more frequent and intense bouts of summer Greenland blocking. While this atmospheric dynamical change may merely be a manifestation of internal variability, there is growing evidence that widespread changes in surface cover and near-surface thermal gradients under Arctic amplification may favor persistent extremes such as the episodes of Greenland blocking that have encouraged melt of the ice sheet.

Here, we explore whether the change in summer atmospheric circulation over Greenland may be a dynamical response to Arctic amplification and attendant snow cover loss. Our results suggests that low North American spring snow cover and a weakened meridional temperature gradient combine to encourage the high-amplitude Omega blocking patterns that we show to have driven the recent trend in summer Greenland blocking. We show that this delayed response to anomalous spring snow cover follows from the snow-hydrological effect, whereby low spring snow cover causes early depletion of soil moisture and anomalously warm surface temperature over eastern North America. The consequent stationary Rossby wave response enforces an anomalous anticyclone, centered over Baffin Bay, that resembles that of high-amplitude Omega blocks and the atmospheric conditions which have promoted melt of the northern GrIS. Together, these results provide evidence that Arctic amplification, and thus anthropogenic climate change, has contributed to recent atmospheric dynamical forcing of GrIS surface mass loss. However, regardless of how strong this link between climate change and atmospheric circulation over Greenland may be, the change in the local thermodynamic environment under Arctic amplification represents a far more robust climate change signal. We also examine the thermodynamic contribution to GrIS surface mass loss using the regional climate model, Modèle Atmosphérique Régional (MAR) associated with blocking circulation. MAR output of surface temperature, meltwater production, and runoff are used to assess the differential impact of blocking events across the ice sheet.

How to cite: Preece, J., Mote, T., and Wachowicz, L.: Examining Atmospheric Dynamical Forcing of Greenland Ice Sheet Surface Mass Loss Within the Context of Arctic Amplification, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10541, https://doi.org/10.5194/egusphere-egu23-10541, 2023.

EGU23-10672 | ECS | Posters on site | CR7.3

Comparing the response to meteorological drivers at Taylor and Commonwealth glacier, McMurdo Dry Valleys, Antarctica. 

Marte Hofsteenge, Nicolas Cullen, Jono Conway, Marwan Katurji, Carleen Reijmer, and Michiel van den Broeke

In the McMurdo Dry Valleys (MDV) of Antarctica thrives a unique ecosystem under extreme cold and dry conditions. The limited snowfall that falls on the valley floor quickly sublimates and therefore glacial melt is the most important input to the streams and ice-covered lakes that provide water for the ecosystem. Understanding what drives the variability and changes in glacial meltwater is therefore of great importance to foresee ecosystem changes in a warming world. To assess the temporal variability and meteorological drivers of glacial melt in Taylor Valley, a 22-year surface energy balance (SEB) record is constructed for Taylor and Commonwealth glacier. Automatic weather station observations from the Long-term Ecological Research (LTER) Program in the ablation zone of each glacier are gap filled and completed using locally-tuned parameterisations. The two SEB records are compared to understand the different response of two nearby glaciers (~30 km apart) to local and regional climate forcing. The more melt dominated Commonwealth glacier shows strong seasonal variability in ablation. The closer proximity of Commonwealth glacier to the ocean leads to more rapid changes in albedo as controlled by summer snowfall events. Not only does the presence of snow but also the larger variability in ice albedo compared to Taylor glacier explains much of the seasonal variability in melt. Another major driver of melt are the number of degree days above freezing for both glaciers, which is strongly linked to foehn wind events in Taylor Valley. The further inland Taylor glacier experiences drier and windier conditions and therefore sublimation dominates ablation and melt occurrence. Cloud cover and snowfall in summer switch off glacial melt in summer on both glaciers. We have also used ERA5 fields to study the moisture sources of the MDV precipitation and clouds. This will help us understand how changes in moisture and regional circulation patterns might impact the MDV glaciers and ecosystem in a warming climate.

How to cite: Hofsteenge, M., Cullen, N., Conway, J., Katurji, M., Reijmer, C., and van den Broeke, M.: Comparing the response to meteorological drivers at Taylor and Commonwealth glacier, McMurdo Dry Valleys, Antarctica., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10672, https://doi.org/10.5194/egusphere-egu23-10672, 2023.

EGU23-13291 | ECS | Orals | CR7.3

Spatial response of Greenland’s firn layer to NAO variability 

Max Brils, Peter Kuipers Munneke, and Michiel van den Broeke

Changes in the Greenland ice sheet (GrIS) firn layer may impact its ability to retain meltwater. These changes also need to be accounted for when converting measured ice sheet volume changes to mass changes. With a firn model (IMAU-FDM v1.2G) forced by a regional climate model (RACMO2.3p2), we investigate how the GrIS firn layer depth and pore space have evolved since 1958 in response to variability in the large-scale atmospheric circulation. On interannual timescales, the firn layer’s depth and pore space shows a spatially heterogeneous response to variability in the North Atlantic Oscillation (NAO). Notably, a stronger NAO following the record warm summer of 2012 led the firn layer in the south and east of the ice sheet to regain thickness and pore space after a period of thinning and reduced pore space. The main driving forces behind these changes vary between GrIS sectors: in the southwest, a decrease in melt dominates, whereas in the east an increase in snow accumulation dominates. However, these trends are not uniform across the GrIS, and over the same period, the firn in the northwest continued to lose pore space. The NAO is also stronger in winter than in summer and we observe that this impacts the seasonal cycle of the firn. In the wet southeastern GrIS, most of the snow accumulates during the winter, when firn compaction is slow, amplifying the seasonal cycle in firn depth and pore space. The opposite occurs in other regions, where snowfall peaks in summer or autumn, at the same time as densification and melt, damping the seasonal oscillations in the firn thickness and pore space.

How to cite: Brils, M., Kuipers Munneke, P., and van den Broeke, M.: Spatial response of Greenland’s firn layer to NAO variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13291, https://doi.org/10.5194/egusphere-egu23-13291, 2023.

EGU23-13345 | Posters on site | CR7.3

Three-decades of quality controlled Greenland Climate Network (GC-Net) weather station data 

Jason Box, Baptiste Vandecrux, Andreas Ahlstrøm, Robert Fausto, William Colgan, Nanna Karlsson, Signe Andersen, Patrick Wright, Derek Houtz, Daniel McGrath, Nicolas Cullen, Nicolas Bayou, and Konrad Steffen

The Greenland Climate Network (GC-Net) is a collection of automatic weather stations (AWS)  across the Greenland Ice Sheet. The first site was initiated in 1990, and the project has operated almost continuously since 1995, under the leadership of the late Pr. Konrad Steffen. The network consists of 19 long-running weather stations, and 14 AWS sites active under five years. As part of the continuation of the GC-Net by the Geological Survey of Denmark and Greenland (GEUS), the AWS data have recently undergone a reprocessing with new attention to erroneous data filtering, correction and derivation of additional variables: continuous surface height, instrument heights, turbulent heat fluxes.  This new augmented GC-Net level 1 (L1) AWS dataset is now available at https://doi.org/10.22008/FK2/VVXGUT and will continue to be refined. The processing scripts, the latest data and a data-user forum are available at https://github.com/GEUS-Glaciology-and-Climate/GC-Net-level-1-data-processing. In addition to the AWS data, a comprehensive compilation of valuable metadata is provided: maintenance reports, yearly pictures of the stations and the moving station positions through time. This unique dataset provides more than 320 station-years of weather data of improved quality and is made available in compliance under FAIR open data and code principles.

How to cite: Box, J., Vandecrux, B., Ahlstrøm, A., Fausto, R., Colgan, W., Karlsson, N., Andersen, S., Wright, P., Houtz, D., McGrath, D., Cullen, N., Bayou, N., and Steffen, K.: Three-decades of quality controlled Greenland Climate Network (GC-Net) weather station data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13345, https://doi.org/10.5194/egusphere-egu23-13345, 2023.

EGU23-13864 | ECS | Orals | CR7.3

New non-hydrostatic polar regional climate model HCLIM-AROME: analysis of the föhn event on 27 January 2011 over the Larsen C Ice Shelf, Antarctic Peninsula 

Kristiina Verro, Willem Jan van de Berg, Andrew Orr, Oskar Landgren, and Bert van Ulft

Recently, the climate version (HCLIM) of the regional numerical weather prediction model system ALADIN–HIRLAM of the ACCORD consortium, has been set up for the Arctic and Antarctic domains. Within the PolarRES project, HCLIM will be run, along with other regional climate models such as RACMO, MetUM, and MAR, to study the interactions between the atmosphere, oceans, and sea ice in the Arctic and Antarctic. For the Antarctic Peninsula, kilometre-scale horizontal resolution and non-hydrostatic model dynamics are essential to accurately resolve the complex topography and to capture small-scale processes such as the föhn winds that occur over ice shelves on the Antarctic Peninsula. 

Here, we present an analysis of the föhn event on 27 January 2011 over the Larsen C Ice Shelf, Antarctic Peninsula. The output of the non-hydrostatic HCLIM-AROME model, run at 2.5 km resolution, is evaluated against automatic weather station and radiosonde measurements and simulations of the non-hydrostatic regional climate model MetUM. We analyse the modelled air pressure, near-surface and tropospheric temperatures, wind speed and wind direction, and other atmospheric variables, demonstrating the strengths and weaknesses of the HCLIM-AROME model for this polar application. 

How to cite: Verro, K., van de Berg, W. J., Orr, A., Landgren, O., and van Ulft, B.: New non-hydrostatic polar regional climate model HCLIM-AROME: analysis of the föhn event on 27 January 2011 over the Larsen C Ice Shelf, Antarctic Peninsula, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13864, https://doi.org/10.5194/egusphere-egu23-13864, 2023.

EGU23-14194 | ECS | Posters on site | CR7.3

The microclimate and mass balance of Qaamarujup Sermia, West Greenland 1929-2022 

Florina Schalamon, Jakob Abermann, Sebastian Scher, Andreas Trügler, and Wolfgang Schöner

Understanding the interaction of the atmosphere and cryosphere is critical for predicting the consequences of the rapidly changing climate, particularly in the Arctic. To accurately represent feedback mechanisms between ice and climate in physical models, their thorough quantification at the local scale is required. This study analyses two high-resolution datasets from the Qaamarujup Sermia outlet glacier (West Greenland) that were collected 90 years apart (1929-1931 and 2022 onward). The first is a dataset from Alfred Wegener's last expedition 1929-31, including sub-daily atmospheric observations as well as monthly to (bi-)weekly mass balance measurements. An almost identical monitoring network was installed in 2022 with the goal of observing changes in microclimate and their impact on the glacier. Both periods cover far above-normal air temperatures. The newly installed monitoring network consists of two automatic weather stations (AWS), of which one is placed near the coast and the other one on the ice sheet in approx. 940 m a.s.l.. The station network is supplemented with three temperature and humidity sensors in 50, 270 and 950 m a.s.l. . Further, there are four autonomous ablations sensors and six ablation stakes to quantify the surface mass balance of the glacier. During the field campaign in 2022, 39 vertical drone flights were performed to investigate temperature and humidity profiles of the lowest 400 m of the atmosphere. Preliminary findings show that a surface-based temperature inversion above the glacier surface is present on all days investigated during the study period (2-10.7.2022). An elevated temperature inversion above the ice-free valley part is also present at 50% of the days, with one day reaching further inland than the glacier front. Both types of inversion occur in combination on three out of the eight study days. Comparison of the historic surface mass balance with data from a regional climate model shows reasonable agreement for locations 950 m a.s.l., while the complex topography in the valley is not represented sufficiently. Our results emphasize the value of validation data on a small spatial scale as well as the potential of short-term observations almost a century apart to investigate changing feedback mechanisms of the ice/climate interaction.  

How to cite: Schalamon, F., Abermann, J., Scher, S., Trügler, A., and Schöner, W.: The microclimate and mass balance of Qaamarujup Sermia, West Greenland 1929-2022, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14194, https://doi.org/10.5194/egusphere-egu23-14194, 2023.

This study investigates the reasons for the decrease in the water level of Beysehir Lake and the shrinkage in the lake's surface area in recent years. For this purpose, the lake water level was determined from multi-mission satellite altimeter data, and the lake area was calculated using high-resolution optical satellite images. Data from Copernicus Global Land Service was used for multi-mission satellite altimeter data, and the lake level trend between 1993-2022 was calculated with the least squares method. European Space Agency's (ESA) Sentinel-2 high-resolution optical images were used to determine the change in the lake surface area between 2015 and 2020. These high-resolution optical images were processed with The Sentinel Application Platform (SNAP) software. The Normalized Difference Water Index (NDWI) and Modified Normalized Difference Water Index (MNDWI) were calculated based on processed optical images, and these indexes reflect the changes in water surface area. From the satellite altimeter data, a decreasing trend of 2.5 ± 0.5 cm/yr in the lake water level in the last ten years and shrinkage of approximately 8 km2 in the last 6 years from the satellite images were determined. The possibility of one of the most important reasons being drought was emphasized, and monthly average air temperature data and monthly average precipitation data were obtained from the Turkish General Directorate of Meteorology. With these data, 3- and 12-month Standardized Precipitation Evapotranspiration Index (SPEI) were calculated. Regarding these calculated drought indexes, moderate, extreme, and severe hydrological drought has been determined in the region. According to the analysis, drought is thought to be the most important reason for the decrease in the lake water level and shrinkage in the lake surface area.

Keywords : Geodesy for Climate, Lake Water Level, Satellite Altimetry, In-situ observation, Sentinel-2

How to cite: Erkoç, M. H.: Examination of Causes for Decrease in the Water Level of Beysehir Lake and Shrinkage in the Lake's Surface Area., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-258, https://doi.org/10.5194/egusphere-egu23-258, 2023.

Gravity Recovery and Climate Experiment (GRACE) and GRACE-FollowOn (GFO) satellites can monitor the global spatio-temporal changes in terrestrial water storage anomalies (TWSA) with monthly temporal and ~300 km spatial resolutions. Since these native resolutions may not be adequate for various studies requiring better localization of TWSA signal both in spatial and temporal domains, in recent years, considerable efforts have been devoted to downscaling TWSA to higher resolutions. However, the majority of these studies have focused on spatial downscaling; only a few studies attempted to improve the temporal resolution. Here, we utilized an in-house developed Deep Learning (DL) based model to downscale the monthly GRACE/GFO Mass Concentration (Mascon) TWSA to daily resolution across the Contiguous United States (CONUS). The simulative performance of the DL algorithm is tested by comparing the simulations to independent (non-GRACE) dataset and the land hydrology models. In addition, we assessed the potential of our daily simulations to detect long- and short-term variations in TWSA. The validation results show that our DL-aided simulations do not overestimate or underestimate GRACE/GFO TWSA and can monitor variations in the water cycle at a higher temporal resolution.

How to cite: Uz, M., Akyılmaz, O., and Shum, C.: Deep Learning-aided Temporal Downscaling of Satellite GravimetryTerrestrial Water Storage Anomalies Across the Contiguous United States (CONUS), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-632, https://doi.org/10.5194/egusphere-egu23-632, 2023.

EGU23-1929 | ECS | Posters on site | G3.1

Hydrospheric mass loading for Europe from GNSS vertical displacement and a hydrological model 

Gael Kermarrec, Anna Klos, Henryk Dobslaw, Janusz Bogusz, and Annette Eicker

The interpretation of hydrospheric changes in the context of climate change can be enhanced using Global Navigation Satellite System (GNSS) displacement time series (DTS) combined with the one of a hydrological model. Our methodology is based on a computationally filtering strategy called the Savitzky-Golay filter and applied to selected stations in Europe. We use the GNSS solutions provided by the International GNSS Service (IGS) and, for the first time, the Nevada Geodetic Laboratory (NGL). The new hybrid dataset shows a high correspondence with DTS derived from the Gravity Recovery and Climate Experiment (GRACE) gravity mission but allows the identification of local and station-specific effects. Prior to this analysis, we eliminate various effects such as non-tidal atmospheric and oceanic loadings, glacial isostatic adjustment, barystatic sea-level changes, or thermoelastic deformation from GNSS DTS.

How to cite: Kermarrec, G., Klos, A., Dobslaw, H., Bogusz, J., and Eicker, A.: Hydrospheric mass loading for Europe from GNSS vertical displacement and a hydrological model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1929, https://doi.org/10.5194/egusphere-egu23-1929, 2023.

EGU23-2734 | ECS | Orals | G3.1

Reconstructing a new terrestrial water storage deficit index to detect and quantify drought in the Yangtze River Basin 

Xuewen Wan, Nengfang Chao, Ying Hu, Jiangyuan Wang, Zheng Liu, and Kaihui Zou

With the intensification of global climate change, droughts have occurred frequently in the Yangtze River Basin (YRB), which has caused significant impacts on human production, life, and socio-economic development. To reduce the damage caused by drought in the YRB, the drought characteristics must be comprehensively detected and quantified. Here, the spatial and temporal variability of precipitation, runoff, soil moisture, terrestrial water storage, and groundwater in the YRB from the Gravity Recovery and Climate Experiment (GRACE), hydrological and in situ observations were comprehensively estimated by decomposing them into seasonal, subseasonal, trend, and interannual observations. The new weighted GRACE drought standardisation index (WGDSI) was reconstructed using the component contribution ratio and compared with the standardised soil moisture index (SSI), standardised precipitation index (SPI06), and standardisation runoff index (SRI). Additionally, the drought characteristics identified based on observations of the water storage deficit, severity, peak, duration, and recovery time were also quantified using the WGDSI over the YRB. The results indicated that changes in soil moisture, terrestrial water storage, and groundwater in the YRB increased from 2003 to 2019 and mainly based on seasonal and interannual signals. The correlation coefficients between the WGDSI and the SSI, SPI06, and SRI were 0.92, 0.62, and 0.79, respectively, which represented increases of 9%, 14%, and 21% compared to that with the unweighted GRACE drought standardisation index, respectively. The interannual variability of the hydrologic variables was more consistent with drought events in the YRB, which was beneficial for detecting drought. Two serious droughts occurred in the YRB from 2003 to 2019. In 2006, a continuous 7-month-long drought occurred, with a peak at -28.974 km3, severity of -174.767 km3∙month, average drought recovery rate of 0.83 km3/month, and recovery time of 30 months, while in 2011, a continuous 5-month-long drought occurred, with a peak at -18.384 km3, severity of -78.106 km3/month, average drought recovery rate of 0.40 km3/month and recovery time of 39 months. The above results indicate that the WGDSI can be used to monitor and quantify drought over the YRB. The index proposed in this study can be applied to generate new datasets and methods for detecting and quantifying global drought.

How to cite: Wan, X., Chao, N., Hu, Y., Wang, J., Liu, Z., and Zou, K.: Reconstructing a new terrestrial water storage deficit index to detect and quantify drought in the Yangtze River Basin, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2734, https://doi.org/10.5194/egusphere-egu23-2734, 2023.

EGU23-4048 | ECS | Posters on site | G3.1

Empirical GNSS-derived terrestrial water storage-streamflow relationship in the Sierra Nevada ranges, California 

Nicholas Lau, Ellen Knappe, and Adrian Borsa

One of the most dynamic components of Earth surface mass variability is the constant global redistribution of terrestrial water storage (TWS) across temporal scales of hours to decades. Mass loading and unloading from TWS changes induce instantaneous elastic deformation of the solid earth, producing predominantly vertical transient displacements that are observable by geodetic methods. The global expansion of Global Navigation Satellite Systems (GNSS) networks during the last decade have provided new opportunities of directly estimating changes in TWS at high spatial and temporal resolutions. While contemporary GNSS studies have demonstrated the ability to map regional-scale water storage variability, incorporating these geodetic TWS estimates with in-situ hydrologic measurements can provide further insights on the physical mechanisms underlying the terrestrial water cycle.

 

In this study, we investigate the potential of using GNSS-derived TWS estimates to infer individual watershed condition along California’s Sierra Nevada, a major water source for urban and agricultural use. Utilizing the dense GNSS network in the western United States, we invert vertical displacements for TWS change at subbasin scale spatial resolution (USGS HUC-8). Joint analysis of our TWS estimates and stream gauge data shows contrasting seasonal behaviours in the northern and southern Sierra Nevada. The snow-dominated southern section exhibits a significant time lag between maximum storage and maximum baseflow from March to May, indicating wet-season decoupling between surface storage and the subsurface reservoirs that drive baseflow. In contrast, the northern section exhibits little to no lag, indicative of persistent surface-to-subsurface coupling, consistent with the higher rain-to-snow ratio in the north. Furthermore, we demonstrate that GNSS-derived TWS estimates can be used to infer watershed antecedent storage conditions, in which interannual variability in summer storage (dry season) influences streamflow recession behaviours during early precipitation season. Continued development of GNSS-based water storage estimates and future assimilation with hydrologic models should provide additional understanding of the water budget and hillslope hydrology in the Sierra Nevada.

How to cite: Lau, N., Knappe, E., and Borsa, A.: Empirical GNSS-derived terrestrial water storage-streamflow relationship in the Sierra Nevada ranges, California, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4048, https://doi.org/10.5194/egusphere-egu23-4048, 2023.

EGU23-4288 | ECS | Posters on site | G3.1

Quality assessment of the gridded climate indices estimated from GNSS displacements for the European area 

Artur Lenczuk, Anna Klos, and Janusz Bogusz

For more than 30 years, the Global Navigation Satellite System (GNSS) has successfully detected local crust deformations. These changes in deformation are caused, among other things, by changes in Total Water Storage (TWS), which reflect regular changes in the water system, but are also coupled with changes resulting from unexpected climate change. Current water conflicts caused by climate variability, increased human activity, population growth and food demand are leading to an increased importance of monitoring the abundance of the terrestrial hydrosphere. Such monitoring is increasingly being carried out using GNSS observations, mainly due to the impressive number of permanent stations distributed on Earth. However, the distribution of GNSS stations is irregular, and the displacement time series is often incomplete. Moreover, because of systematic errors, consistency of several parameters estimated for nearby GNSS stations may be very low. To eliminate the impact of these errors, but still capture regular changes in the climate system, we estimated drought severity index (DSI) using GNSS displacement time series over Europe, and interpolated these station-based DSI values over European area in a 1 per 1 degree grid. The quality of interpolated GNSS-DSI values has been assessed using four external datasets: (1) the Gravity Recovery and Climate Experiment (GRACE) and GRACE Follow-On (GRACE-FO) data, (2) combination of GRACE/-FO data with the Satellite Laser Ranging (SLR) data, provided by the University of Bonn, (3) combination of SLR data and high-low Satellite-To-Satellite Tracking (hlSST) data, provided by Leibniz University Hannover, and (4) the self-calibrating Palmer Drought Severity Index (scPDSI). The external datasets have low spatial resolution, when compared to station-dependent GNSS-DSI and the scPDSI index is unable to capture several real water changes. Using GNSS displacements for estimated of DSI reduces these limitations. Our results show that GNSS-based DSI is spatially coherent with indicators derived from other datasets and is able to map dry and wet periods occurring over Europe. GNSS-DSI are also able to capture extreme short events not observed by other datasets. We note that the GRACE-DSI values show the least consistency with GNSS-DSI values. We find also that the DSI values estimated from combined GRACE and SLR indices have largest root-mean-square values for Europe. Our results show that GNSS displacements can be applied to study human and/or climate impact on water changes in small spatial and temporal scales, which may be averaged out in the other datasets; this hold the true especially in regions where GNSS stations are densely distributed.

How to cite: Lenczuk, A., Klos, A., and Bogusz, J.: Quality assessment of the gridded climate indices estimated from GNSS displacements for the European area, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4288, https://doi.org/10.5194/egusphere-egu23-4288, 2023.

EGU23-4554 | ECS | Orals | G3.1 | Highlight

A Detection of the Sea Level Fingerprint of Greenland Ice Sheet Melt 

Sophie Coulson, Sonke Dangendorf, Jerry X. Mitrovica, Mark Tamisiea, Linda Pan, and David Sandwell

Rapid melting of ice sheets and glaciers drives a unique geometry, or fingerprint, of sea-level change, including a sea-level fall in the vicinity of the ice sheet that is an order of magnitude greater than the associated global mean sea-level rise of the melt event. The detection of individual fingerprints has been challenging due to sparse sea surface height measurements at high latitudes and the difficulty of disentangling ocean dynamic variability from the signal. Efforts to date have analyzed sea level records outside the zone of major sea-level fall, where the gradients and amplitudes of the fingerprint signal are significantly lower. We predict the fingerprint of Greenland Ice Sheet (GrIS) melt using new ice mass loss estimates from radar altimetry data and model reconstructions of nearby glaciers, and compare this prediction to an independent, altimetry-derived sea surface height trend corrected for ocean dynamic variability in the region adjacent to the ice sheet. The two fields show consistent gradients across the region, with the expected strong drawdown of the sea surface toward GrIS. A statistically significant correlation between the two fields (p < 0.001) provides the first unambiguous observational detection of the near-field sea level fingerprint of recent GrIS melting in our warming world. This detection provides a robust map of the impact of ice mass flux on global oceans since the early 1990s, and validates theoretical and numerical developments in the sea level modelling community.

How to cite: Coulson, S., Dangendorf, S., Mitrovica, J. X., Tamisiea, M., Pan, L., and Sandwell, D.: A Detection of the Sea Level Fingerprint of Greenland Ice Sheet Melt, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4554, https://doi.org/10.5194/egusphere-egu23-4554, 2023.

EGU23-5086 | ECS | Orals | G3.1

The global land water storage data set GLWS 2.0: assimilating GRACE and GRACE-FO into a global hydrological model 

Helena Gerdener, Jürgen Kusche, Kerstin Schulze, Petra Döll, and Anna Klos

The satellite mission Gravity Recovery And Climate Experiment (GRACE) provided and its successor GRACE-FollowOn (GRACE-FO) provides a great opportunity to derive observations of the global water cycle from space. The missions have contributed and largely increased our knowledge about various hydrological processes on Earth, for example the melting of glaciers in Greenland or groundwater depletion in India. Nonetheless, the spatial resolution of about 300 km, missing months in the time series and the multi-month gap between GRACE and GRACE-FO complicate or even impede the usage in some applications. Further, separating single storage information, e.g. groundwater, from the GRACE/-FO derived total water storage anomalies (TWSA) is still difficult.

In recent decades, data assimilation techniques were used to downscale and disaggregate the GRACE/-FO TWSA, however, to our knowledge they focus on hydrological instead of geodetic applications, only a few assimilate GRACE/-FO TWSA on a global scale and open access is rare. Therefore, we provide the new Global Land Water Storage (GLWS2.0) data set that offers total water storage anomalies on a 0.5° monthly grid covering the global land except Greenland and Antarctica for the time period 2003 to 2019 without missing months and the GRACE/GRACE-FO gap and will soon be publicly available. GLWS2.0 is derived by assimilating GRACE and GRACE-FO TWSA into the WaterGAP model using the Ensemble Kalman Filter considering uncertainties.

We contrast the GLWS2.0 data with the GRACE/-FO observations and the model simulations in the spatial domain via linear trends, annual amplitudes and non-seasonal TWSA and in the spectral domain via degree variances, c20 coefficients and other representation of spherical harmonics. Worldwide, 1030 GNSS stations are used to validate GLWS2.0 by analyzing the vertical loading at short-term, seasonal and long-term temporal bands and we find that GLWS2.0 agrees better with GNSS than GRACE/-FO. In addition, a good agreement to another global data assimilation product is found, which assimilates GRACE/-FO TWSA into the Catchment Land Surface Model by NASA’s Goddard Space Flight Center.

How to cite: Gerdener, H., Kusche, J., Schulze, K., Döll, P., and Klos, A.: The global land water storage data set GLWS 2.0: assimilating GRACE and GRACE-FO into a global hydrological model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5086, https://doi.org/10.5194/egusphere-egu23-5086, 2023.

The Gravity Recovery and Climate Experiment (GRACE) mission has monitored total water storage anomalies (TWSA) globally with unprecedented resolution and accuracy since 2002. However, many applications require a data-based, multi-decadal extended record of TWSA prior to the GRACE period as well as bridging the eleven-months gap between GRACE and its successor GRACE-FO. Statistical and machine-learning 'reconstruction' approaches have been developed to this end, mostly via identifying relations of GRACE-derived TWSA to climate variables, and some regional or global land data sets are now publicly available.

In this contribution, we  compare the two global reconstructions by HUMPHREY AND GUDMUNDSSON (2019) and LI ET AL. (2021) mutually and against output from the the WaterGAP hydrological model from 1979 onwards, against large-scale mass-change derived from geodetic satellite laser ranging from 1992 onwards, and finally against differing GRACE/-FO solutions from 2002 onwards. 

We find that the reconstructions agree surprisingly well in many regions at seasonal and sub-seasonal timescales, even in the pre-GRACE era. We find larger differences at inter-annual timescales which we speculate are in part due to the way reconstructions are trained and in part on which specific GRACE solution they are trained as well as the climatological characteristic of the region. Our comparisons against independent SLR data reveal that reconstructions (only) partially succeed in representing anomalous TWSA for regions that are influenced by large climate modes such as ENSO.

How to cite: Hacker, C.: How realistic are multi-decadal reconstructions of GRACE-like total water storage anomalies?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5486, https://doi.org/10.5194/egusphere-egu23-5486, 2023.

EGU23-5889 | ECS | Orals | G3.1

Influence of GIA uncertainty on climate applications from satellite gravimetry 

Lennart Schawohl, Annette Eicker, Meike Bagge, and Henryk Dobslaw

Global coupled climate models are important for predicting future climate conditions. Due to sometimes large and often systematic model uncertainties, it is crucial to evaluate the outcome of model experiments against independent observations. Changes in the distribution and availability of terrestrial water storage (TWS), which can be measured by the satellite gravimetry missions GRACE and GRACE-FO, represent an important part of the climate system. However, the use of satellite gravity data for the evaluation of coupled climate models has only very recently become feasible. Challenges arise, e.g., from the still rather short time series of satellite data and from signal separation issues related to GRACE/-FO observing all mass change including non-water related variations such as glacial isostatic adjustment. Apart from climate model uncertainties, these challenges might be the reason for a disagreement between the direction of linear water storage trends of models and observations in several regions of the world, one of them located in Eastern Canada.

This presentation will highlight the latest results achieved from our ongoing research on climate model evaluation based on the analysis of an ensemble of models from the Coupled Model Intercomparison Project Phase 6 (CMIP6). We will focus on long-term wetting and drying conditions in TWS. Using an ensemble of 52 GIA models that differ in the applied ice history, solid Earth rheology, and numerical code, this presentation will discuss how GIA modeling uncertainty does influence (i) the determination of water storage trends from GRACE/FO data, and (ii) the (dis-)agreement between drying/wetting trends in satellite gravimetry and CMIP6 climate models. We will show that the apparent disagreement between observations and models in highly GIA-affected regions in North America crucially depend on the particular model chosen for reducing the GIA effect from the GRACE satellite data.

How to cite: Schawohl, L., Eicker, A., Bagge, M., and Dobslaw, H.: Influence of GIA uncertainty on climate applications from satellite gravimetry, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5889, https://doi.org/10.5194/egusphere-egu23-5889, 2023.

EGU23-6919 | ECS | Orals | G3.1

Combined GNSS Reflectometry/Refractometry for Continuous In Situ Surface Mass Balance Estimation on an Antarctic Ice Shelf 

Ladina Steiner, Holger Schmitthüsen, Jens Wickert, and Olaf Eisen

We developed a methodology for deriving automated and continuous specific surface mass balance time series for fast moving parts of ice sheets and shelves (>10m/a) by an accurate and simultaneous estimation of continuous in-situ snow density, snow water equivalent (SWE), and snow deposition and erosion, averaged over an area of several square meters and independent on weather conditions. Reliable in-situ surface mass balance estimates are scarce due to limited spatial and temporal data availability. While surface accumulation can be obtained in various ways, conversion to mass requires knowledge of the snow density, which is more difficult to obtain.

A combined Global Navigation Satellite Systems reflectometry and refractometry (GNSS-RR) approach based on in-situ refracted and reflected GNSS signals is developed. The individual GNSS-RR methods have already been successfully applied on stationary grounds and seasonal snowpacks and are now combined and transferred to moving surfaces like ice sheets. We installed a combined GNSS-RR system in November 2021 on the fast moving (~150m/d), high latitude Ekström ice shelf in the vicinity of the Neumayer III station in Antarctica. Continuous snow accumulation reference data is provided by a laser distance sensor at the same test site and manual density observations. Refracted and reflected GNSS observations from site are post-processed for SWE, snow accumulation, and snow density estimation with a sub-daily temporal resolution. Preliminary results of the first year of data show a high level of agreement with reference observations, calculated from snow accumulation data collected by the laser distance sensor and linearly interpolated monthly snow density observations of the uppermost layer equivalent to the height of snow above the buried antenna.

The deployed devices are geared towards prototype applications for reliable low-cost applications, which will allow large-scale retrieval of surface mass balance for general cryospheric applications, not only on ice sheets or shelves, but also sea ice. Regional climate models, snow modelling, and extensive remote sensing data products will profit from calibration and validation based on the derived field measurements, once such sensors can be deployed on larger scales.

How to cite: Steiner, L., Schmitthüsen, H., Wickert, J., and Eisen, O.: Combined GNSS Reflectometry/Refractometry for Continuous In Situ Surface Mass Balance Estimation on an Antarctic Ice Shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6919, https://doi.org/10.5194/egusphere-egu23-6919, 2023.

EGU23-7836 | Orals | G3.1

GNSS-derived Precipitable Water Vapor for Climate Monitoring 

Galina Dick, Florian Zus, Jens Wickert, Benjamin Männel, and Markus Bradke

Global Navigation Satellite System (GNSS) is now an established observing system for atmospheric water vapour with high spatiotemporal resolution. Water vapour is under-sampled in the current climate-observing systems and obtaining and exploiting more high-quality humidity observations is essential for climate monitoring.

The Global Climate Observing System (GCOS), supported by the World Meteorological Organization (WMO), is establishing a reference climate observation network, the GCOS Reference Upper Air Network (GRUAN). Currently, this network comprises 30 reference sites worldwide, designed to detect long-term trends of key climate variables such as temperature and humidity in the upper atmosphere. GRUAN observations are required to be of reference quality, with known biases removed and with an associated uncertainty value, based on thorough characterization of all sources of measurement. In support of these goals, GNSS precipitable water (GNSS-PW) measurement has been included as a priority one measurement of the essential climate variable water vapor. The GNSS-PW program produces a nearly continuous reference measurement of PW and is therefore a substantial part of GRUAN.

GFZ contributes to GRUAN with its expertise in processing of ground-based GNSS network data to generate precise PW products. GFZ hosts a central processing facility for the GNSS data and is responsible for the installation of GNSS hardware, data transfer, processing and archiving, as well as derivation of GNSS-PW products according to GRUAN requirements including PW uncertainty estimation. Currently half of the GRUAN sites are equipped with GNSS receivers. GNSS-PW products for GRUAN and the results of validation studies will be presented.

 

How to cite: Dick, G., Zus, F., Wickert, J., Männel, B., and Bradke, M.: GNSS-derived Precipitable Water Vapor for Climate Monitoring, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7836, https://doi.org/10.5194/egusphere-egu23-7836, 2023.

EGU23-8001 | ECS | Posters virtual | G3.1

Revisiting the global mean ocean mass budget over 2005-2020 

Anne Barnoud, Julia Pfeffer, Anny Cazenave, Robin Fraudeau, Victor Rousseau, and Michaël Ablain

We investigate the performances of GRACE and GRACE Follow-On satellite gravimetry missions in assessing the ocean mass budget at global scale over 2005-2020. For that purpose, we focus on the last years of the record (2015-2020) when GRACE and GRACE Follow-On faced instrumental problems. We compare the global mean ocean mass estimates from GRACE and GRACE Follow-On to the sum of its contributions from Greenland, Antarctica, land glaciers, terrestrial water storage and atmospheric water content estimated with independent observations. Significant residuals are observed in the global mean ocean mass budget at interannual time scales. Our analyses suggest that the terrestrial water storage variations based on global hydrological model likely contributes to a large part to the misclosure of the global mean ocean mass budget at interannual time scales. We also compare the GRACE-based global mean ocean mass with the altimetry-based global mean sea level corrected for the Argo-based thermosteric contribution (an equivalent of global mean ocean mass). After correcting for the wet troposphere drift of the radiometer on-board the Jason-3 altimeter satellite, we find that mass budget misclosure is reduced but still significant. However, replacing the Argo-based thermosteric component by the ORAS5 ocean reanlaysis or from CERES top of the atmosphere observations leads to closure of the mass budget over the 2015-2020 time span. We conclude that the two most likely sources of error in the global mean ocean mass budget are the thermosteric component based on Argo and the terrestrial water storage contribution based on global hydrological models. The GRACE and GRACE Follow-On data are unlikely to be responsible on their own for the non-closure of the global mean ocean mass budget.

How to cite: Barnoud, A., Pfeffer, J., Cazenave, A., Fraudeau, R., Rousseau, V., and Ablain, M.: Revisiting the global mean ocean mass budget over 2005-2020, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8001, https://doi.org/10.5194/egusphere-egu23-8001, 2023.

EGU23-8590 | ECS | Posters on site | G3.1

Multi-decadal Satellite Gravity Mission Simulations Comparing Resolving Capabilities of a Long-term Trend in the Global Ocean Heat Content 

Marius Schlaak, Pail Roland, Alejandro Blazquez, Benoit Meyssignac, and Jean-Michel Lemoine

Satellite gravity missions have been almost continuously observing global mass transports for more than two decades. The resulting data record already improved our understanding of large-scale processes of the water cycle and is reaching a timespan, which has significance concerning climate related mass transport signals such as changes in the essential climate variables terrestrial water storage (TWS) and sea level. The observations of the currently flown GRACE-FO mission will be continued by NASA’s Mass Change (MC) Mission and extended to the Mass change And Geosciences International Constellation (MAGIC) by ESA’s Next Generation Gravity Mission (NGGM), setting anticipation for higher spatial and temporal resolution of satellite gravity observations in the near future.

This contribution presents initial results of multi-decadal closed loop simulations of current and future satellite gravity observations, comparing their capabilities to allow a direct estimation of long-term trends in changes of TWS and ocean mass. The observed climate signal is based on components of the TWS, as well as mass change signals of oceans, ice sheets, and glaciers extracted from CMIP6 climate projection following the shared socio-economic pathway scenario. A special focus here is on the long-term trend over the oceans. By subtracting the observed ocean mass change from the overall sea level change, the global ocean heat content can be computed from the steric component of the sea-level rise. The resulting long-term trends are then compared to initial inputs to the simulation to illustrate the difference in performance between current and future satellite gravity constellations.

How to cite: Schlaak, M., Roland, P., Blazquez, A., Meyssignac, B., and Lemoine, J.-M.: Multi-decadal Satellite Gravity Mission Simulations Comparing Resolving Capabilities of a Long-term Trend in the Global Ocean Heat Content, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8590, https://doi.org/10.5194/egusphere-egu23-8590, 2023.

EGU23-9933 | Posters on site | G3.1

Water Mass Fluxes and Budgets at Catchment-Scale over Europe in the Collaborative Research Cluster 'DETECT' 

Benjamin D. Gutknecht, Anne Springer, and Jürgen Kusche

Terrestrial Water Storage (TWS) is a measure of the total amount of net-accumulated water in all continental storage compartments. The Global Climate Observing System programme (GCOS) has recently approved TWS Anomalies as an Essential Climate Variable (ECV). With GRACE and GRACE-FO we have the ability to look back on an observable that can be interpreted as monthly TWS change since the year 2002. In the continental water mass budget equation, this change balances the water fluxes from precipitation, evapotranspiration and runoff. 

Within the framework of the new Collaborative Research Cluster 1502 'DETECT', we analyse terrestrial/atmospheric and surface water fluxes and associated budget contributions from model simulations, reanalyses and remote sensing observations for all larger river basins in Europe and combine them with catchment-integrating TWS variability. While, as a first step, we are updating previous budget analyses with latest available data sets, the project's central objective is to quantify to what extent regional changes of land and water use contribute to observed budget changes.

In this presentation, we introduce our central objectives and show first results of the latest continuation of catchment-wide water mass flux time-series analysis over Europe. We discuss our budgeting strategies as well as opportunities and hurdles concerning data availability and uncertainties --- also in view of the recently launched SWOT mission and future GRACE successors.

How to cite: Gutknecht, B. D., Springer, A., and Kusche, J.: Water Mass Fluxes and Budgets at Catchment-Scale over Europe in the Collaborative Research Cluster 'DETECT', EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9933, https://doi.org/10.5194/egusphere-egu23-9933, 2023.

EGU23-10758 | Orals | G3.1

Resolving the discrepancy betweenthe seasonal oscillation of Earth's fluid envelope estimated with SLR and that assumed in GRACE 

Donald Argus, Felix Landerer, David Wiese, and Geoffrey Blewitt

For 25 years, geodesists have inferred that the displacement of the "geocenter" estimated from (SLR) satellite laser ranging represents fluctuation of Earth's fluid envelope relative to solid Earth.  However, SLR determines the displacement of the (CN) center of network of geodetic sites relative to the (CM) center of mass of Earth, consisting of solid Earth, the oceans, the atmosphere, and continental water, snow, and ice. Because solid Earth's surface is deforming in elastic response to the changing load of continental water, atmosphere and oceans, CN only roughly approximates the (CE) center of mass of solid Earth.  In this study, estimate the velocity of CM relative to the (CE) center of mass of Earth by first correcting SLR site displacements (estimated by the International Laser Ranging Service 2020) for their elastic response relative to CE produced by fluctuations of continental water, atmosphere and oceans.  We maintain that by correcting for loading displacements relative to CE, we arrive at an estimate of the displacement of CE.  We find that transforming the SLR series from CN to CE reduces the discrepancy between the seasonal oscillation of Earth's fluid envelope estimated by SLR and that assumed by GRACE (using the technique of Sun et al. 2017) by 40 per cent.  In both SLR and GRACE, a total of 0.5 x 1016 kg of mass moves between hemispheres from southern oceans in August to snow-covered areas in North America and Europe (in particular in Canada and Siberia).  The primary remaining difference between the two techniques is that mass in the northern hemisphere is maximum on February 5 in SLR, 20 days before it is maximum on Feb 25 in GRACE.  Knowing the total transfer of the mass of between hemispheres places a boundary constraint on global models of circulation of water on land and in the oceans and atmospheres (that may be applied to forecasting extreme events such as flooding and drought).

How to cite: Argus, D., Landerer, F., Wiese, D., and Blewitt, G.: Resolving the discrepancy betweenthe seasonal oscillation of Earth's fluid envelope estimated with SLR and that assumed in GRACE, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10758, https://doi.org/10.5194/egusphere-egu23-10758, 2023.

EGU23-12155 | ECS | Posters on site | G3.1 | Highlight

Mass change of Antarctica from new GRACE/GRACE-FO releases 

Barbara Jenny, Nicolaj Hansen, Tim Jensen, and René Forsberg

An important application of the NASA/GFZ GRACE and GRACE-FO satellites is the derivation of ice mass changes in the arctic regions from the gravity field changes. Looking at climate change, it is important to know how fast the ice caps are melting for global sea level rise estimation and validation of climate models. We use recently released L2 GRACE/GRACE-FO models, including the latest CSR release 6.1, which show major improvement over earlier models, especially for Antarctica, as well as the latest TU Graz models.  We also compare the GRACE results to a new surface mass balance model, and joint high-resolution inversion with ESA’s Earth Explorer CryoSat altimetry data, highlighting areas of dynamic changes and giving a higher resolution on the main mass change areas. The study is a precursor to a project for demonstrating use of Level-1 laser data for glacial change detection.

How to cite: Jenny, B., Hansen, N., Jensen, T., and Forsberg, R.: Mass change of Antarctica from new GRACE/GRACE-FO releases, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12155, https://doi.org/10.5194/egusphere-egu23-12155, 2023.

EGU23-12215 | Orals | G3.1

Study on combination approaches for hydrological angular momentum determined from climate data 

Jolanta Nastula, Tomasz Kur, Justyna Śliwińska, Małgorzata Wińska, and Aleksander Partyka

Geophysical interpretation of polar motion (PM) and finding the sources of its excitation is an important but challenging task that takes place on the boundary between geodesy and geophysics. Especially the role of hydrological signals in PM excitation is not yet fully understood, mainly because of the lack of agreement between estimates of hydrological angular momentum (HAM) computed from different data sources (e.g., land surface models, global hydrological models, satellite gravity measurements).

The recently observed climate changes affect the global distribution and transport of continental water mass, which may also influence the HAM. Projections of past and future changes in the physical and chemical properties of the atmosphere, ocean, and hydrosphere caused by climate change are delivered by climate models, which are collected and made available to the public in the frame of the sixth phase of the Coupled Model Intercomparison Project (CMIP6). Such models provide many of variables, including variations in soil moisture and snow water storage, which are necessary for HAM computation. However, CMIP6 models differ in terms of initial conditions, physical properties of atmosphere, oceans, hydrosphere, and climate forcing. Such divergences obviously contribute to the differences between various CMIP6-based HAM series.

In this study, we investigate various groups of models according to providing institute, mean of selected models and more sophisticated combinations determined using different methods like e.g., variance components estimation, three cornered hat method. The obtained series are analyzed and evaluated in several spectral bands. The goal of such study is to check whether grouping or combining the models could improve the consistency between CMIP6-based HAM and hydrological signal in geodetically observed PM excitation. To evaluate the combined CMIP6-based HAM series, we compare them with geodetic residuals (GAO) obtained from geodetic angular momentum reduced by atmospheric and oceanic signals, as well as with HAM computed from data from Gravity Recovery and Climate Experiment (GRACE) mission. Generally, the analyses confirm the results obtained from previous studies (Nastula et al. 2022). It is possible to find grouped CMIP6 models that provide HAM series as or more compliant with GAO than HAM determined from GRACE.

How to cite: Nastula, J., Kur, T., Śliwińska, J., Wińska, M., and Partyka, A.: Study on combination approaches for hydrological angular momentum determined from climate data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12215, https://doi.org/10.5194/egusphere-egu23-12215, 2023.

EGU23-12349 | Orals | G3.1 | Highlight

ICESat-2 Ice Sheet Mass balance: Going below the surface 

Nicolaj Hansen, Louise S. Sørensen, Giorgio Spada, Daniele Melini, Rene Forsberg, Ruth Mottram, and Sebastian B. Simonsen

We use the land-ice surface height data product (ATL06 release 5) from NASA’s latest satellite laser altimetry, the Ice, Cloud, and Land Elevation Satellite-2 (ICESat-2) to compute surface elevation changes (SEC) from October 2018 to September 2021 over both Antarctica and Greenland. To convert the SEC to mass change we need to remove the non-ice related SEC processes. To remove the signal from the firn compaction, we use an offline surface energy and firn model. The model is driven by outputs from the atmospheric regional climate model HIRHAM5, forced with reanalysis dataset ERA5, and it simulates the physics of the firn pack. The vertical bedrock movement also creates non-ice related signals, the glacial isostatic adjustment has been computed using the ICE-7G model and SELEN4, and the elastic rebound has been computed using a modified version of the REAR code. 

When the SEC are corrected for signals that are not associated with a change in snow or ice mass, we convert to mass change by multiplying the height change with an appropriate density.  The corrected SEC can result from a change in either melt, snow accumulation, or dynamical behavior, this means that the appropriate density depends on which physical processes are driving the observed SEC. In this study, we have made a new density parametrization to convert the volume change into mass change. The density parametrization determines if one should multiply with snow densities (250-350 kg/m³) or ice density (917 kg/m³) based on a number of criteria; the sign of SEC, ice flow velocity, and the altitude of the area.
With our new density parametrization, we get that the Greenland Ice Sheet has lost 237.5±10.3 Gt/year and the grounded Antarctic Ice Sheet has lost -137.6±27.2 Gt/year in the period. These results are in agreement with other mass balance estimates derived with different methods.

How to cite: Hansen, N., Sørensen, L. S., Spada, G., Melini, D., Forsberg, R., Mottram, R., and Simonsen, S. B.: ICESat-2 Ice Sheet Mass balance: Going below the surface, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12349, https://doi.org/10.5194/egusphere-egu23-12349, 2023.

EGU23-12485 | ECS | Orals | G3.1

Data-Driven and Scaling Factor methods of GRACE leakage correction: Can they be reconciled? 

Vasaw Tripathi, Bramha Dutt Vishwakarma, and Martin Horwath

Time variable satellite gravimetry, realized with the missions GRACE and GRACE-FO, allows for the only global observation of total water storage (TWS) changes. These observations are inherently smoothed due to the upward continuation of the gravity field at the satellite orbits. Additionally, the correlated errors seen as north-south stripes in global maps require further filtering to separate signal from noise. This causes the signal at any region to be biased by signal at neighboring regions, better known as leakage effect. Various methods have been proposed to mitigate leakage and to spatially assign TWS changes at smaller spatial scales than the satellite data is available by using auxiliary information. Unfortunately, there is a large spatio-temporally variable degree of discrepancy in the agreement or the disagreement within these methods, leaving the non-geodetic users of GRACE TWS changes with the complex question of choosing an appropriate method. The scaling factor approach and the Data-Driven Correction (DDC) approach are the most widely used methods. The scaling factor approach uses a numerical model output of TWS changes, whereas the DDC approach uses only GRACE observations to account for leakage.
Tripathi et al., 2022 (10.5194/hess-26-4515-2022) found for the Indus basin, that a newly proposed variant of the scaling factor method, called Frequency-Dependent scaling, using the WaterGAP (Water Global Assessment and Prognosis) hydrology model (WGHM v2.2d), produced results with a striking agreement against the results from the DDC approach. Therefore, this contribution extends the comparison of Frequency-Dependent scaling using WGHM v2.2d against the DDC method for 189 global hydrological basins. We achieved an agreement between the results from both methods well within the uncertainties of GRACE TWS observations for almost 85-90% of the global hydrological basins. Such an agreement can bring a much-needed consolidation in the treatment of leakage effect across the user community. The disagreement in the rest of the basins varies across time scales, such as long-term trends and periodic signals, and is being further analysed.

How to cite: Tripathi, V., Vishwakarma, B. D., and Horwath, M.: Data-Driven and Scaling Factor methods of GRACE leakage correction: Can they be reconciled?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12485, https://doi.org/10.5194/egusphere-egu23-12485, 2023.

EGU23-13048 | ECS | Orals | G3.1

Prospects of Space Geodesy to Monitor Atmospheric Moisture and Atmospheric Net-Water Fluxes 

Kyriakos Balidakis, Henryk Dobslaw, Florian Zus, Annette Eicker, Robert Dill, and Jens Wickert

Accurate representation of the time-variable atmospheric state is achieved by assimilating numerous and disparse observations into numerical weather models (NWM). The four-dimensional atmospheric density distribution, a derivative of essential meteorological variables, affect among else how electromagnetic signals propagate through Earth’s atmosphere and how satellites orbit through Earth’s gravity field. Atmospheric refraction to which microwave signals are subjected as they traverse the electrically neutral atmosphere is quantified e.g., during the GNSS data analysis, and holds valuable information about the water vapor distribution in the vicinity of the ground stations. Satellite gravimetry as realized by the GRACE and GRACE-FO missions is sensitive to mass redistribution within Earth’s fluid envelope, including but not limited to the atmosphere and the terrestrail water storage, and also to high-frequency variations stemming from the time-integrated effect of precipitation and evapotranspiration. In this contribution we employ two state-of-the-art meso-beta scale NWM (ECMWF’s latest reanalysis ERA5 and DWD’s operational model ICON-global) as well as ERA5‘s ensemble members to demonstrate that tropospheric mosture distribution and net atmospheric freshwater fluxes are quite uncertain in modern NWM in comparison to other quantities such as hydrostatic atmospheric mass and that certain space geodetic observing systems such as GNSS and GRACE-FO are appropriate tools to monitor them, thus enhancing the accuracy of weather prediction.

How to cite: Balidakis, K., Dobslaw, H., Zus, F., Eicker, A., Dill, R., and Wickert, J.: Prospects of Space Geodesy to Monitor Atmospheric Moisture and Atmospheric Net-Water Fluxes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13048, https://doi.org/10.5194/egusphere-egu23-13048, 2023.

EGU23-13524 | Posters on site | G3.1

Unravelling watershed fluxes to detect emerging changes of the water balance 

Roelof Rietbroek, Sedigheh Karimi, and Amin Shakya

In a warming climate, atmospheric water vapour will increase, intensifying the global water cycle. However, this ”wet-get-wetter” and ”dry-get-drier” paradigm does not hold on regional scales and models seem to contradict observations. Furthermore, it is unknown whether modelled atmospheric moisture fluxes, entering and leaving the watersheds, are mass consistent with river discharge and sinks and sources such as aquifers, soil layers and surface waters. Consequently, observational evidence of the changing water cycle components is crucial for scrutinizing models. It is also essential to assess climatic water cycle trends which have far reaching ecological and socio-economic consequences, through the occurrence of heat waves, flooding, forest fires and water availability.

In this contribution, we introduce a 5 year research project, which was recently funded through the Vidi talent scheme programme of the Dutch Research Council. We will explain how we plan to use satellite gravimetry, radar altimetry, in a joint inversion scheme, to estimate water fluxes in and out of the watersheds of the North Sea region, and those of the Greater Horn of Africa. Furthermore, we’ll show how regional sea level change and vertical land motion will be consistently accounted for in the proposed estimation scheme.

How to cite: Rietbroek, R., Karimi, S., and Shakya, A.: Unravelling watershed fluxes to detect emerging changes of the water balance, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13524, https://doi.org/10.5194/egusphere-egu23-13524, 2023.

EGU23-15762 | Posters on site | G3.1

Reduced order rainfall-discharge model for hydro-climatic data assimilation: a data-driven approach 

Karim Douch, Peyman Saemian, and Nico Sneeuw

Hydro-climatic variables such as precipitation (P), evapotranspiration (ET), terrestrial water storage (TWS) or river discharge define the terrestrial water cycle at local and global scales. The robust detection and quantification of steady trends in these variables require analysing sufficiently long time series of observations. Yet, historical discharge records may suffer from long data gaps or simply be too short; different reanalyses or data-driven models of P and ET often show large discrepancies and the associated uncertainty is not systematically provided. Finally, TWS has been observed only since the launch of GRACE in 2002 and also suffers from dozens of missing epochs.

Here, we present a 3-step approach to consistently reconstruct the historical time series of TWS and discharge at the catchment scale. In the first step, we use in-situ discharge observations and TWS anomaly derived from GRACE(-FO) observations to identify a reduced-order and mass-conserving rainfall-discharge model of the catchment. In the second step, the model is run with different precipitation and evapotranspiration data sets to select the pair P and ET reproducing most accurately the observed discharge and TWS. If necessary, the resulting net water flux (P-ET) is adjusted with a bias to improve the simulation accuracy. lastly, we apply a Bayesian smoother such as the Rauch–Tung–Striebel smoother to estimate TWS and discharge along with their respective uncertainty over the period covered by the P-ET time series. Critical to the proposed approach is the rainfall-discharge model identification. Here, we assume that the observed monthly-averaged discharge at the outlet is primarily driven by the TWS in the upstream catchment. As a consequence, we first estimate a storage-discharge model in the form of a continuous-time differential equation. This equation is subsequently coupled with the water mass balance equation to form the rainfall-discharge model. Remarkably, this final model is estimated independently of any P and ET models.

Finally, we apply the proposed approach to Amazonian and Siberian catchments for a period spanning from 1980 to 2020. In the first case, linear and time-invariant models capture with reasonable accuracy the observed drainage dynamics. In contrast, non-linear or linear and time-variable models are necessary to take correctly into account the temperature-dependent snow and ice accumulation and thaw in the case of Siberian catchments.

How to cite: Douch, K., Saemian, P., and Sneeuw, N.: Reduced order rainfall-discharge model for hydro-climatic data assimilation: a data-driven approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15762, https://doi.org/10.5194/egusphere-egu23-15762, 2023.

EGU23-16296 | ECS | Orals | G3.1 | Highlight

Sea-level change along the South American Atlantic coastline 

Carolina M.L. Camargo, Theo Gerkema, Yochi Okta Andrawina, and Aimée B.A. Slangen

In comparison with the number of tide gauges measuring in-situ sea-level change along the Northern Hermisphere coastlines, the Southern Hemisphere has a poor spatial distribution of stations. For example, along the South American Atlantic coastline, only 12 tide gauges are registered at the Permanent Service for Mean Sea-level (PSMSL), of which only two have been updated in the last three years. While satellite altimetry can be used to provide data in locations where there is no in-situ data, estimating coastal sea-level change using altimetry data is challenging due to the distortion of the satellite signal close to the land. Consequently, sea-level change along the South American Atlantic coastline is still poorly understood. Here, we fill this gap by using coastal altimetry products together with a new network of tide gauges deployed along the coast of Brazil (by the SIMCosta project). Via a sea-level budget analysis, we look at the regional drivers of sea-level change along the coast.

 

Recently, a large effort has been put towards developing algorithms that improve the accuracy of standard radar altimetry in coastal regions. Here, we compare both a coastal altimetry product (XTRACT/ALES) and a standard altimetry product (from CMEMS) to the local tide gauges. Previous studies have shown that, for some regions, coastal sea level is driven by open ocean sea-level change ( e.g., Dangendorf et al, 2021). Following this approach, we use clusters of coherent sea-level variability (Camargo et al., 2022), extracted with a network detection algorithm (delta-Maps), that extend to the open ocean, as proxies of the drivers of sea-level change along the coast.  The northern part of the study region, covering the Amazon Plateau, has a good match between the coastal altimetry-observed sea-level change and the sum of the drivers. The sum of the drivers and coastal altimetry trends also match, considering the uncertainty bars, for the most southern part, covering the Patagonian Shelf. For the other regions, we find a large difference between the coastal altimetry-observed sea-level change and the sum of the drivers. Thus, it is possible that these regions cover large-scale features, which are not strongly correlated with coastal sea level.

 

References

Camargo, C. M. L., Riva, R. E. M., Hermans, T. H. J., Schütt, E. M., Marcos, M., Hernandez-Carrasco, I., and Slangen, A. B. A.: Regionalizing the Sea-level Budget With Machine Learning Techniques, EGUsphere [preprint, accepted], https://doi.org/10.5194/egusphere-2022-876, 2022.

Dangendorf, S., Frederikse, T., Chafik, L., Klinck, J. M., Ezer, T., & Hamlington, B. D.: Data-driven reconstruction reveals large-scale ocean circulation control on coastal sea level. Nature Climate Change, 11, 514-520. https://doi.org/10.1038/s41558-021-01046-1, 2021.

How to cite: M.L. Camargo, C., Gerkema, T., Okta Andrawina, Y., and B.A. Slangen, A.: Sea-level change along the South American Atlantic coastline, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16296, https://doi.org/10.5194/egusphere-egu23-16296, 2023.

EGU23-16692 | ECS | Orals | G3.1

Geodetic sensing of mass variations due to climatic conditions 

Jagat Dwipendra Ray, Swapnali Patar, and Rebarani Mahata

The Earth Surface undergoes continuous deformation due to surface mass variations. These mass variations are primarily caused by the hydrological cycle, snowfall, ice melt and glacial isostatic adjustment (GIA). Modern geodetic sensing techniques like the Global Navigational Satellite System (GNSS) can sense these mass variations with unprecedented accuracy.  Therefore, the GNSS positioning time series provides a unique opportunity to study these mass variations and their causes.

In this study, we have used the GNSS time series from the region of Africa and Antarctica to analyse the mass variations. Conditions like draught and ice melting characterise these two regions. Therefore this current study will look at the signals of these two physical conditions. The results obtained are discussed and analysed.

How to cite: Ray, J. D., Patar, S., and Mahata, R.: Geodetic sensing of mass variations due to climatic conditions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16692, https://doi.org/10.5194/egusphere-egu23-16692, 2023.

OS2 – Coastal Oceans, Semi-enclosed and Marginal Seas

EGU23-1019 | Posters on site | OS2.1

Decomposition of estuarine circulation and residual stratification under land-fast sea ice 

Hans Burchard, Karsten Bolding, Xaver Lange, and Alexander Osadchiev

For Arctic estuaries which are characterized by land-fast sea-ice cover during the winter season, processes generating estuarine circulation and residual stratification have not yet been investigated, although some of the largest estuaries in the world belong to this class. Land-fast sea ice provides a no-slip surface boundary condition in addition to the bottom boundary, such that frictional effects are expected to be increased. For this study of estuarine circulation and residual stratification under land-fast sea ice, first a simple linear analytical model is used. To include tidally varying scenarios, a water-column model is applied with a second-moment turbulence closure to juxtapose free-surface and ice-covered estuaries. Well-mixed and strongly stratified tidally periodic scenarios are analyzed by means of a decomposition of estuarine circulation into contributions from gravitational circulation, eddy viscosity - shear covariance (ESCO), surface stress and river run-off. A new method is developed to also decompose tidal residual salinity anomaly profiles. Estuarine circulation intensity and tidally residual potential energy anomaly are studied for a parameter space spanned by the Simpson number and the Unsteadiness number. These are the major results of this study that will support future scenario studies in Arctic estuaries under conditions of accelerated warming:
(i) Residual surface drag under ice opposes estuarine circulation;
(ii) Residual differential advection under ice destabilizes the near-surface flow;
(iii) Reversal of ESCO during strong stratification does not occur under land-fast sea ice;
(iv) Tidal pumping (s-ESCO) contributes dominantly to residual stratification also with sea-ice cover.

How to cite: Burchard, H., Bolding, K., Lange, X., and Osadchiev, A.: Decomposition of estuarine circulation and residual stratification under land-fast sea ice, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1019, https://doi.org/10.5194/egusphere-egu23-1019, 2023.

EGU23-2732 | Posters on site | OS2.1

Physical/biogeochemical modelling of the global coast with ICON-coast – the impact of continental runoff 

Kai Logemann, Moritz Mathis, and Corinna Schrum

ICON-coast is the coastal version of the newly developed global ocean model ICON-O, which is itself part of the ICON (Icosahedral Non-hydrostatic) earth system modelling framework, developed by the Deutscher Wetterdienst and the Max-Planck-Institute for Meteorology. ICON-coast uses an unstructured, triangular computational mesh with a regular bisection-type mesh refinement technique to increase the horizontal resolution along the global coast. The global tides are included and crucial shelf-specific processes are added to the pre-installed biogeochemical sub-model (HAMMOC). Furthermore, an interface to the FABM 1.0 framework was implemented, which enables a coupling with the biogeochemical model ECOSMO. We present first ICON-coast/ECOSMO experiments in order to investigate the impact of the continental runoff and its related eutrophication on the global coastal ecosystem.

How to cite: Logemann, K., Mathis, M., and Schrum, C.: Physical/biogeochemical modelling of the global coast with ICON-coast – the impact of continental runoff, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2732, https://doi.org/10.5194/egusphere-egu23-2732, 2023.

The circulation within marginal seas subject to periodic winds, and their exchange with the open ocean, are explored using idealized numerical models and theory. This is motivated by the strong seasonal cycle in winds over the Nordic Seas and the exchange with the subpolar North Atlantic Ocean through the Denmark Strait and Faroe Bank Channel, although the analysis is general in nature and relevant to other marginal seas. Two distinct regimes are identified: an interior with closed 𝑓 /ℎ contours and a shallow shelf region that connects to the open ocean. The interior develops a strong oscillating along-topography circulation with weaker ageostrophic radial flows. The relative importance of the bottom Ekman layer and interior ageostrophic flows depends only on 𝜔ℎ/𝐶d , where 𝜔 is the forcing frequency, ℎ is the bottom depth, and 𝐶d is a linear bottom drag coefficient. The dynamics on the shelf are controlled by the frictional decay of coastal waves over an along-shelf scale 𝐿 = 𝑓0 𝐿s 𝐻s /𝐶d , where 𝑓0 is the Coriolis parameter, and 𝐿s and 𝐻s are the shelf width and depth. For 𝐿 much less than the perimeter of the basin, the surface Ekman transport is provided primarily by overturning within the marginal sea and there is little exchange with the open ocean. For 𝐿 on the order of the basin perimeter or larger, most of the Ekman transport is provided from outside the marginal sea. There is also an opposite exchange through the deep part of the strait, as required to conserve mass within the marginal sea. This demonstrates a direct connection between the dynamics of coastal waves on the shelf and the exchange of deep waters through the strait, some of which is derived from below sill depth.

How to cite: Spall, M. A.: Wind-forced seasonal exchange between marginal seas and the open ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2794, https://doi.org/10.5194/egusphere-egu23-2794, 2023.

EGU23-3370 | ECS | Posters on site | OS2.1 | Highlight

Improving the representation of freshwater input to shelf seas in an intermediate-complexity global climate model 

Katie Sieradzan, Andreas Schmittner, Sophie-Berenice Wilmes, Mattias Green, and Tom Rippeth

Whilst accounting for only 7% of the global ocean surface area, shelf seas are important links between multiple environments (including terrestrial, deep marine, and atmospheric) and modulate the freshwater influx from rivers before it reaches the open ocean. This freshwater acts as a buoyancy forcing, and, together with solar heating and tidal mixing, affects the seasonal stratification of shelf seas. As stratification impacts numerous processes within the shelf seas, such as heat uptake, ocean currents and biogeochemistry which may further be of global importance, it is important that freshwater fluxes are accurately simulated within models.
Despite their importance, due to coarse model resolution, shelf seas are generally poorly represented in intermediate-complexity global climate models. Here, we examine the accuracy of shelf sea representation in the intermediate-complexity UVic Earth System Climate Model, with a primary focus on the North Sea. Using observational data, we show that the river basin configuration and freshwater discharge in the control model set up has large errors. As a result, the North Sea receives almost double the expected freshwater discharge on an annual scale, impacting the flushing time, seasonal stratification and biogeochemistry of the region. Through a series of simulations rerouting freshwater through more realistic drainage basins, and removing excess freshwater, we improve simulation results, with variations in freshwater fluxes having a significant impact on shelf sea processes. Our results indicate that the over-freshening of shelf seas may not solely be restricted to the UVic model but may be an issue in other global Earth system models due to their low spatial resolution.

How to cite: Sieradzan, K., Schmittner, A., Wilmes, S.-B., Green, M., and Rippeth, T.: Improving the representation of freshwater input to shelf seas in an intermediate-complexity global climate model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3370, https://doi.org/10.5194/egusphere-egu23-3370, 2023.

EGU23-3661 | ECS | Orals | OS2.1

Mesoscale dynamics and its influence on coastal upwelling in the northern Gulf of Guinea 

Abdoul Karim Thiam, Gaël Alory, Isabelle Dadou, Yves Morel, Dante Napolitano, Camille Cardot, Micael Aguedjou, Guillaume Morvan, and Julien Jouano

Very little is known on mesoscale dynamics in the northern Gulf of Guinea, off West Africa. The purpose of our work is to quantify these mesoscale eddies dynamics in this region (0°N-7°N, 10°W-10°E) and their impact on the near-surface ocean and particularly in the coastal upwelling along the northern coast between 2°W and 2°E. We used a regional simulation of the NEMO model at 1/36° resolution of the year 2016 with daily outputs, validated with in situ and satellite data. On average, four cyclonic and four anticyclonic eddies were detected per day with a mean radius of 75 km and 72 km, respectively. Their lifetime is of the order of few days to a month with associated sea level anomaly from 0.5 cm to more than 1cm. The largest eddies with a relatively long life span are located between 2°N and 4°N, east of Cape Palmas (Ivory Coast) and Cape Three Points (Ghana). We then focused on the July-August-September upwelling period, during which we detected a cyclonic eddy east of the Cape of Three Points, from mid-July to mid-August 2016 with an average radius of 75 km. This cyclone is quasi-stationary and is located in the core of coastal upwelling.

Using a heat budget, we show that this eddy has an influence on sea surface temperature (SST) with a double effect. It expands offshore the upwelled cold and salty waters from July 14 to 24, then from July 25 until the dissipation of the cyclone, it weakens this upwelling by advection of warm offshore waters towards the coast, which mix with the upwelling cold waters and warm them.
A lagrangian study shows that the eddy waters come from the coastal upwelling, then mix with warmer offshore waters and later are transported eastward by the Guinea Current.
In conclusion, this study demonstrates the key role of eddies in SST intra-seasonal variability in the northern Gulf of Guinea.
Keywords : Gulf of Guinea, Modeling, Eddy, Coastal upwelling, Lagrangian simulation.

How to cite: Thiam, A. K., Alory, G., Dadou, I., Morel, Y., Napolitano, D., Cardot, C., Aguedjou, M., Morvan, G., and Jouano, J.: Mesoscale dynamics and its influence on coastal upwelling in the northern Gulf of Guinea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3661, https://doi.org/10.5194/egusphere-egu23-3661, 2023.

EGU23-4696 | ECS | Orals | OS2.1 | Highlight

Stochastic properties and statistics of salt intrusion in estuaries in a warming climate 

Jiyong Lee, Bouke Biemond, Huib de Swart, and Henk Dijkstra

Salt intrusion is part of natural estuary dynamics, where saline water enters inland by tides and exchange flow, and is diluted by fresh river water. These processes and feedbacks are complicated and inherently stochastic; and it is not yet well understood how they determine the statistical behavior of the salt intrusion length. More importantly, there are large uncertainties regarding future changes of the forcing of the salt intrusion in a warming climate. In this presentation, we will introduce a new stochastic model that computes temporal changes of the salt balance equation with the decompositions of river discharge and salt intrusion length into deterministic and stochastic components. The developed framework is applied to field observations in the San Francisco Bay (USA) and shown to well reproduce general statistics of salt intrusion length. Next, the model is applied to estuaries in Europe under projected river discharge distributions up to 2100 using two large ensembles of the Community Earth System Model. The key assumption in the model is that the changes in the river discharge are the main driver that induces variability and changes in salt intrusion length in the coming decades. Our results show that there will be significant increase of salt intrusion during dry periods in many European estuaries, especially those at low latitudes. The analysis stresses that, for adequate water management, great attention is needed in monitoring and predicting salt intrusion lengths in the future.

How to cite: Lee, J., Biemond, B., de Swart, H., and Dijkstra, H.: Stochastic properties and statistics of salt intrusion in estuaries in a warming climate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4696, https://doi.org/10.5194/egusphere-egu23-4696, 2023.

EGU23-5369 | ECS | Orals | OS2.1

Observational study on mixing in a stratified scour hole due to the wind-driven lateral circulation in a semi-closed estuary 

Fateme Ebrahimi Erami, Vasileios Kitsikoudis, Bart Vermeulen, and Suzanne Hulscher

Salt intrusion occurring in estuarine environments can be aggravated by the presence of scour holes in the bed. Saltwater has a higher density than freshwater. Therefore saltwater accumulates in scour holes which may exacerbate the salinization of freshwater once it is entrained by wind or other forcings. Wind can contribute to estuarine circulation and stratification through three main mechanisms: direct wind mixing, wind straining and wind-driven lateral circulation. Previous studies (Csanady, 1982; Winant, 2004), suggest that horizontal wind circulation mostly comes into play in estuaries with laterally varying bathymetry, which is the case for our study site. The Haringvliet estuary in the Rhine-Meuse delta is a former tidal basin in the western part of the Netherlands; it varies in bathymetry and has been closed off by floodgates. The gates are only opened during ebb tide to discharge river into the sea, and also for a short period of time during flood tide for ecological purposes. The complex geomorphology of the estuary is composed of shoals and deep scour holes. An extensive field campaign was carried out for over six months in the Haringvliet, at the locations of the scour holes, in which we measured flow velocity, salinity, discharge, and wind speed and direction. Results indicate that, under an axial wind over the estuary, a horizontal circulation forms by downwind flow over shoals and upwind flow in the deep channels. Based on the collected dataset, a change from a down-estuary to an up-estuary wind direction occurred while the floodgates were closed. As a result of the wind influence, the flow direction in the stratified deep channel changed quickly, which provided sufficient shear and turbulence in the whole water column for vertical mixing. The sharp drop in the salinity concentration corresponding to the mixing and flushing in the scour hole occurred due to the wind-induced lateral circulation without having high river discharge. This research shows that, in a semi-closed estuary like the Haringvliet, lateral currents and the momentum transfer corresponded to that can exert a predominant control on estuarine circulation and stratification.

Acknowledgments: This research was funded by the Netherlands Organisation for Scientific Research (NWO), research program SALTISolutions with project number P18-32. Rijkswaterstaat, the Dutch Ministry of   Infrastructure and Water Management, is thanked for providing extensive field data for this research.

 

References:

Csanady, G.T., 1981. Circulation in the coastal ocean. In Advances in geophysics (Vol. 23, pp. 101-183). Elsevier.

Winant, C.D., 2004. Three-dimensional wind-driven flow in an elongated, rotating basin. Journal of Physical Oceanography, 34(2), pp.462-476.

How to cite: Ebrahimi Erami, F., Kitsikoudis, V., Vermeulen, B., and Hulscher, S.: Observational study on mixing in a stratified scour hole due to the wind-driven lateral circulation in a semi-closed estuary, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5369, https://doi.org/10.5194/egusphere-egu23-5369, 2023.

EGU23-6048 | Orals | OS2.1 | Highlight

An advanced towed CTD chain for high resolution physical-biological in situ measurements in the upper ocean 

Thomas Kock, Paulo Calil, Florian Wobbe, Gerd Seidel, Rolf Riethmüller, Stephan Deschner, Martina Heineke, and Burkard Baschek

Eddies, fronts, and filaments of varying scales populate the upper ocean and are particularly important in coastal regions. These features play a vital role on biogeochemical and mixing processes as well as in the energy budget. To capture their high spatial variability, it is desirable to simultaneously resolve the horizontal and vertical gradients of hydrographic properties on scales from O(10) m to O(100) km. We present an improved towed CTD chain for rapid quasi-synoptic in situ measurements of submesoscale oceanographic features to fill this observational gap. The advanced towed CTD chain is robust, lighter and scientifically more useful than previous versions. Added flexibility in terms of freely adaptable chain and sensor setup enables tailor-made surveys for a variety of research questions. The advanced towed CTD chain collects data at a very high horizontal resolution in O(1) m with a vertical resolution between 1 to 10 m, depending on CTD probe count and spacing. Individual CTD probes used within the chain are self-contained instruments equipped with temperature, conductivity, pressure and either fast response dissolved oxygen or fluorescence sensors placed at multiple depths enabling simultaneous hydrographic and biogeochemical studies at high resolution. With the flexible probe hardware it is possible to collect data either with real-time data visualisation for adaptive sampling missions or - in a much simpler and lighter setup - log data internally for offline evaluation. Together with the towed CTD chain a set of software tools and techniques for processing CTD chain data has been developed to provide an easy-to-use and complete system. Data examples collected in various areas like the Amazonas river plume and Cape Verde Island wake highlight the advanced CTD chains robustness, flexibility and scientific capabilities.

How to cite: Kock, T., Calil, P., Wobbe, F., Seidel, G., Riethmüller, R., Deschner, S., Heineke, M., and Baschek, B.: An advanced towed CTD chain for high resolution physical-biological in situ measurements in the upper ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6048, https://doi.org/10.5194/egusphere-egu23-6048, 2023.

EGU23-6255 | ECS | Posters on site | OS2.1

Effect of the sea surface heat flux on upper layer circulation of the East/Japan Sea 

Daehyuk Kim, Hong-Ryeol Shin, Cheol-Ho Kim, Naoki Hirose, and Eun-Chul Chang

The East/Japan Sea (hereafter the East Sea) is one of the semi-closed marginal seas surrounded by Korea, Russia, and Japan. The Tsushima Warm Current (TWC) that is one of the major upper layer circulations flows into the East Sea through the Korea/Tsushima Strait (KTS). This TWC mainly bifurcates into three main branches in the southern part of the East Sea: the Nearshore Branch (NB), East Korea Warm Current (EKWC), and the Offshore Branch (OB). The upper layer circulations are greatly influenced by various external forcings such as wind stress, bottom topography, volume transport flowing through the KTS, and thermal forcing. Among them, the thermal forcing impact on the upper layer circulation of the East Sea is not well known. In this study, a three-dimensional numerical ocean model (RIAMOM) of Kyushu University is employed to investigate the impact of surface heat flux on the upper layer circulation of the East Sea. Numerical results show that the branching of the TWC is simulated regardless of applying wind stress. However, the EKWC that is one of the TWC branches does not appear without surface heat flux. Most of the TWC flows along the Japanese coast in the form of the NB. Furthermore, since there is no thermal interaction with the atmosphere, the heat supplied through the KTS tends to accumulate in the upper layer, thereby forming a thick upper layer in the overall East Sea. As the upper layer thickness increases, the TWC is significantly influenced by bottom topography. Therefore, most of the TWC flows along the developed continental shelf off the Japanese coast. In contrast, without the continental shelf, the TWC flows only along the Korean coast as a western boundary current regardless of surface heat flux. This result suggests that the surface heat flux can play an important role in controlling the bottom topographic and planetary beta effects on the upper layer circulation in the branching of the TWC.

 

Keywords: Tsushima Warm Current, East Korea Warm Current, Surface heat flux, bottom topographic effect, planetary beta effect

Acknowledgment: This work was funded by the Korea Meteorological Administration Research and Development Program under Grant KMI2022-01210.

How to cite: Kim, D., Shin, H.-R., Kim, C.-H., Hirose, N., and Chang, E.-C.: Effect of the sea surface heat flux on upper layer circulation of the East/Japan Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6255, https://doi.org/10.5194/egusphere-egu23-6255, 2023.

EGU23-6761 | Orals | OS2.1

Spatio-temporal Variability of the Lagrangian Transport  in a System of Intertidal Basins 

Matias Duran-Matute, Jeancarlo M. Fajardo-Urbina, Ulf Gräwe, Herman J.H. Clercx, and Theo Gerkema

The spatio-temporal variability of transport in coastal ecosystems is of primary importance for many biological processes. This is critical in highly heterogeneous regions, like systems of intertidal basins, where transport can exhibit a strong anisotropic response to different forcing mechanisms like winds. To understand the local and temporal variability of transport and exchange of water and freshwater content within a system and with its surroundings, Lagrangian transport time scales (LTTS), such as the residence and exposure times, are commonly employed. They are also used as a proxy to understand ecological processes (e.g., eutrophication) and as a first order estimation of the capacity of a system to expel pollutants. Additional information about the preferential pathways in multiple-inlet systems can be obtained by determining the capture areas of the inlets. Tracers deployed in a capture area have the largest probability of exiting the system through the associated inlet. In the present research, we study the spatial and temporal variations of the LTTS and the capture areas of inlets in a multiple-inlet coastal system and their relation to the dominant forcing mechanisms. The results are based on a realistic simulation of the Dutch Wadden Sea (DWS), a wind-dominated estuarine multiple-inlet system, in the period 1980-2015. We found that most of the spatio-temporal variability of the LTTS is explained by winds from the most dominant and energetic sectors (the southwesterly quadrant), which are aligned with the topographical orientation of the system. The LTTS are strongly anti-correlated with these wind directions in most of the domain, except near the inlets. Periods with easterly winds trigger a dipole-like response on the spatial structure of the LTTS with a decrease of their values in the western DWS and an increase in the eastern DWS. This is explained by easterly winds favoring the export from the western DWS towards the North Sea trough the closest inlets. On the eastern side, particles travel towards the western DWS (and hence longer distances before leaving the system), which increases the LTTS. North-northwesterly winds trigger a more complex spatial structure in the system, but in comparison to the other wind directions they only explain little variability. We found a strong influence of the wind seasonality, which is characterized by stronger wind conditions during autumn-winter than spring-summer, on the size of the capture areas of inlets. The monthly variability of these capture areas can be predicted by the wind energy, especially during the stormy season (autumn-winter). During this season, winds from the southwesterly quadrant push particles towards the eastern part of the DWS, thereby reducing the capture areas of the western inlets and triggering an expansion of the areas on the eastern ones. Other wind directions seem to play a negligible role in this variability.

How to cite: Duran-Matute, M., Fajardo-Urbina, J. M., Gräwe, U., Clercx, H. J. H., and Gerkema, T.: Spatio-temporal Variability of the Lagrangian Transport  in a System of Intertidal Basins, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6761, https://doi.org/10.5194/egusphere-egu23-6761, 2023.

EGU23-6877 | Posters on site | OS2.1

Is the residual flow through the Marsdiep tidal inlet reversing? 

Johan van der Molen, Sjoerd Groeskamp, and Leo Maas

The western Dutch Wadden Sea is connected to the North Sea by two main tidal inlets: the Marsdiep in the southwest and the Vlie in the northeast. Along with strong tidal currents, there is a residual flow from the Vlie to the Marsdiep. We found that the direction of this residual flow is reversing.

This residual flow has been studied since the 1970’s, with varying results for net volume fluxes. The driving mechanisms were identified as differences in tidal conditions in the main inlets, tidal rectification, and wind and atmospheric pressure. We analysed 13 years of ADCP observations collected on the ferry crossing the Marsdiep tidal inlet from 2009. The results are combined with earlier investigations covering the period 1998-2009. We find a significant trend in the magnitude of the residual volume flux, with decreasing export to the North Sea, and with occasional imports observed in recent years. We hypothesise that this trend is related predominantly to changes in North Sea tides, caused by increased strength and duration of stratification in response to global warming (Jänicke et al., 2021). With warming projected to continue, we expect the residual flow in the Marsdiep to continue to reverse to full inflow within the current decade, with potential knock-on effects for the sediment budget and ecosystem of the western Wadden Sea.

This work was published in Ocean Sci., 18, 1805–1816, 2022, https://doi.org/10.5194/os-18-1805-2022.

 

Jänicke, L., Ebener, A., Dangendorf, S., Arns, A., Schindelegger, M., Niehüser, S., Haigh, I. D., Woodworth, P., and Jansen, J.: Assessment of tidal range changes in the North Sea from 1958 to 2014, J. Geophys. Res.-Oceans, 126, e2020JC016456, https://doi.org/10.1029/2020JC016456, 2021.

How to cite: van der Molen, J., Groeskamp, S., and Maas, L.: Is the residual flow through the Marsdiep tidal inlet reversing?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6877, https://doi.org/10.5194/egusphere-egu23-6877, 2023.

EGU23-7406 | ECS | Posters on site | OS2.1 | Highlight

Tide propagation in the hyper-turbid Gironde and Loire estuaries 

Isabel Jalon-Rojas, Julie Cheynel, Hannah Clercx, and Sophie Defontaine

Most estuaries display strong decadal changes in morphology, bottom friction and river flow due to human activities and climate change. These changes can in turn modify tide propagation and flow. In macrotidal and highly turbid estuaries characterized by strong seasonal shifts in the Estuarine Turbidity Maximum, these hydro-morpho-sedimentary changes may be relevant even at seasonal time scales. In this study, we evaluate the amplification, damping, distortion, and asymmetry of tidal waves in the hyper-turbid Gironde-Garonne and Loire estuaries in relation to hydrological, sedimentary and morphological seasonal changes. For this purpose, a non-stationary harmonic analysis based on S-TIDE was applied to 5-year times series of water level from 10 (Gironde) and 14 (Loire) stations. River discharge strongly influences tidal range, overtides generation/damping, and therefore tidal deformation in both estuaries. For example, in the Gironde-Garonne (Loire) estuary, the M2 tide peak increased by 20% (6%) and shifted upstream by 74 km (43.5 km) from high to low river discharge periods, while M4 tidal peak increased by 21% (21%) and shifted upstream by 31 km (16 km). A river flow threshold for the maximum tidal distortion was observed in the upstream reaches of both estuaries: e.g., 1500 m3/s at 136 km from the mouth in the Gironde-Garonne estuary, and 500 m3/s at 94 Km from the mouth in the Loire estuary. The influence of annual and seasonal changes of bottom roughness on tidal range was highlighted in the upper reaches of both estuaries. For example, in the Garonne tidal river, the tidal range can increase by 25 cm after the ETM installation near Bordeaux Harbour, for the same (average) river flow. Morphological changes seem to have a relatively lower impact on tides in the Garonne tidal river at these time scales. Future analytical and numerical simulations of tide propagation will provide further insight into the relative role of the different morpho-sedimentary factors on tide propagation in both estuaries.

How to cite: Jalon-Rojas, I., Cheynel, J., Clercx, H., and Defontaine, S.: Tide propagation in the hyper-turbid Gironde and Loire estuaries, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7406, https://doi.org/10.5194/egusphere-egu23-7406, 2023.

EGU23-7523 | ECS | Posters on site | OS2.1

Mesoscale dynamics off the Congo River in the Gulf of Guinea and its impact on the exchange of waters between coastal and open ocean. 

camille cardot, Isabelle Dadou, Dante Napolitano, Micaël Aguedjou, Florent Baudet, Yves Morel, Roy Ngakala, Guillaume Morvan, Gaël Alory, and Julien Juanno

The aim of this study is to characterize and quantify the mesoscale dynamics off the Congo River in the Gulf of Guinea and evaluate its impact on the exchange of fresh and salty waters between the coastal and open ocean in this area. The study area, centered at the mouth of the Congo River (2°S-10°S and 3°E-13.5°E), is characterized by an intense seasonal freshwater cycle related to rainfall-driven fluvial input. We used a 1/36° resolution NEMO model configuration for the Gulf of Guinea, optimised to improve the realism the Congo River plume. Results from this configuration were validated with observations and we analyzed the year 2016. The Congo River combined with the wind forcing strongly influences the ocean circulation in the area. The river plume is associated with positive sea level height at the river mouth and strong horizontal density gradients. Moreover, the river plume stratifies the surface waters leading to a very shallow mixed layer (<10 m) enhancing the wind forcing on the surface waters. Our analysis of the mesoscale dynamics for the year 2016 reveals several events, especially a dipole, with a lifetime of 40 days for the anticyclone and 70 days for the cyclone. This dipole appears between March and April 2016, when the river discharge is high, winds are weak, and the river plume is located south of the mouth. The anticyclonic structure carries low-salinity water (S≈32.5) from the southward extension of the river plume. Lagrangian analyses confirm that the waters trapped in the mesoscale dipole originate partly from the Congo river plume. To investigate the processes driving the offshore water transport, we analyze the salinity variations in a box encompassing the river plume. The horizontal/vertical advection through its boundaries increase salinity whereas vertical diffusion decreases it. At the boundaries, the role of the mesoscale dynamics accounts for up to 53 % of the total fresh/salty transport, showing the key role of mesoscale dynamics, especially towards the open ocean.

How to cite: cardot, C., Dadou, I., Napolitano, D., Aguedjou, M., Baudet, F., Morel, Y., Ngakala, R., Morvan, G., Alory, G., and Juanno, J.: Mesoscale dynamics off the Congo River in the Gulf of Guinea and its impact on the exchange of waters between coastal and open ocean., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7523, https://doi.org/10.5194/egusphere-egu23-7523, 2023.

EGU23-7586 | ECS | Orals | OS2.1

Seasonal and intraseasonal oscillations in a monsoonal estuary 

Iyyath Pareed pillai Safin, Vijayakumaran Vijith, Raveendran Sajeev, Nambiathody Anup, Shankar Vasudevan, Naduvilakath Mohamed Iqbal Shehsin, Parolil Kuttan Saji, Kavil Anand Anoop, and Kareekunnan Shameem

Estuaries on the Indian subcontinent are influenced by the Asian Summer Monsoon and show strong seasonality. As a result, these estuaries are often referred to as monsoonal estuaries (Vijith et al., 2009).  The seasonal cycle is superposed with intra-seasonal oscillations (ISO) with periods ranging from 10 to 90 days. Due to the lack of high-resolution data in Indian estuaries, even while the seasonal cycle of monsoonal estuaries is comparatively well understood, the intra-seasonal variability has not yet been examined. The active-break monsoon spells drive quasi-biweekly oscillations (10--20 days) within the ISO, and oscillations of 30–60 days are present due to northward-moving cloud bands.  In this study, we use high-resolution salinity, temperature and sea level measurements from the Cochin estuary, located on the southwestern coastal plain of India, to investigate the ISO-related variability. The spectral analysis of the sub-tidal signals of salinity, temperature and sea level shows that ISO exists year round (December 2019 to May 2021). During the dry season (December to April), the salinity was on an average of 30 PSU, and the amplitude of ISO was from 3 to 5 PSU. In the wet monsoon season, the amplitude of ISO varies around 5 to 10 PSU. The temperature, sea level, and precipitation spectrum also exhibited similar patterns in the wet season. The coherence of salinity with sea level and precipitation is also quantified. 

 

Reference

Vijith, V., Sundar, D., Shetye, S.R., 2009. Time-dependence of salinity in monsoonal estuaries. Estuar. Coast. Shelf Sci. 85, 601-608. . http://dx.doi.org/10.1016/j.ecss.2009.10.003

How to cite: Safin, I. P. P., Vijith, V., Sajeev, R., Anup, N., Vasudevan, S., Shehsin, N. M. I., Saji, P. K., Anoop, K. A., and Shameem, K.: Seasonal and intraseasonal oscillations in a monsoonal estuary, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7586, https://doi.org/10.5194/egusphere-egu23-7586, 2023.

EGU23-7817 | ECS | Posters on site | OS2.1

Evaluation of the carbonate system and air-sea CO2 fluxes in coastal waters of the Macaronesia archipelagos. 

David Curbelo-Hernández, Melchor González-Dávila, J. Magdalena Santana-Casiano, Aridane González-González, and David González-Santana

The CO2 system, anthropogenic carbon (Cant) inventory and air-sea CO2 fluxes (FCO2) were analysed in the archipelagic waters of the Macaronesia. The (sub)surface data were collected during POS533 (February and March, 2019) in coastal and open-ocean areas leeward of Cape Verde, Canary Islands and Madeira. The observed variability was controlled by changes in temperature, biological activity and advection processes forced by spatial heterogeneities in the Canary Upwelling System, the mixed layer depth, the mesoscale activity and the circulation patterns. The surface fCO2,sw variability was driven by biological production and CO2-rich water injection in tropical waters while temperature fluctuations controlled the fCO2,sw changes in subtropical waters. The factors controlling the upper ocean changes in the normalized total inorganic carbon (NCT) were assessed. The uptake and storage of anthropogenic carbon described > 60% (>90% above the MLD) of the NCT increase from preformed values. The organic carbon pump accounted for 36.6-40.9% in tropical waters and lose importance in subtropical waters (7.5-11.6%), while the carbonate pump has a minimal contribution (<4.2%). The upper-ocean Cant inventory in Cape Verde (8,570 Km2), Canary Islands (7.960 Km2) and Madeira (1,250 Km2) was 7.57 x 103, 9.26 x 103 and 8.86 x 103 µmol kg-1, respectively (0.51, 0.58 and 0.09 Tg C, respectively). In terms of FCO2, these archipelagos behaved as a winter CO2 sink (-4.74, -3.90 and -8.34 mmol m-2d-1, respectively) while a strong outgassing was detected over the Cape Blanc filament (20-25 mmol m-2d-1). The total average FCO2 for the ocean area of the three archipelagos (371,250 Km2) was -28.27 Gg CO2 d-1. The POS533 data were compared and combined with SOCAT and GLODAP data and a new set of equations was provided to calculate the fCO2,sw, Cant and FCO2 in the Macaronesian region based on physical and biogeochemical fluctuations.

How to cite: Curbelo-Hernández, D., González-Dávila, M., Santana-Casiano, J. M., González-González, A., and González-Santana, D.: Evaluation of the carbonate system and air-sea CO2 fluxes in coastal waters of the Macaronesia archipelagos., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7817, https://doi.org/10.5194/egusphere-egu23-7817, 2023.

EGU23-8010 | ECS | Orals | OS2.1 | Highlight

Increased summer storms will reduce bottom water oxygen concentrations in a temperate shelf sea. 

Xin Meng, Jonathan Sharples, and Claire Mahaffey

Oxygen is a vital resource in the ocean, particularly for the high oxygen demand consumers such as fish. In temperature shelf seas, the bottom water oxygen is frequently seen to decrease during the stratified period as a natural consequence of organic matter being remineralised and the seasonal thermocline preventing the replenishment of oxygen from the atmosphere. However, the subsurface chlorophyll maximum (SCM) is a generator of oxygen in the base of the thermocline. Mixing across the thermocline by episodic strong wind events could supply oxygen from the SCM into the bottom water and so offset some of the oxygen reduction arising from organic matter degradation. To explore this possibility, we set up a simple 1-D numerical model to simulate the seasonal cycle of stratification, phytoplankton, nutrients and oxygen in a temperate shelf sea. By adding strong wind mixing, the oxygen concentration in the bottom water becomes lower by the end of autumn than in the case with no wind events. This paradoxical result occurs because the wind mixing also brings organic matter from the SCM into the bottom water, which increases respiration and degradation. A warmer climate will lead to lower oxygen concentrations simply as a result of the reduction in oxygen solubility in seawater; our results also suggest that any climate-driven increases in wind mixing could further worsen bottom water oxygen conditions in temperate shelf seas.

How to cite: Meng, X., Sharples, J., and Mahaffey, C.: Increased summer storms will reduce bottom water oxygen concentrations in a temperate shelf sea., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8010, https://doi.org/10.5194/egusphere-egu23-8010, 2023.

A framework is presented for the study of hydrodynamics in semienclosed basins. The framework is anchored on a generalized momentum balance in which the drivers of momentum are tides, density gradients and winds. The drivers are balanced by friction and Earth’s rotation. The relative influence of either drivers or balancing agents may be cast in terms of their ratio, represented by nondimensional numbers. Thus, the relative influence between three different pairs of forcings is expressed as follows. Comparisons between tidal forcing and density gradients are cast in terms of a densimetric tidal Froude number. Similarly, the effect of wind forcing versus density gradients is contained in a Wedderburn number, and the impact of wind forcing compared to tidal forcing is described by a ‘Stress number’. Comparisons of balancing agents are contained in the Ekman number, representing the dynamic depth of a semienclosed basin – high Ekman numbers indicate dynamically shallow basins. The hydrodynamic interplay among drivers and balancing agents can thus be drawn on a triangular prism. Each face of the prism represents a parametric space that characterizes the relative dominance of any pair of forcing agents. The height of the prism denotes the dynamic depth. Every semienclosed basin, except any dominated by wind-wave forcing, can be represented on a face of this triangular prism or inside the prism, depending on the dominant hydrodynamics. Thus, any semienclosed basin can be described by a cloud of points inside and on the prism faces, representing the basin’s temporal and spatial variability in its hydrodynamics.  

How to cite: Valle-Levinson, A.: Triangular-prism framework for the study of hydrodynamics in semienclosed basins, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8682, https://doi.org/10.5194/egusphere-egu23-8682, 2023.

EGU23-8914 | ECS | Orals | OS2.1

Conserved quantities in the Ekman layer 

Víctor J. Llorente, Enrique M. Padilla, and Manuel Díez-Minguito

The classical Ekman (1905)'s theory of wind-driven currents at the surface boundary layer is a well-known mathematical model that describes transport phenomena in coastal processes, (e.g.) upwellings and downwellings, and represents an essential part of modern oceanography. Understanding the Ekman layer is important to quantify deviations to observed magnitudes from the classical behavior. In this theoretical work, the Ekman layer is revisited through Noether's theorem. This theorem plays a central role in theoretical physics and Lie group theory showing a direct connection between symmetries and conservation laws. Therefore, the goal of the work is to determine what quantities are conserved in the Ekman layer.

How to cite: Llorente, V. J., Padilla, E. M., and Díez-Minguito, M.: Conserved quantities in the Ekman layer, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8914, https://doi.org/10.5194/egusphere-egu23-8914, 2023.

EGU23-9000 | Orals | OS2.1

Forcing of cross-shelf plumes on a wide continental shelf 

Alexander Yankovsky, Steven Dykstra, and Gabrielle Ricche

Analysis of satellite imagery of the Carolinas continental shelf (the US East Coast) shows frequent occurrences of cross-shelf buoyant plumes under upwelling winds. Forcing conditions for fifteen representative events spanning 2017 through early 2020 are analyzed. The buoyancy forcing is represented as an estuarine Richardson number accounting for freshwater discharge and its tidal mixing. The wind forcing is represented as the low-passed alongshore wind stress component, the wind stress magnitude and its standard deviation. Forcing elements are averaged over three days preceding the event. Three cross-shelf plume patterns emerge: the separated plume, when a single streak of buoyant water spreads offshore (an archetypical cross-shelf plume structure), the curving-back plume turning against the wind at some offshore distance, and the multi-lobe plume partially trapped by the coast, with more than one streaks protruding offshore. The latter two regimes represent a low-wind and a strong-wind limit of cross-shelf plumes, respectively. 

How to cite: Yankovsky, A., Dykstra, S., and Ricche, G.: Forcing of cross-shelf plumes on a wide continental shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9000, https://doi.org/10.5194/egusphere-egu23-9000, 2023.

EGU23-9055 | ECS | Orals | OS2.1

Mixing characteristics of the Dutch Wadden Sea: Elucidation based on 11 years of simulation results 

Aditi Mitra, Carmine Donatelli, Matias Duran-Matute, Ulf Gräwe, and Theo Gerkema

The Dutch Wadden Sea (DWS) is an event-driven aquatic system between the Wadden Islands and the Dutch mainland. The dynamics of the system is mainly modulated by the collective influence of seasonally varying wind, the meso-tidal forcing and the freshwater release from two sluices. A three-dimensional hydrodynamic model (GETM- General Estuarine Transport Model) was applied to this region to study the hydrodynamics of the system for over a period of 11 years. In the present study, we have extracted the depth-averaged current from each inlet that connects the DWS with the North Sea. Furthermore, Simpson-Hunter parameter, which is the ratio between the depth and the cubic power of the current speed, was estimated at each inlet. This empirical formula is adopted to determine the mixing capacity of the DWS inlets on a seasonal and inter-annual scale. The initial results manifested that the Texel and the Vlie inlet undergo well-mixed nature in general; however, sporadic stratification events occur in the low wind condition during slack tide. On a contrary, stratification events occur quite often in the other three inlets (i.e., Eierlandse Gat, Borndiep and Friesche+Pinkegat). On a seasonal scale, the frequency of stratification events in the minimum during autumn and maximum during spring. The present results bear a resemblance to the earlier ones’ where low to intermediate magnitudes of Simpson number (quantification of the density-driven stratification) were obtained in the Texel inlet which is indicative of low stratification. Also, the density-driven stratification was mainly controlled by the wind climatology. On a nutshell, the present research emphasizes the influence of wind on the mixing capacity of the DWS. In addition, further simulations are continued considering the scale of 40 years.

How to cite: Mitra, A., Donatelli, C., Duran-Matute, M., Gräwe, U., and Gerkema, T.: Mixing characteristics of the Dutch Wadden Sea: Elucidation based on 11 years of simulation results, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9055, https://doi.org/10.5194/egusphere-egu23-9055, 2023.

EGU23-9400 | ECS | Orals | OS2.1 | Highlight

Response of the estuarine turbidity maximum to a changing hydrodynamic environment in the Pearl River estuary 

Mengyao Ma, Wenyan Zhang, Lucas Porz, and Corinna Schrum

Suspended particulate matter (SPM) plays an important role in both physical and biogeochemical processes in the estuarine system, and the variation of SPM concentrations have multiple environmental and societal implications. Previous research has shown that gravitational circulation, tidal trapping, sediment resuspension and deposition, and runoff of rivers are the primary controlling factors for the formation of the estuarine turbidity maximum (ETM) in the Pearl River estuary (PRE). However, the mechanistic connection between surface riverine sediment plumes and the ETM, and the spatial and temporal variation of the ETM caused by human-induced morphological change and climate- and land subsidence-induced sea level change remain largely unknown. In our study, Landsat data from the 1970s to 2010s were analyzed to identify the variation of the surface sediment concentration. A 3-Dimensional hydrodynamics-sediment transport model (SCHISM) were used to investigate the impacts of decadal-changes (1970s-2010s) of morphology, riverine sediment discharge and sea level on the spatial and temporal variation of ETM. Sediment trapping mechanisms (e.g. topographic and tidal trapping, estuarine fronts) were investigated for their influence on the variation of the ETM to clarify the nonlinear relationships between various sediment trapping processes and the ETM in the PRE. With this study, we aim to better understand the response of the ETM to past and future environment changes caused by both climate and human activities.

How to cite: Ma, M., Zhang, W., Porz, L., and Schrum, C.: Response of the estuarine turbidity maximum to a changing hydrodynamic environment in the Pearl River estuary, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9400, https://doi.org/10.5194/egusphere-egu23-9400, 2023.

EGU23-9412 | ECS | Orals | OS2.1 | Highlight

Unique salt intrusion observations during the severe drought of 2022 

Tess Wegman, Julie Pietrzak, Alexander Horner-Devine, Henk Dijkstra, David Ralston, and Wouter Kranenburg

Salt intrusion is becoming an urgent problem in many deltaic areas due to the increasing probability of droughts under climate change. Sea level rise is an additional consequence of climate change, exacerbating salt intrusion worldwide. Extensive field observations during extreme droughts are rare. One of the worst droughts ever experienced took place in Europe in 2022. 

Here we present unique observations carried out during a 17 week period in the summer and autumn of 2022 in the Dutch Rhine-Meuse Delta. The dataset includes measurements of velocity and salinity around the mouth of the Rhine River and salinity measurements at numerous locations within the estuary. Apart from the fixed measurement locations, a number of ship-borne surveys were carried out during the campaign period. 

The ship transects are analysed to evaluate the internal flow structure compared to normal and high discharge conditions. The ship transects show a vertically well-mixed structure in the shallower sections of the upstream estuary. A salt-wedge structure is still present in the downstream estuary as found in a normal year, however, instead of fresh water in the surface layer as found in a typical year, the upper layer has a salinity of up to 8 PSU.  

We will present the first analysis of this dataset, exploring how the stratification alters during the drought and impacts the salt transport mechanisms in the estuary. Furthermore, our aim is to analyse the coupling between the Rhine Region of Freshwater Influence and salt intrusion length, under varying forcing conditions by means of combining the offshore stations and the inland salinity stations. 

How to cite: Wegman, T., Pietrzak, J., Horner-Devine, A., Dijkstra, H., Ralston, D., and Kranenburg, W.: Unique salt intrusion observations during the severe drought of 2022, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9412, https://doi.org/10.5194/egusphere-egu23-9412, 2023.

EGU23-9557 | ECS | Orals | OS2.1

The influence of extreme drought conditions on spatial patterns of stratification and mixing in a dynamic salt wedge estuary 

Marlein Geraeds, Julie Pietrzak, Martin Verlaan, and Caroline Katsman

Under the influence of climate change, estuaries around the world are increasingly exposed to more extreme weather conditions. In recent years droughts specifically have been occurring more frequently and for prolonged periods. During a period of drought, salt intrusion is exacerbated, impacting the availability and quality of water resources and the estuarine ecosystem. As the impacts of droughts can be severe, assessment of droughts and their influence on the estuarine system is of great importance.

Using a high-resolution 3D coupled ocean-delta model we investigate the influence of the record-breaking European drought of the summer of 2022 on the Rhine-Meuse Delta and compare this to the estuarine response under average discharge conditions, putting the drought’s influence into perspective. Spatial patterns of stratification, mixing, and straining and their evolution throughout the drought period are studied by a salinity variance analysis. The progression of the salt wedge and retreat of the tidal plume fronts are examined and related to the changing strength of the individual estuarine processes influencing stratification. We show that as the tidal plume fronts retreat during the drought, we see a corresponding change in the structure of the salt wedge, demonstrating the importance of the coupling between the tidal plume fronts and the estuarine dynamics.

How to cite: Geraeds, M., Pietrzak, J., Verlaan, M., and Katsman, C.: The influence of extreme drought conditions on spatial patterns of stratification and mixing in a dynamic salt wedge estuary, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9557, https://doi.org/10.5194/egusphere-egu23-9557, 2023.

EGU23-9566 | Posters on site | OS2.1 | Highlight

Winter-time deep-water formation / convection in the Baltic Sea – affecting seabed dynamics and ventilation changes over the past 

Aarno Kotilainen, Matthias Moros, Ian Snowball, Thomas Neumann, Kerstin Perner, H. E. Markus Meier, Jaap Sinninghe Damsté, and Ralph Schneider

New geophysical, oceanographic data and studies on sediment core material strengthen the hypothesis that winter-time deep-water formation / convection played a critical role in seabed dynamics and bottom water ventilation in the Baltic Sea during the last 7000 years. Moreover, we suggest that this process was also critical for marked environmental changes observed and reconstructed for the last 150 years, the transition from the cold Little Ice Age towards the Modern Warm Period.

Our inferences are based on a comparison of instrumental data comprising oceanographic measurements (temperature, salinity, oxygen), air temperature data from Stockholm and sediment proxy records. A solid proxy for bottom water salinity changes are benthic foraminiferal counting data. X-ray fluorescence (XRF) scanning data of short sediment cores together with organic carbon content data are used to evaluate the input of terrigenous particles at the respective sites. XRF data are also used to identify manganese-carbonate layers that form at the sediment surface when anoxic bottom waters are ventilated. A sound chronostratigraphy for the last c. 150 years critical for a comparison between proxy and instrumental data is achieved by combining radionuclide, inorganic and organic pollutant downcore data.

Our proxy records and the instrumental data indicate that during climate warming since AD 1850 the winter-time deep-water formation / convection decreased steadily as evident from deep basin study sites (e.g., in the Landsort Deep). A marked environmental change occurred in the late 1950s when the input of re-worked terrigenous material stopped suddenly and the bottom water conditions switched from oxic to hypoxic at different water depths at all sites (deeper than 160 m) in the Baltic Proper. This switch occurred shortly after the strong inflow of saline waters in the early AD 1950s when highest salinities were observed (instrumental data) and reconstructed (benthic foraminifera) in all sub-basins of the Baltic Proper. We argue that stratification strengthened markedly resulting from this pronounced increase in bottom water salinity, and the already rather weak winter-time deep-water formation / convection collapsed. The collapse led to a stop of fine-grained material input and bottom water ventilation decreased.

During the late 1980s, however, bottom water salinities decreased and therefore stratification weakened cause of a lack of significant inflows. This together with colder winter air temperatures lead to a bottom water ventilation of sub-basins located north of a marked topographic seabed feature, the Baltic Sea Klint, due to the onset of the postulated winter-time deep-water formation / ventilation process.

After the early 1990s only the major saline water inflow of 2003 was able to effectively ventilate the bottom waters of the sub-basins north of the Baltic Sea Klint, which is evident from instrumental and foraminiferal proxy data.

There is an urgent need to include the winter-time deep-water formation process in ecosystem modelling approaches as this may help to improve the relatively poor model performance for ventilation changes in sub-basins located North of the Baltic Sea Klint.

How to cite: Kotilainen, A., Moros, M., Snowball, I., Neumann, T., Perner, K., Meier, H. E. M., Sinninghe Damsté, J., and Schneider, R.: Winter-time deep-water formation / convection in the Baltic Sea – affecting seabed dynamics and ventilation changes over the past, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9566, https://doi.org/10.5194/egusphere-egu23-9566, 2023.

EGU23-9599 | ECS | Orals | OS2.1

Distinctive stratification regimes and their biochemical implications across Queen Charlottte Sound, a highly-productive shelf in the Northeast Pacific 

Khushboo Jhugroo, Stephanie Waterman, Jennifer Jackson, Jody Klymak, Tetjana Ross, and Charles Hannah

Queen Charlotte Sound (QCS) is a broad shelf region off Canada's west coast that is highly biologically productive and hosts several Marine Protected Areas. However, ecosystems in QCS are becoming increasingly susceptible to climate change stressors such as marine heatwaves, ocean acidification, and deoxygenation.  In this system, stratification plays an important role in setting the physical and chemical environment, thus impacting how climate change affects the region, including its biogeochemical cycles and ecosystems. Here, one year of near-continuous underwater glider observations are used to investigate how variability in stratification and exchanges between the coast and open ocean influence the physical and biogeochemical properties in QCS. Specifically, we document how varying relative contributions of temperature and salinity to density stratification set up distinct stratification regimes: a salinity-dominated beta regime, a temperature-dominated alpha regime and a transitional regime, whose presence and spatial extent vary seasonally across the shelf. We then use this stratification regime characterisation to 1) map where and when these regimes manifest and consider the drivers of variability in regime spatial and temporal extent ; 2) quantify the stratification strength as a function of regime and understand regime impacts on the vertical structure of the upper ocean; and 3) demonstrate the usefulness of this regime characterisation to present the systematic differences in chlorophyll and oxygen concentrations and their vertical distribution in the alpha and beta regimes. In addition, we make a comparison of the upper ocean stratification from glider observations with a 1-D mixed layer model driven by meteorological data to test the sensitivity of each regime to atmospheric and lateral exchange processes. Lastly, we will discuss what these findings inform us about stratification in QCS in the future in the context of climate change with increased riverine inputs, melting glaciers, increased precipitation and warmer waters.

How to cite: Jhugroo, K., Waterman, S., Jackson, J., Klymak, J., Ross, T., and Hannah, C.: Distinctive stratification regimes and their biochemical implications across Queen Charlottte Sound, a highly-productive shelf in the Northeast Pacific, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9599, https://doi.org/10.5194/egusphere-egu23-9599, 2023.

We use the SUNTANS model to simulate plunging hyperpycnal plumes on different shelf slopes in idealized domains. Our simulations reveal detailed three-dimensional flow structures in both transient and steady states. An important flow feature is the formation of the triangular suspended sediment concentration pattern at the surface, which results in a flow convergence upon plunging and closely relates to the plume’s three-dimensional flow structure. As the slope is steeper, the triangular pattern becomes shorter in the cross-shore distance, resulting in stronger flow convergence. We show that the nonhydrostatic effect is particularly important before plunging, where the plume is subject to a significant change in the vertical direction. Moreover, the great fluctuations of the velocity field from the hydrostatic calculation result in a much higher eddy diffusivity compared with the nonhydrostatic case, leading to slower sink of the plume while plunging during the transient state. We also conduct depth-integration analysis of both the cross- and along-shore momentum components to examine the bulk effect of the shelf slope, the three-dimensional flow structure, and the nonhydrostatic pressure. We find that the flow convergence due to plunging of the plume provides strong lateral transport of the cross-shore velocity component toward the central line, which leads to the difference between three- and two-dimensional plumes. The flow becomes divergent when the plume forms an undercurrent, in which the lateral transport becomes an important momentum sink.

How to cite: Chou, Y.-J. and Yeh, Y.-C.: Nonhydrostatic simulation of hyperpycnal river plumes on sloping continental shelves: Flow structures and nonhydrostatic effect, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10331, https://doi.org/10.5194/egusphere-egu23-10331, 2023.

EGU23-10808 | Posters on site | OS2.1

The role of extreme variations in freshwater discharge on the Rhine River Plume 

Julie D. Pietrzak, Lennart Keyzer, Marlein Geraeds, Tess Wegman, Avelon Gerritsma, Alex Horner-Devine, Dave Ralston, Martin Verlaan, and Wouter Kranenburg

Tidal river plumes dominate many shelf seas, transporting freshwater, sediment, nutrients, pollutants and larvae downstream. The Rhine River Plume is one of the largest in Europe, under typical discharge conditions it is dominated by tidal plume fronts in the near to mid-field plume and by tidal straining in the mid- to far field plume. Moreover, in agreement with other tidal river plumes discharging onto the shelf, internal waves generated ahead of tidal plume fronts are an important source of mixing in the river plume. We compare field data collected downstream of the mouth of the Rhine River in 2013 and 2014 under typical discharge conditions, with data collected in the near field plume during 2022 during a major drought. Together with numerical models we explore how extreme variations in freshwater discharge impact both tidal straining and the formation and strength of tidal plume fronts. Furthermore we explore how in turn, this influences the structure and mixing of the near to far-field Rhine River Plume. We use a 3D hydrostatic model of the Rhine River Plume and a potential energy anomaly analysis to explore changes in the mixing.  We explore how the river plume adjusts to extremely low discharge conditions and discuss the possible impact on the transport of freshwater, tracers, larvae and fine sediment.

How to cite: Pietrzak, J. D., Keyzer, L., Geraeds, M., Wegman, T., Gerritsma, A., Horner-Devine, A., Ralston, D., Verlaan, M., and Kranenburg, W.: The role of extreme variations in freshwater discharge on the Rhine River Plume, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10808, https://doi.org/10.5194/egusphere-egu23-10808, 2023.

EGU23-11151 | Orals | OS2.1

Hydrodynamic control of sediment-water fluxes: Consistent parameterization and impact in coupled benthic-pelagic models 

Lars Umlauf, Knut Klingbeil, Hagen Radtke, Robert Schwefel, Jorn Bruggeman, and Peter Holtermann

Benthic oxygen dynamics and the exchange of oxygen and other solutes across the sediment-water interface play a key role for the oxygen budget of many limnic and shallow marine systems. The sediment-water fluxes are largely determined by two factors: sediment biogeochemistry and the thickness of the diffusive boundary layer that is determined by near-bottom turbulence. Here, we present a fully coupled benthic-pelagic modeling system that takes these processes and their interaction into account, focusing especially on the modulation of the sediment-water fluxes by the effects of near-bottom turbulence and stratification. We discuss the special numerical methods required to guarantee positivity and mass conservation across the sediment-water interface in the presence of rapid element transformation, and apply this modeling system to a number of idealized scenarios. Our process-oriented
simulations show that near-bottom turbulence provides a crucial control on the sediment-water fluxes, the oxygen penetration depth, and the re-oxidation of reduced compounds diffusing upward from the deeper benthic layers especially on time scales of a few days, characterizing oceanic tides,internal seiching motions in lakes, and mesoscale atmospheric variability. Our results also show that the response of benthic-pelagic fluxes to rapidchanges in the forcing conditions (e.g., storm events) can only be understood with a fully coupled modeling approach.

How to cite: Umlauf, L., Klingbeil, K., Radtke, H., Schwefel, R., Bruggeman, J., and Holtermann, P.: Hydrodynamic control of sediment-water fluxes: Consistent parameterization and impact in coupled benthic-pelagic models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11151, https://doi.org/10.5194/egusphere-egu23-11151, 2023.

EGU23-11395 | ECS | Orals | OS2.1

The impact of river plumes on the sea-level variability 

Lennart Keyzer, Julie Pietrzak, Mirjam Snellen, Caroline Katsman, Firmijn Zijl, Yosra Afrasteh, Henrique Guarneri, Martin Verlaan, Roland Klees, and Cornelis Slobbe

In the face of climate change and changing sea levels, it is important to understand the different drivers of sea-level variability. Tides and atmospheric forcing are the major drivers of sea-level variability, while steric contributions are often neglected in shallow coastal and shelf seas. Here, we investigate the impact of the Rhine River plume on the sea surface height in the North Sea.

Because the river plume is modulated by the tides, steric changes coincide with tidal signals. Therefore, they are hard to observe directly using tide gauge measurements or satellite altimetry. Here, we use a 3D hydrodynamic model, allowing us to quantify the steric contribution. We find steric contributions up to 15 cm in the estuary, 5 cm in the near-field plume and 1 cm in the far-field plume.

The exact height will depend on the river discharge, wind conditions and the tides, which strongly affect the river plume, and thus also the sea surface height. During the summer of 2022, the discharge of the Rhine River was historically low. We investigate the consequences for the river plume, and its impact on the sea surface height. We find that river plumes can induce significant steric changes in sea-surface height, however these are often neglected. Climate change will affect the different drivers of sea level variability in our coastal zones and shelf seas, including river discharges. Understanding their impact is therefore crucial to assess changing sea levels.

How to cite: Keyzer, L., Pietrzak, J., Snellen, M., Katsman, C., Zijl, F., Afrasteh, Y., Guarneri, H., Verlaan, M., Klees, R., and Slobbe, C.: The impact of river plumes on the sea-level variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11395, https://doi.org/10.5194/egusphere-egu23-11395, 2023.

EGU23-11634 | ECS | Posters on site | OS2.1

The Baltic Sea modelling using coupled ROMS and CICE models. 

Maciej Muzyka and Jaromir Jakacki

The coupled ice-ocean model of the Baltic Sea has been prepared to simulate the basic physical parameters. The system is based on sigma-coordinates the Regional Ocean Modelling System (ROMS) and the Los Alamos Sea Ice Model (CICE) and such coupled system was never adapted for Baltic Sea region. It is configured for two horizontal resolutions (1.25 NM and 0.5 NM) that are currently in use with 30 and 26 vertical layers respectively. Both models are forced by two atmospheric data sets: ERA5 and UERRA. Lateral boundary conditions are implemented in Kattegat region as an assimilated sea level, temperature and salinity. Also run off from the catchment model (Balt-HYPE) that covers whole Baltic Sea region have been applied.
Preliminary results from the first few years of the simulation are very promising. The introduced boundary conditions are stable, and the simulation seems to work correctly.
The first comparisons with the Parallel Ocean Program (POP) model, previously used with the same horizontal resolution suggest the model meets the expectations related to the correct work of the Danish Straits, the transport of water masses in the bottom layers and have better dynamics and correctly simulates the free surface. 
The simulations have been performed since 1992. ROMS model results will be presented in comparison with other data delivered by: in-situ measurements during research cruises (point and cross-sections), satellite imaging, modelling. If it will be possible, comparisons with data based on gliders measurements from The Voice of the Ocean are going to be shown.


This study was funded by the NCN “Turbulent Mixing in the Slupsk Furrow” grant number 2019/B/ST10/02189
Calculations were performed using computers of the Academic Computer Centre in Gdańsk.

How to cite: Muzyka, M. and Jakacki, J.: The Baltic Sea modelling using coupled ROMS and CICE models., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11634, https://doi.org/10.5194/egusphere-egu23-11634, 2023.

EGU23-11698 | ECS | Orals | OS2.1

Description of the Gulf of Cadiz surface circulation from drifters 

Marina Bolado-Penagos, Luciano de Oliveira Júnior, Águeda Vázquez, Paulo Relvas, Erwan Garel, and Miguel Bruno

The Gulf of Cadiz is located between the North Atlantic Ocean and the Mediterranean Sea. The majority of studies have focused on the presence of the Mediterranean Outflow water (so-called, MOW) in depth. Nevertheless, there are not so many studies that analyse the surface circulation in this area.

To improve the knowledge of the former circulation, an experiment was conducted with Lagrangian drifters during the autumn of 2022 off the western sector of the northern margin of the Gulf of Cadiz. A total of 8 drifters (SouthTEK®, tethered to a 0.5 m drogue) were deployed in two different areas: (1) 4-offshore drifters (GPS tracking and Iridium coverage) over the shelf slope (200 m isobath) off Cape San Vicente (24 September, 36.837ºN 8.893ºW) sending position every 2 hours; and (2) 4-coastal drifters sending GPS positions every hour, launched in pairs on the inner shelf eastward of Cape Santa Maria (12 October): two at 25 m water depth (37.080ºN 7.476ºW) and two at 100 m water depth (36.993ºN 7.423ºW). The resulting position time-series was between 8 and 18 days for the coastal drifters and ~1-3 months for the offshore ones.

The 4 offshore drifters were displaced together eastward for more than one month after their deployment. They completed an anticyclonic gyre centered around ~36.500ºN 7.500ºW, in agreement with the geostrophic field for these days. All drifters reach the Strait of Gibraltar, but not at the same time (and only two of them entered the Alboran Sea). One drifter was able to enter the Strait when it arrived at the easternmost Gulf of Cadiz (1-month after the deployment). The other drifters reached the Strait later (1.5 and 2.5-months after the deployment) and were conditioned by the Easterly wind blowing over the Strait at that time, describing different trajectories before entering the Strait that are typical of e.g., Coastal Counter Current and sub-mesoscale structures along the Moroccan coast. All the coastal drifters described a similar cyclonic gyre extending up to Cape Santa Maria (~7 to 8ºW). This structure is in agreement with the presence (previously studied by other authors) of a Coastal Counter Current. Moreover, a drop in the Sea Level Anomaly and a signature of cold temperature (Sea Surface Temperature) are observed in this area by the days of the study.

Drifter trajectories have revealed new insights into the surface circulation of the Gulf of Cadiz (i.e. meso- and sub-mesoscale processes). These trajectories have shown the connection between the surface water of the westernmost Gulf of Cadiz with the Alboran Sea. Moreover, these results could help to understand the transport patterns of floating litter or larvae (among others) in the area.

How to cite: Bolado-Penagos, M., de Oliveira Júnior, L., Vázquez, Á., Relvas, P., Garel, E., and Bruno, M.: Description of the Gulf of Cadiz surface circulation from drifters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11698, https://doi.org/10.5194/egusphere-egu23-11698, 2023.

This work is focussed on modelling of the hydrodynamic processes in small coastal areas using a 3-D model on unstructured mesh with fine spatial resolution. A finite element based three-dimensional baroclinic model TELEMAC-3D was applied to the Himmerfjärden area in the Baltic Sea. The TELEMAC modelling suite is developed by the National Laboratory of Hydraulics and Environment (LNHE) of Electricité de France (EDF).

Himmerfjärden is a coastal fjord-like bay situated in the north-western part of the Baltic Sea. The fjord size is 25km by 50km and it has a mean depth of 17m and a maximum depth of 52m. The water is brackish (6‰) with small salinity fluctuation (±2‰). A sewage treatment plant, which serves about 300 000 people, discharges into the inner part of Himmerfjärden.

The modelling domain is approximated by unstructured mesh with element size varying from 50m along the coast to 300m offshore. In vertical direction 20 sigma layers were used. The area was modelled operationally for five days period using model in hydrostatic and non-hydrostatic modes. Open boundary conditions were obtained from the Baltic wide NEMO v4.0 model operationally running by SMHI and provided by the Copernicus Marine Service. Meteorological forecast data were obtained using Open-Meteo API (https://open-meteo.com). Lagrangian particles were tracked online with and without stochastic diffusion.

The computations were enabled by resources provided by the Swedish National Infrastructure for Computing (SNIC) at the NSC - National Supercomputer Centre at Linköping University, partially funded by the Swedish Research Council through grant agreement no. 2018-05973.

How to cite: Sokolov, A.: On Lagrangian particles tracking in coastal areas: hydrostatic vs non-hydrostatic model runs, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11738, https://doi.org/10.5194/egusphere-egu23-11738, 2023.

EGU23-12567 | ECS | Orals | OS2.1 | Highlight

Impact of the Wadden Sea-North Sea interactions on the sea water carbonate system 

Yasmina Ourradi, Sharyn Ossebaar, Gert-Jan Reichart, and Matthew Humphreys

Despite the small area that shelf seas occupy, these regions play a significant role in the global carbon cycle. Through the so-called continental shelf pump mechanism they support more than 20% of the global marine uptake of atmospheric CO2. However, these regions are highly dynamic and the complex interactions within them make it difficult to identify and estimate the contribution of the different processes involved and changes therein. The North Sea, a shelf sea situated on the north-western European shelf is an iconic example of such a shelf sea, making it ideal to study these processes, connections and their variability. The North Sea is connected with the tidal basin of the Wadden Sea via channels that allow not only exchange of water but also dissolved and suspended materials. Through these connections, the Wadden Sea supplies large amount of dissolved inorganic carbon (DIC) but also total alkalinity (TA) generated from processes such as organic matter reduction and as a conduit from riverine inputs. In this study, pH, DIC and TA were monitored on discrete samples allowing the highest possible accuracy and precision at the NIOZ monitoring platform at the edge of the Marsdiep channel, through which most of the water exchange occurs between Wadden Sea and the North Sea. The flow direction reverses with the tides, so both North Sea and Wadden Sea waters are dominant at different points through a tidal cycle. The platform is also equipped with salinity, temperature and pH sensors, which measure every 10 minutes. Here, we use these data to assess the impact of the Wadden Sea on the North Sea, quantifying the TA and DIC supply to the North Sea and the role of the Wadden Sea in regional CO2 uptake. Through cross calibrating these parameters we aim to unravel the relative impacts of the different processes involved in mixing in a tidal inlet. The permanent observatory moreover allows us to investigate the drivers of variability in the TA and DIC exchange from diurnal to seasonal and even multi-annual timescales. 

How to cite: Ourradi, Y., Ossebaar, S., Reichart, G.-J., and Humphreys, M.: Impact of the Wadden Sea-North Sea interactions on the sea water carbonate system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12567, https://doi.org/10.5194/egusphere-egu23-12567, 2023.

EGU23-13015 | Orals | OS2.1

Shelf slope, estuarine dynamics and river plumes in a generalized vertical coordinate, unstructured grid model 

Giorgia Verri, Ivano Barletta, Nadia Pinardi, Ivan Federico, Jacopo Alessandri, and Giovanni Coppini

Modeling the ocean from the open sea to the coasts requires an adequate choice of the vertical coordinate system.

A category of generalized vertical coordinates, the so-called z coordinates ([Stacey et al 1995; Adcroft and Campin 2004]), has been implemented into an unstructured grid, finite elements and layer integrated model which was previously z−geopotential coordinate based.

Idealized and realistic test cases are shown to assess the vertical coordinate impact on key physical processes, i.e. the internal tide generation at a continental slope, a river plume shape and intensity and the salt water intrusion.

To our knowledge this is the first work that uses the z∗ coordinates in an estuary and river plume with an unstructured grid model. Other studies have used the z∗ coordinates with unstructured grid models covering the global ocean ([Ringler et al 2013, Scholz et al 2019] as examples), but without assessing their performance for the small scale dynamics of estuaries and river plumes. Coastal ocean models are currently mostly based on the terrain following coordinates, used within optimised or hybrid approaches ([Zhang  et al 2015; Bruciaferri et al 2018, Fofonova et al 2021, Wise et al 2022] as examples).

The results show that the z coordinate model produces, with respect to z−geopotential coordinates, a stronger water column stratification. An idealized twin experiment configuration of the model to simulate the production of internal tides at the continental slope confirms that the z coordinate model reproduces the expected internal tide fields while the z−geopotential model fails. A set of realistic experiments in the Po river delta coastal region, demonstrates that the representation of the dynamical processes at the coastal scales benefits from a very fine resolution of a few tens of centimeters at the surface (four layers of 25 cm are considered in the upper water column), that is only allowed by the z formulation.

 

How to cite: Verri, G., Barletta, I., Pinardi, N., Federico, I., Alessandri, J., and Coppini, G.: Shelf slope, estuarine dynamics and river plumes in a generalized vertical coordinate, unstructured grid model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13015, https://doi.org/10.5194/egusphere-egu23-13015, 2023.

EGU23-13757 | ECS | Orals | OS2.1

The dynamics of upwelling in the Baltic Sea: the interplay of topography and stratification 

Matteo Masini, Inga Koszalka, Johan Nilsson, Bo Gustafsson, and Alexander Sokolov

In the Baltic Sea, wind-driven coastal upwelling and downwelling events are important for the redistribution of nutrients and other tracers vertically as well as laterally. These events develop under favorable wind conditions and are associated with longshore baroclinic coastal jets that evolve on time scales of a few days. An upwelling (or downwelling) event can be decomposed into an active and passive phase. During the active phase, the coastal jet is governed by the interplay between the wind, bottom bathymetry, and stratification. In the active phase, meandering of the jet has been commonly observed in the Baltic Sea, which has been proposed to arise from variations in the vorticity of the coastal jet due to along-shore variations in the bathymetry. As the longshore component of the wind weakens, the coastal jet becomes unstable and starts to decay enacting formations of eddies in the mesoscale (passive phase). The motivation of the present contribution is to analyze the role of baroclinic instability in the passive phase and to examine its interplay with the cross-shore slope, excluding alongshore variations by the bottom bathymetry. We use the MIT General Ocean Circulation Model (MITgcm) to study the formation and decay of coastal jets under upwelling and downwelling favorable conditions in summer. We consider an idealized flat-bottom case as well as more realistic bathymetric transects of the western Gotland Basin. The simulations are analyzed with respect to the energy conversion rates between the mean jet and eddies, the position and structure of the wind-driven coastal jet, and the characteristic scales of the variability. The results highlight the role of both, baroclinic and barotropic instabilities, for the development of the coastal jet and associated amplitudes of up- and down-welling

How to cite: Masini, M., Koszalka, I., Nilsson, J., Gustafsson, B., and Sokolov, A.: The dynamics of upwelling in the Baltic Sea: the interplay of topography and stratification, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13757, https://doi.org/10.5194/egusphere-egu23-13757, 2023.

EGU23-13973 | Posters on site | OS2.1 | Highlight

Turbulent Mixing in the Slupsk Furrow (Southern Baltic): Microstructure observations in 2019-2022. 

Anna Bulczak, Daniel Rak, and Waldemar Walczowski

The Slupsk Furrow, located on the main pathway of the inflow waters from the North Sea, is of key importance for the Baltic circulation and ecosystem. The dynamics of the Slupsk Furrow make it one of the principal areas of intensive mixing and transformation of deep waters on their way futher east. Internal waves and mesoscale eddies are dominant features of the water transport through the channel. We present a summary of the measurements collected in the Slupsk Furrow in 2019-2022 focusing on the microstructure measurements collected every 5-10 nm during three cruises of rv Oceania through the central channel and at two stations located on the southern topographic slope. Microstructure observations were collected using a free falling Vertical Microstructure Profiler (VMP) 250 of Rockland Scientific equipped with two shear, one micro-conductivity, one micro-temperature and a standard CTD (64 Hz) sensors. In total, 170 microstructure profiles (34hr) were collected in November 2020, 109 profiles (18 hr) in May 2021 at the station to the east of the Slupsk Sill and 354 profiles were collected in December 2021 (14 hr) and March 2012 (156 hr) at the southern topographic slope of the channel. The spatial and temporal variability of mixing intensity is presented and discussed. 

This research was financed by the National Science Centre (NCN) Poland, grant no. 2019/33/B/ST10/02189: “Turbulent mixing in the Slupsk Furrow (Southern Baltic)” project.

How to cite: Bulczak, A., Rak, D., and Walczowski, W.: Turbulent Mixing in the Slupsk Furrow (Southern Baltic): Microstructure observations in 2019-2022., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13973, https://doi.org/10.5194/egusphere-egu23-13973, 2023.

EGU23-14649 * | ECS | Orals | OS2.1 | Highlight

Continuous high-resolution glider observations of methane following the Nord Stream leaks 

Martin Mohrmann, Bastien Queste, and Louise Biddle

After detonations on the 26th September, methane gas leaked at four locations from the damaged Nord Stream pipelines into the Bornholm Basin of the Baltic Sea and into the atmosphere. A permanent Ocean Glider Observatory is located about 20 km east of the leaks, providing continuous data from prior, during and after the incident. We responded quickly by deploying an additional glider with a methane sensor close to the northern leak sites. The glider sampled the methane concentrations for the following three months. During the first week of deployment, we observe an saturation of the methane sensor in the downstream direction of the leaks, indicating methane levels above 1 μM. Outside of the projected downstream advection zone, the methane concentrations are about 100 times lower initially (~10 nM), but quickly increasing as the methane polluted area grows by advection and mixing. A week later the methane is spread along our observation trajectory. About four weeks after the onset of the leaks, the methane levels dropped significantly below 1 μM and after 6 weeks, they stabilize at the initially observed background levels in most places, but occasional patches of increased concentrations, especially in direct vicinity of the leaks remain. Using an advection-dilution scheme in combination with a high resolution Baltic Sea analysis model, we predict the temporal and spatial evolution of methane levels in different basins of the Baltic Sea. Comparing the modelled methane levels with our observations, we estimate rates of atmospheric outgassing and bacterial breakdown.

How to cite: Mohrmann, M., Queste, B., and Biddle, L.: Continuous high-resolution glider observations of methane following the Nord Stream leaks, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14649, https://doi.org/10.5194/egusphere-egu23-14649, 2023.

EGU23-14705 | Posters on site | OS2.1 | Highlight

Seasonal hydro-sedimentary dynamics of a small tropical estuary under Amazone influence (the Cayenne river estuary, French Guiana) 

Aldo Sottolichio, Nicolas Roche, Antoine Gardel, Tanguy Maury, Guillaume Brunier, and Sandric Lesourd

The Cayenne River estuary is a small mesotidal tropical estuary located in the French Guiana (04° 54’ N / 52° 21’ W). It forms at the confluence between the Cayenne and Montsinery rivers, and is one of the numerous estuarine systems situated between the mouths of the Amazon and the Orinoco Rivers, likely to be controlled by coastal mud banks formed by suspended sediment discharge of the Amazon river. This estuary drains a small coastal catchment composed of mangrove forests. Dynamics of this estuary are described for the first time from oceanographic and sedimentary data collected in 2022 during dry and rainy seasons. Surveys consisted of 13h anchor stations at three locations distributed across the main channel, at 5 km from the mouth, where vertical profiles of salinity and turbidity were measured every 30 mn. Complementary vessel-towed ADCP transects were performed in order to capture the current field and residual flow in the same cross section. The data collection was performed during one semidiurnal tidal cycle at neap and spring tides. Water levels records indicate that frictional forces dominate, since the tidal range decreases from the mouth toward the upper estuary, although the tidal wave propagates up to 30 km usptream from the mouth, with increasing asymmetry between ebb and flood. Current patterns show that flood current dominates near the left bank and the ebb current is more intense in the center and the right bank. Residual flow shows inflow at west and inflow at east boundaries, except for neaps in dry season, when a two-layer estuarine circulation develops on the central channel. During the dry season, tidal currents induce strong resuspension of fine sediments. A very turbid estuary is found in the dry season, suggesting pumping of mud from the coastal area. Less loaded waters in the wet season result from the predominance of the fluvial dominance which flushes the suspended matter to the ocean. Residual fluxes of suspended sediment were calculated at each of the three anchor stations. Residual flux follows trends of residual currents, meaning that they are all directed downstream in the wet season, with the exception of the left bank of the estuary, while in dry season they are upstream oriented near the bottom and downward oriented near the surface. These first observations confirm the influence of coastal mud in the infilling of the estuary. However they need to be completed to get a reference state of the estuary, as it is soon about to experience significant anthropogenic changes related with an increasing development of port activities.

How to cite: Sottolichio, A., Roche, N., Gardel, A., Maury, T., Brunier, G., and Lesourd, S.: Seasonal hydro-sedimentary dynamics of a small tropical estuary under Amazone influence (the Cayenne river estuary, French Guiana), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14705, https://doi.org/10.5194/egusphere-egu23-14705, 2023.

EGU23-15417 | ECS | Orals | OS2.1

Influence of channel junction geometry on subtidal salt transport processes and salt intrusion 

Hendrik Jongbloed, Henk Schuttelaars, Yoeri Dijkstra, and Ton Hoitink

In estuarine networks, channel junctions control the division and dispersion of salt between network branches. Whereas dominant width-averaged salt transport processes in single channels are relatively well understood in an idealized sense (e.g. Hansen and Rattray (1965)), the intrinsic three-dimensional geometry and bathymetry in channel junctions, which in urbanized regions are often heavily influenced by human engineering, complicates similar idealized analyses. Expanding our knowledge of salt transport processes around channel junctions is needed to understand salt distribution in estuarine networks and develop efficient one-dimensional salt intrusion models.

As a first step in resolving salt transport processes around junctions, we construct a three dimensional subtidal idealized model for water motion and salinity in partially stratified estuaries. It provides an extremely fast and numerically accurate way of computing salinity distributions in general geometries and analyzing the dominant salt transport processes. The model extends the width-averaged approaches of Hansen & Rattray (1965) and MacCready (2004) to general 3D geometries. Following these authors, the vertical dimension is solved analytically. The solutions for the horizontal dimensions is extended to a numerical finite element method with flexible grid size. The resulting coupled system of nonlinear partial differential equations is solved iteratively. The idealized model is limited to well-mixed and partially stratified conditions and will be compared to high-complexity numerical models to test its validity.

As a proof of concept using the newly derived model, we investigate the sensitivity of dominant salt transport processes and salt intrusion with respect to channel junction geometries, such as cross-sectional shapes and angles between the branches. Systematic exploration of these sensitivities is expected to lead to improved salt dispersion coefficients and, eventually, nodal point relations between junction branches.

References

Hansen, D. V., & Rattray, M. (1965). Gravitational circulation in straits and estuaries. Journal of Marine Research, 23(2), 104–122.

MacCready, P. (2004). Toward a unified theory of tidally-averaged estuarine salinity structure. Estuaries, 27(4), 561–570. https://doi.org/10.1007/BF02907644

How to cite: Jongbloed, H., Schuttelaars, H., Dijkstra, Y., and Hoitink, T.: Influence of channel junction geometry on subtidal salt transport processes and salt intrusion, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15417, https://doi.org/10.5194/egusphere-egu23-15417, 2023.

EGU23-16158 | Orals | OS2.1 | Highlight

Variability of residual flow drivers in estuaries: numerical investigations 

Erwan Garel, Maziar Khosravi, André Fortunato, Alejandro Lopez-Ruiz, and Arnoldo Valle-Levinson

Residual exchange flows in estuaries can be either laterally sheared, vertically sheared, or a mix of both, depending on the competition between baroclinic and barotropic forcings. Observations of the residual flow structure at subtropical, semi-arid and temperate estuaries indicate that the dominant forcing (horizontal density gradient or tidal stress) may vary at a fortnightly to seasonal timescale. This work aims at characterizing the variability of residual flow drivers in estuaries based on process-oriented numerical simulations with simplified geometry. The hydrodynamic model (Delft3D) is constituted by a straight estuarine channel of 80 km in length and a Gaussian-shape cross-section of 1 km in width, forced by a semi-diurnal (M2) tide. The computational grid includes 240 and 15 nodes along and across the channel, respectively (about 333 m x 67 m resolution) and 20 uniform vertical layers. A total of 20 runs of 6 months were performed to explore the effects of various channel depths, river discharges and tidal amplitudes on the spatial structure of residual flows. The results show distinct cross-channel structures for each experiment and suggest a switch of the dominant driver (between tidally-driven and density-driven) along the channel in some cases. The spatial variability of residual flows is first examined against both the horizontal density gradient and the tidal velocity amplitude to characterize the competition between barotropic and baroclinic forcings. The dynamics of residual flow is then approximated by the tidally averaged momentum equation, applied at every grid point of the model domain, to derive dimensionless parameters (such as the densimetric tidal Froude number) for prediction of the dominant residual flow drivers both temporally and spatially (i.e., along the channel).

How to cite: Garel, E., Khosravi, M., Fortunato, A., Lopez-Ruiz, A., and Valle-Levinson, A.: Variability of residual flow drivers in estuaries: numerical investigations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16158, https://doi.org/10.5194/egusphere-egu23-16158, 2023.

EGU23-16280 | Posters on site | OS2.1

Idealized modelling of microphytobenthos resuspension by wind and tides in estuaries 

Manuel Diez-Minguito, Enrique M. Padilla, and Huib E. de Swart

This study further explores the relationships between suspended sediment concentration (SSC) and phytoplankton concentration (PC) in tidally-energetic estuaries. A 1DV idealized model is implemented to account for vertical advection of phytoplankton and sediments, their resuspension from the bottom by both tidal and wind shear stresses, vertical mixing processes, and light-induced growth of phytoplankton. Phytoplankton are considered to be comprised by both free (pelagic) phytoplankton and microphytobenthos (MPB). The combined wind-tide shear stress is modelled following the work of Colosimo et al. (2020), which assumes that the time-varying pressure gradients are balanced by the bed tidal friction only. The (scaled) wind-tide shear stress results thus in a linear superposition of both.

The model is applied to the Guadalquivir River Estuary (SW Iberian Peninsula), which is regarded as a highly turbid and reduced-growth environment. Its lower stretches are partially covered by biofilms of MPB. The contribution of these biofilms to PC and the net primary production of the estuary is thought to be larger than that of the free phytoplankton.

Model output from a sensitivity analysis of SSC and PC to wind speed and tidal currents indicate that the contribution of usual winds to MPB resuspension in the deeper parts of the cross-section is below 10% of that of the tides, whose currents may exceed 1m/s. On the contrary, the role of wind is dominant in the tidal flats where it shallows and tidal currents are weaker than 0.1m/s. These results suggest than a significant fraction of the observed biomass in the Guadalquivir estuary, particularly that comprised of MPB, could thus be resuspended by wind action in the shoals where they grew. 

How to cite: Diez-Minguito, M., Padilla, E. M., and de Swart, H. E.: Idealized modelling of microphytobenthos resuspension by wind and tides in estuaries, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16280, https://doi.org/10.5194/egusphere-egu23-16280, 2023.

EGU23-16854 | Orals | OS2.1

Astronomic influences on seasonal to interannual variability in saltwater intrusion in a subtropical estuary 

Arnoldo Valle-Levinson and Jorge Armando Laurel-Castillo

A 10-year time series of surface salinity values along an estuary-river transition documents their spatial structure and their temporal variability. Decomposition of detided time series into empirical modes indicates that the first mode, explaining almost 95% of the overall variance, has the typical sigmoid spatial structure found in estuaries. The temporal variability of mode 1, referred to as salinity index, displays annual and semiannual signals that are modulated from year to year. A fit of the salinity index to harmonics associated with luni-solar orbital motions and solar activity explain more than 70% of the index variance. This suggests that a) gravitational forcing from moon and sun, and b) the thermodynamic influence of solar activity, both impact salinity intrusions into rivers. The mechanistic linkage is unknown, but it is likely that it develops through atmospheric pressure, winds, air temperature, and water level. These variables are influenced by gravitational forcing and solar activity as observed elsewhere. The main finding is that the salinity variability at an estuary-river transition is influenced by gravitational forces and solar activity, i.e., saltwater intrusion could be determined by the modulation of astronomic influences. Similar variability may be found for mixing processes in coastal regions.

 

How to cite: Valle-Levinson, A. and Laurel-Castillo, J. A.: Astronomic influences on seasonal to interannual variability in saltwater intrusion in a subtropical estuary, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16854, https://doi.org/10.5194/egusphere-egu23-16854, 2023.

EGU23-17378 | Orals | OS2.1

Circulation, mixing and salt transport in a former estuary after reintroduction of seawater inflow: a 3D modelling study 

Wouter Kranenburg, Sam Bom, Meinard Tiessen, and Bas van Leeuwen

Around the world, estuaries have been partially or completely closed-off from the sea and their number may increase with rising sea levels. Concurrently, there is a trend to reintroduce seawater inflow into enclosed former estuaries for ecosystem improvement. This is also the case in the Haringvliet, a former estuary in the Rhine-Meuse Delta, closed-off in 1970 with floodgates blocking seawater inflow and regulating outflow. As the reintroduced salt water inflow may threaten fresh water intake from the basin, the dispersion of salt through the system needs to be well understood and carefully managed.

To study the circulation, mixing and salt transport in the Haringvliet, we developed a high-resolution 3D numerical model using the unstructured hydrostatic modelling software DFlow-FM. The model has a horizontal grid with typical cell side lengths of 60 m and a combination of z- and σ-layers in the vertical with a typical thickness of 0.125 m. In agreement with observational data, the model results show that the incoming salt water reaches the deeper parts of the system, induces a strong stratification and is only flushed out of the system after multiple events of large outward floodgate discharges. When the floodgates are closed during the low river discharge season and salt is still present in the system, wind becomes the dominant forcing of mixing and transport. For axial winds, the model results show a considerable horizontal circulation, with downwind currents over the shallow parts and significant upwind currents over the deep parts of the system. These upwind currents are an important mechanism for inland transport of salt after upward mixing, and increased salinity values are found at landward locations for seaward wind. Using the model to explore the mixing mechanisms, we found that the current-related shear is generally not strong enough to induce interfacial mixing directly above the deep parts. Mixing mostly occurs when salt water reaches less deep areas after tilting of the pycnocline. We will explore how to relate this competition of mixing processes to non-dimensional parameters like the Wedderburn number.

With scenario analyses, we study the dynamics for a range of wind conditions and determine which condition provides most risk for fresh water intake. We also investigate for what rates of seawater inflow and outward floodgate discharges dynamic equilibria can be reached in which the incoming salt mass equals the mass flushed out during the subsequent ebb. The insights in circulation, mixing and salt transport due to forcing by floodgate discharges and wind are relevant for other semi-enclosed former estuaries.

How to cite: Kranenburg, W., Bom, S., Tiessen, M., and van Leeuwen, B.: Circulation, mixing and salt transport in a former estuary after reintroduction of seawater inflow: a 3D modelling study, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17378, https://doi.org/10.5194/egusphere-egu23-17378, 2023.

EGU23-17407 | Orals | OS2.1

Wave Enhanced Overtides in an Idealized Tidal Inlet System 

Lauren Ross, Samuel Rickerich, and Arnoldo Valle-Levinson

Tides in shallow water environments near estuaries and tidal inlets are subjectto nonlinear interactions, or asymmetries, that produce higher frequency harmonics known as overtides. The tidal asymmetries produced due to the generation of overtides can contribute to long term material transport in coastal regions. The primary mechanisms generating overtides are well known and arise from varying bathymetry, friction, and water depth. However, in systemsdominated by wind waves and barotropic tides other mechanisms may exist. This study utilizes the COAWST modeling system to run process-oriented tide-wavesimulations of an idealized barrier island and tidal inlet system to investigate new mechanisms of overtide generation. The simulations investigate variations in tidal amplitude from micro to meso-tidal coupled with several combinations of wave heights, wave periods, and wave directions. Analysis of overtide amplitudes extracted from 92 numerical simulations indicates that an increase in wave height amplifies overtide current velocities inthe along- and cross-shore directions. Variations in wave period and direction proved to have a lessereffect on elevating overtide amplitudes. A maximum increase of ∼140% in overtide current velocity magnitudes was observed from a tide only to a coupled tide-wave simulation. A decomposition of the depth-averagedmomentum balance of the tide only and tide-wave simulations were used to determine mechanisms responsible for elevating overtide amplitudes. Results identified bottom stress, pressure gradient, andbottom wave streaming as the dominant mechanisms enhancing overtide generation. Accelerations from wave-enhanced pressure gradientsand bottom wave streaming produced a shoreward near-bottom current and an offshore directed surface return flow thatinteracted with tidal currents and enhanced tidal asymmetries.

How to cite: Ross, L., Rickerich, S., and Valle-Levinson, A.: Wave Enhanced Overtides in an Idealized Tidal Inlet System, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17407, https://doi.org/10.5194/egusphere-egu23-17407, 2023.

EGU23-17498 | Orals | OS2.1

Internal gravity wave and tide interaction with geostrophic mean flow 

Carsten Eden, Pablo Sebastia Saez, Manita Chouksey, and Peter Dennert

Internal gravity waves (IGW) are ubiquitous in the open and coastal ocean. IGWs are refracted by their changing environment and may gain energy from or loose energy to the geostrophically balanced mean flow with vertical (wave drag) or horizontal shear (wave capture). Refraction, wave-wave interaction, or scattering at mean flow, topography, or turbulence can generate wave energy fluxes towards smaller wavelengths, where IGW break and mix density, which can drive in turn large scale mean flow. Two case studies of interaction of waves and mean-flow and their consequences for mixing are presented: Using a novel numerical model (IWEM) of the spectral energy balance of IGWs, we simulate the interaction of IGWs with an observed coherent meso-scale eddy in the coastal upwelling region off Mauretania. Using ray traycing we study the interaction of low mode IGWs at tidal frequencies (internal tides) with a geostrophic mean flow given by a realistic meso-scale eddy field.

How to cite: Eden, C., Sebastia Saez, P., Chouksey, M., and Dennert, P.: Internal gravity wave and tide interaction with geostrophic mean flow, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17498, https://doi.org/10.5194/egusphere-egu23-17498, 2023.

Upcoming satellite missions will observe the sea surface height (SSH) fields at a very high spatial resolution, which has generated an urgent need to understand better how well geostrophy can represent the ocean current field at finer scales, particularly in coastal regions characterized by complex flow geometry. We conduct statistical and spectral analyses of high-resolution surface currents and SSHs off the Oregon coast to examine the relative contribution of geostrophy and ageostrophy in coastal ocean currents. We analyze forward numerical simulations based primarily on a regional ocean model (ROMS) and use regional observations of high-frequency radar (HFR)-derived surface currents and altimeter-derived geostrophic currents and a subset of global domain numerical simulations (MITgcm) as secondary resources. Regional submesoscale ageostrophic currents account for up to 50% of the total variance and are primarily associated with near-inertial currents and internal tides. Geostrophy becomes dominant at time scales longer than 3 to 10 days and at spatial scales longer than 50 km, and is dependent on the depth and distance from the coast in the cross-shore direction. Ageostrophy dominates in the near-inertial and super-inertial frequency bands, which correspond to near-inertial motions (Coriolis force dominates) and high-frequency internal waves/tides (pressure gradient dominates), respectively. Because of ageostrophy, it may not be possible to estimate submesoscale currents from SSHs obtained from upcoming satellite missions using the geostrophic relationship. Thus, other concurrent high-resolution in-situ observations such as HFR-derived surface currents, together with data assimilation techniques, should be used for constructive data integration to resolve submesoscale currents.

How to cite: Kim, S. Y. and Lee, E. A.: A diagnosis of surface currents and sea surface heights in a coastal region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-59, https://doi.org/10.5194/egusphere-egu23-59, 2023.

The middle southern coasts of Vietnam (11-15ºN) are featured by a large upwelling in summer which is governed by various physical processes i.e. regional circulations, monsoonal wind, and tidal rectification. Through the HF radar measurements acquired during April-May, 2019, a transition period of the Asian monsoon, three prominent patterns of local circulation have been revealed: a northern current intrusion as a result of South China Sea Western Boundary Currents (SCSWBC); a strong southeast jet occurring at ~30km from the coast; and a seaward current appearing for several days. In order to acquire a better understanding of the regional hydrodynamics, a 3D circulation model SYMPHONIE was run covering the measurement periods of HF radar and AWAC. Sea surface current (SSC) time series obtained from HF radar and AWAC were found to be strongly correlated (R=0.58, RMSE=0.10, MAE=0.07 for u- and R=0.72, RMSE=0.13, MAE=0.11 for v-components) (Fig 1). Three subdomains (nearshore, middle-range and far-range) have been identified within the radar coverage region for detailed analysis and comparison with the model. The comparison revealed that during the first 20 days, when the SE wind prevailed, the model does not seem to capture well the variability of SSC (Fig 2). However, when the wind changed to S-SW direction, the model results show a good agreement with HF radar measurements. Besides, an eddy forming near the coast on April 16 has been well represented by both model and HF radar (Fig 3). The uncertainty of modeled velocity fields can result from the uncertainty in forcing fields. Thus, the next step of our research will be to optimize the forcing field (i.e., wind) using HF radar data with an expectation to achieve better model results of SSC variability.

 

Figure 1 Comparison of SSC time series from  HF radar (black solid line) and AWAC (red asterisk points)

Figure 2 Space averaged U- and V-velocity components of SSC from SYMPHONIE model (dash line) and HF radar measurements (solid line) in three subdomains: nearshore (a, d); middle range (b, e) ; and far range (c, f). Wind vector during the measurement period (g).

Figure 3 An eddy in SYMPHONIE model simulation (left)  and HF radar measurements (right) on  April 16, 2019. Color scale represents curl of surface velocity superimposed by SSC vectors. Isobaths are shown by black lines.

How to cite: Tran, T. H., To, D. T., and Sentchev, A.: Coastal dynamics in middle-south Vietnam during a transition period of Asian monsoon, characterized by HF radar measurements and numerical modeling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-280, https://doi.org/10.5194/egusphere-egu23-280, 2023.

EGU23-692 | ECS | Posters on site | OS2.2

Pattern changes in tidal channel morphodynamics under human interventions: a case of Shiziyang tidal channel in the Pearl River Delta, China 

Ping Zhang, Qingshu Yang, Huayang Cai, and A. J. F. Ton Hoitink

The morphodynamics of tidal channels can be considerably altered by intensive human activities, such as the land reclamation and channel dredging. Morphological alterations of Lingdingyang Bay (LDB) in the Pearl River Delta (RPD) have received great attention, while the changes in Shiziyang (SZY) tidal channel connecting LDB with Humen Outlet is less known. In this study, bathymetric maps of the Shiziyang tidal channel in the PRD at different periods were collected to investigate the geomorphologic pattern by means of a digital elevation model (DEM). It was shown that the water depth increased with the decreasing width convergence length, indicating intensified channel deepening and narrowing, while tidal channel bed was drastically cut down due to port construction and channel dredging in 1959, 1975 and 2004, respectively. Consequently, the SZY eroded at a rate of 0.164 m/yr during the study period, with a new pattern of eastward-erosion and westward-deposition. In addition, erosion in the downstream reach (0.271 m/yr) was significantly faster than that in the upstream reach (0.006 m/yr). The EOF results showed that the impact of natural factor, channel dredging and land reclamation on bathymetric changes accounted for 48.48%, 20.54% and 11.57%, respectively. Furthermore, the spring-neap variability of tidal wave celerity and tidal amplification in SZY both increased after human interventions and there is a clear transition pattern and stronger tidal hydrodynamics according to the results of 1D analytical hydrodynamics model. Based on the model results, the decadal evolution of SZY morphology can be well reproduced by the observing water levels. The results obtained from this study can be particularly helpful for quantifying the potential impacts due to human interventions, which is useful for setting future conservation planning strategies in estuarine zones.

How to cite: Zhang, P., Yang, Q., Cai, H., and Hoitink, A. J. F. T.: Pattern changes in tidal channel morphodynamics under human interventions: a case of Shiziyang tidal channel in the Pearl River Delta, China, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-692, https://doi.org/10.5194/egusphere-egu23-692, 2023.

EGU23-830 | Orals | OS2.2

Sensitivity of wave predictions to growth and dissipation parameterizations 

Berna Ayat, Burak Aydogan, Yana Saprykina, and Margarita Shtremel

Changes in wave heights during the propagation toward the coastline are influenced by many environmental factors. Under the complex effect of environmental processes, wave heights change due to energy dissipation, and the waves break under certain conditions. Due to the importance of predicting the wave heights in coastal areas, improving the prediction performance of spectral wave models by incorporating better physical descriptions of wave growth and dissipation attracts the interest of researchers. In this study, we aimed to quantify the sensitivity of wave height predictions to changing growth and dissipation parameterizations in a spectral wave model SWAN Cycle III Version 41.31A. Spectral wave model SWAN is used to hindcast the significant wave heights measured between the dates October 17 and November 10, 2018, at Shkorpilovtsi in the western Black Sea. Model runs are executed on an unstructured mesh-based spectral model of the Black Sea. The model is forced by ERA5 wind fields provided by European Centre for Medium-Range Weather Forecast. ST6 physics package is considered in this study for sensitivity analysis. The performance improvement in the prediction of Black Sea wave heights provided by the default parameterization of ST6 physics in comparison to default model parameterizations of Komen, Janssen, Westhuysen is shown previously. Further investigation on the sensitivity of modeled wave heights to ST6 parametrization is conducted in this study. Chosen ST6 growth and decay parametrizations needs to be coupled with swell dissipation terms. SWAN model presents Ardhuin and Zieger swell dissipation models. Coupling with the swell models provided ten model runs in total which are to be compared with the in-situ measurements by using error metrics including correlation coefficient, root mean square error (rmse), and bias. Sensitivity analysis based on given model runs are performed to identify the contribution of each parameter to resultant wave heights. Sensitivity analysis indicated an 8-30% of underestimation in the highest waves for the study area.

 

Acknowledgments: This research is supported by The Scientific and Technological Research Council of Turkey (TÜBİTAK) under grant number 119N400 and RFBR 20-55-46005.

 Keywords: Spectral wave modeling, wave hindcasting, sensitivity analysis

 

How to cite: Ayat, B., Aydogan, B., Saprykina, Y., and Shtremel, M.: Sensitivity of wave predictions to growth and dissipation parameterizations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-830, https://doi.org/10.5194/egusphere-egu23-830, 2023.

EGU23-1363 | Orals | OS2.2

What drives the water exchange above sill level in the Orust-Tjörn fjord system? 

Sandra-Esther Brunnabend, Lars Axell, Maximo Garcia-Jove, and Lars Arneborg

The Orust-Tjörn fjord system is located on the west coast of Sweden and consists of several fjords with many small islands. The fjord system has more than one connection to the open water, enabling a generally counterclockwise circulation through the fjords. It is home to nature reservoirs, different industries on land and aquaculture farms. It is threatened for example by hypoxic areas, invasive species, water pollution and algae blooms with the water quality strongly been influenced by the water exchange in the fjord system. Therefore it is important to understand the circulation, the state and the exchange of w­ater between the fjords system and the open water outside the fjord.

Not much knowledge of the circulation inside the fjords and the drivers of the water exchange between the fjords and the open water exists. The reasons are that observations are spatially sparse and the resolution of regional ocean circulation models are generally too coarse to resolve this complex fjord system with its shallow and narrow straits between the different fjords. Therefore, we developed a setup of a coastal ocean circulation model with a horizontal resolution of 50 m to study the drivers of water exchange of the Orust-Tjörn fjord system. Within a sensitivity study a set of simulations are performed using (a) temporally constant wind forcing, (b) temporally and spatially constant sea level at the open boundaries (c) no tides, and (d) constant offshore density, i.e. temporally and spatially constant temperature and salinity profiles at the open boundaries. The simulation period is September 2016 – February 2017, which includes a high saline water inflow in October 2016.

Model results compare well with observations from moored high-frequency velocity, temperature and salinity instruments as well as regular monitoring data. Results show for example that the density difference between the southern and northern entrance of the Orust-Tjörn fjord system highly influences the water exchange between the fjords and open water. This is because with constant offshore density applied, near surface velocities of the Baltic current as well as the circulation above sill level within the fjord system weakens. The timing and strength of the high-saline inflow event is most sensitive to the cases of constant winds and constant offshore densities. In general, we will present a detailed analysis of the main drivers of water exchange above sill level.

How to cite: Brunnabend, S.-E., Axell, L., Garcia-Jove, M., and Arneborg, L.: What drives the water exchange above sill level in the Orust-Tjörn fjord system?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1363, https://doi.org/10.5194/egusphere-egu23-1363, 2023.

EGU23-1486 | ECS | Orals | OS2.2

Numerical simulation and analysis of floating marine litter dispersion and accumulation in coastal regions around Barcelona city 

Ivan Hernandez, Leidy Maricela Castro Rosero, Manuel Espino Infantes, and Jose María Alsina Torrent

Transport mechanisms of floating marine litter (FML) in coastal zones are poorly understood. Tracking FML dispersion with numerical models is complex due to the geometry, hydrodynamic processes and the influence of coastal processes, the latter being especially challenging to incorporate. Within the TRACE (Tools for a better management in coastal environments to accelerate tRAansition to Circular plastic Economy) project, however, the LOCATE tool was developed to simulate the motion and accumulation of plastic particles in coastal areas, using nested grids of varying spatial scales and resolutions (2.5 km, 350 m and 70 m) to account for coastal processes. LOCATE couples Eulerian hydrodynamic data with a Lagrangian particle solver, thus requiring configuration and optimization. Regional Eulerian hydrodynamic data are obtained from Copernicus Marine Environment Monitoring Service (CMEMS) products whereas coastal hydrodynamic simulations use the open-source Coupled Regional Modeling System (COAWST) system. The Lagrangian solver uses the open-source OceanParcels (Probably a Really Efficient Lagrangian Simulator) model (van Sebille, et al., 2020). As proof of concept, the model was applied to the Barcelona coastline where breakwaters can behave as marine litter traps and concentrations are comparable to some other heavily polluted areas such as the Atlantic and Pacific gyres (Sánchez-Vidal, et al, 2021).

Observational data from 2017 from the Llobregat and Besòs rivers, two known sources of FML around Barcelona, were used to run simulations to determine how LOCATE can predict litter accumulation zones when compared to beach cleanup data. Both rivers are the major rivers around the Barcelona coastline and have been hypothesised to be an important source of plastic in the region. A beaching module that detects, quantifies, stores location and time, and removes particles that have crossed the land-water boundary was developed that uses a vector-resolution coastline, and as such is independent from the limiting spatial resolution of the nested grids at coastal scales. The coastline was divided into 16 zones, as well as five water boundary zones on the perimeter of the study area (40.88°N to 41.81°N, 1.38°E to 3°E). 

Simulations of particles released at hourly intervals were carried out between February and October 2017, with 552,400 released in total. Results show overall beaching rates of 91.5%, higher than other larger scale studies. The most impacted areas were around the release sites and adjacent beaches to the south, showing a NE to SW transport; the Llobregat river mouth being the most affected with over 200 particles km-1 day-1. A non-dimensional beaching bias index was used to identify areas that have a greater partiality to receive particles from a release point, such as areas south of the Llobregat river. Residence time at sea was highly variable with very short times recorded for the Besòs river mouth and adjacent areas (< 1 hour). Preliminary results will be presented to determine possible factors contributing towards high beaching rates and litter accumulation in zones. The ultimate aim of the present system and model is to demonstrate its exportability and adaptability to other coastal regions.

How to cite: Hernandez, I., Castro Rosero, L. M., Espino Infantes, M., and Alsina Torrent, J. M.: Numerical simulation and analysis of floating marine litter dispersion and accumulation in coastal regions around Barcelona city, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1486, https://doi.org/10.5194/egusphere-egu23-1486, 2023.

EGU23-1657 | ECS | Orals | OS2.2

How do simple wave models perform compared with sophisticated models and measurements in the eastern Baltic Sea? 

Rain Männikus, Tarmo Soomere, and Ülo Suursaar

Wave parameters set the base for the design of coastal structures. For this purpose, commonly modelled wave properties are employed. This approach is usually adequate in the open ocean conditions where variations in the wave properties are normally quite limited. The situation is different in the nearshore areas of basins of complicated shape where wave properties can be highly variable. Unfortunately, in many cases, long and sufficiently detailed wave measurements for model validation are not available. The use of default settings of wave models means that possible errors remain unknown. This approach could lead to overdimensioned structures or to structural failures. We address the magnitude of possible errors in such conditions by comparing the output of simple wave models (such as a fetch-based SMB model, the SWAN model forced with one-point homogenous wind, etc.) and a sophisticated multi-nested SWAN wave model forced with ERA-5 winds with recent wave measurements in various nearshore locations in the eastern Baltic Sea. We use records of different length over more than 10 years. While in some locations simple models or models forced with homogenous wind lead to acceptable results, in most areas more sophisticated models are needed to adequately replicate wave properties. The outcome of our analysis provides several site-specific hints for practical coastal engineering.

How to cite: Männikus, R., Soomere, T., and Suursaar, Ü.: How do simple wave models perform compared with sophisticated models and measurements in the eastern Baltic Sea?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1657, https://doi.org/10.5194/egusphere-egu23-1657, 2023.

EGU23-3309 | Orals | OS2.2

Hydro-eco-morphodynamics and carbon cycling at coastal scales and beyond 

Wenyan Zhang, Peter Arlinghaus, Lucas Porz, and Corinna Schrum

Morphological change of coastal and shelf seas is controlled jointly by physical, biological and anthropogenic processes and their interactions. While physical and anthropogenic drivers are normally regarded to exert a primary control on morphodynamics, the role of biota, especially benthos, in guiding long-term and large-scale evolution of coastal landscape/seascape is often overlooked and has received less attention. It was not until recent decades that research has revealed the importance of benthos in coastal protection. Further, as an indispensable part of the ecosystem, benthos not only consists of a significant part of organic carbon, but also plays a vital role in mediating carbon and nutrient fluxes across the sediment-water interface. The interaction between benthos and its ambient environment is twofold and dynamic. On one hand, coastal morphology, oceanographic forcing (e.g. tides, waves) and carbon/nutrient availability exert a first-order control on the type of habitats, as well as abundance and trait expression of benthos. On the other hand, benthos actively modifies its habitats and beyond to attain an optimized fitness for living conditions. Understanding such dynamic interactions is essential in management of coasts and shelf seas against present and future climatic threats and for sustainable use of coastal resources.

In this talk, we demonstrate the quantitative importance of fluid-sediment-benthos interactions in (1) guiding morphological development of a tidal embayment in the Wadden Sea and (2) carbon cycling in the great North Sea as exemplary case studies. We applied a novel 3-Dimensional physics-ecosystem coupled numerical model to resolve dynamic interactions among fluid forcing, organic carbon, sediment and benthos. Specifically, we aim to address two different but interrelated questions:

  • How important are fluid-sediment-benthos interactions in coastal morphological development? and
  • To what extent can such interactions affect carbon sequestration at a regional scale?

How to cite: Zhang, W., Arlinghaus, P., Porz, L., and Schrum, C.: Hydro-eco-morphodynamics and carbon cycling at coastal scales and beyond, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3309, https://doi.org/10.5194/egusphere-egu23-3309, 2023.

Important loss of seagrasses occurred worldwide during the last decades, resulting in less effective ecosystem services, the decline of environmental conditions and jeopardizing the survival of coastal ecosystems. To reverse the trend, seagrass restoration actions are essential. Despite increasing efforts made over the last decade, restoration projects still face challenges to be efficient, one of them being the accurate identification of suitable sites for restoration. This key step is highly dependent on a prior good knowledge of the physical stressors and on their interaction with seagrasses, which can only be analysed by numerical modelling at the relevant space and time scales.

This work aims at developing a coupled bio-hydro-morphological model able to consider the growth of vegetation in order to devise a successful strategy for the restoration. The model is applied first to the case of Zostera meadows in a mesotidal coastal lagoon (Arcachon Bay, France).

In this work, a coupled hydro-morphological model was improved to account for the effects of vegetation on a wide variety of bio-physical processes. This new modelling platform comprises the 3D hydrodynamic model MARS3D able to consider the feedback between leaf bending and the flow structure. The interactions between flow and seagrasses are computed through the production and dissipation of turbulent kinetic energy and the loss of momentum resulting from the drag exerted on the vegetation. This hydrodynamic model is combined to the spectral wave model WAVEWATCH III, in which the effect of vegetation on wave energy dissipation was recently implemented.
The process-based sediment transport model MUSTANG, which computes the evolution of the suspended sediment concentration in the water column and the sediment characteristics of the seabed, also constitutes this platform. This model includes the effect of the foliage on sediment deposition and the effect of root systems in the formulation of the sediment erodibility.
Finally, a vegetation growth model for Zostera computes the evolution of vegetation characteristics (production, loss and mortality) based on the external forcing (light, temperatures, hydrodynamics and desiccation). The spatial evolution of the meadows is modelled through rhizome extension, scouring as well as seed production and germination.

In Arcachon Bay, Z.noltei and Z.marina meadows have declined by 45% and 84%, respectively, since 1989, and their recolonisation is mainly hindered by physical stressors. A first analysis performed with a simple flow model accounting for vegetation provided a map of the most suitable areas for restoration. This new bio-hydro-morphological model aims at improving and refining these recommendations by providing a full set of parameters ranging from hydrodynamic variables to light availability. Then, the vegetation growth model would enable the verification of model predictions by testing the chosen restoration action through the artificial addition of seeds in the model. Besides determining the best areas for restoration, this model also provides information regarding the magnitude of the restoration effort (eg. surface, number of seeds) required for the recovery of the meadows in a given area.

How to cite: Le Pevedic, A., Ganthy, F., and Sottolichio, A.: Improving the success rate of seagrass restoration projects: Development of a new bio-hydro-morphological modelling platform accounting for vegetation growth, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3798, https://doi.org/10.5194/egusphere-egu23-3798, 2023.

EGU23-3950 | ECS | Orals | OS2.2

Submesoscale Eddies in the Southern California Bight Derived from a Decade of High Frequency Radar Observations 

Ali Reza Payandeh, Libe Libe Washburn, Brian Emery, and Carter Ohlmann

Submesoscale eddies form an important component of the circulation of the Southern California Bight (SCB), greatly impacting ecological processes. Despite their acknowledged significance in influencing ocean physics and biology, submesoscale eddies have been exceptionally hard to observe because of the technical challenges posed by both field and remote platforms. Here using a decade of high-frequency radar (HFR) surface current data we address this challenge for the SCB. Over the ten years of data, our research has mapped out the spatial distribution of submesoscale eddies and provided their seasonal and inter-annual variations. Between 2012 and 2021, a total of 235229 eddies were detected, averaging 452 eddies per week. Of these, 56% were cyclonic and 44% were anticyclonic. The contribution is roughly equal if eddies through their life spans are counted as one occurrence. This is because cyclonic eddies lived longer. The spatial distribution of eddies exhibited strong topographically related heterogeneity. Spatially coherent eddies, which reoccurred in certain locations over time, formed hotspots of eddy activity, largely in association with headlands. However, there were hotspots that did not seem to be associated with any typographic feature. Eddy temporal variations were examined at seasonal and interannual scales. On seasonal scales, eddies were found to be more numerous in the summer and early fall than in the spring. In August, the number of eddies was the highest, with 55% more observed eddies than in April, the least active month. The strong equatorward flow in the springtime seems to be linked with the reduced eddy activity at this time, likely due to the flow's suppressing effect on vortices and instabilities. At interannual scales, the eddy activity substantially increased in association with the 2014-2015 Blob event and the 2015-2016 El Niño. Observed eddies rose by 38% in 2014 compared to 2013 and remained high in 2015 and 2016. The results of this study are useful for the validation of numerical modeling studies in the SCB and could be of interest to the biological community to evaluate links between ecosystems and submesoscale activity along the highly productive coasts of the SCB.

How to cite: Payandeh, A. R., Libe Washburn, L., Emery, B., and Ohlmann, C.: Submesoscale Eddies in the Southern California Bight Derived from a Decade of High Frequency Radar Observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3950, https://doi.org/10.5194/egusphere-egu23-3950, 2023.

Suspended particulate matter (SPM) is the primary component of coastal waters. The spatiotemporal dynamics of SPM has an important influence on water bio-optical properties, pollutant diffusion, landform evolution, and carbon, oxygen, and nutrient cycles. This study presents the spatial distribution of monthly average SPM concentrations from 2017 to 2020 in the abandoned Diaokouhe and Shenxiangou distributary mouths of the Yellow River Delta (YRD). The SPM concentrations were derived based on 161 Landsat-8 OLI and Sentinel-2A/B MSI satellite images. Accuracy assessment using the synchronous in-situ measurements (R2= 0.91, root mean square error (RMSE) = 38.79 mg/L, and relative percentage difference (RPD) = 23.45%) and cross comparison between SPM concentrations derived from the two sensors (R2= 0.97, RPD = 8.77%) showed convincing performances. Our results show that the monthly average SPM is characterized by significant seasonality, with a higher concentration and wider range in dry seasons compared to that in wet seasons. The spatial distributions of SPM are closely associated with coastal water depths. The SPM concentration in the Shenxiangou mouth is always lower than that of the shallower Diaokouhe mouth. The long-term seabed erosion provides a continuous supply of sediment. Wind-wave forces explain the seasonal variations of SPM by inducing the resuspension of bottom sediments. The residual currents control the transportation of SPM to the offshore and to the east. The artificial groins located between the two river mouths show obvious sediment trapping effects. Moreover, the interception capability of impermeable groins is considerably better than that of permeable groins.

How to cite: Li, P. and Chen, S.: Combining Landsat-8 and Sentinel-2 to investigate seasonal changes of suspended particulate matter off the abandoned distributary mouths of Yellow River Delta, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4784, https://doi.org/10.5194/egusphere-egu23-4784, 2023.

EGU23-4870 | ECS | Orals | OS2.2

Variability of wave heights in marginal seas around Korea analyzed using ERA5 Reanalysis data 

Ahmad Bayhaqi, Jeseon Yoo, Donghwi Son, Min-Seon Bang, and Sung-Hwan Park

Ocean Wave conditions play a crucial role in the coastal region, influencing coastal communities and human activities. In this study, a 42-year data with the period of 1980-2021 from ERA-5 Reanalysis has been employed to investigate the various temporal scale of significant wave height (Hs) variability in the surrounding seas of Korean Peninsula. The signal decomposition of long-term data has been done using Empirical Mode Decomposition (EMD). In the seasonal scale, the highest (lowest) Hs occurs in the winter (summer) season with the averaged value of 1.1 (0.4) meter. These variations were related to monsoonal winds, with the stronger winds during winter season leading to the higher Hs. Year-to-year variation displays the contribution of ENSO events; the appearance of El Nino could significantly reduce the Hs by weakening the magnitude of winter monsoon in which are statistically found in the East Sea and East China Sea. The long-term changes of Hs in the region show a clear trend in which summer (winter) season have increased (decreased) trend, owing to the enhanced typhoon activities and weakened winter monsoon respectively.

How to cite: Bayhaqi, A., Yoo, J., Son, D., Bang, M.-S., and Park, S.-H.: Variability of wave heights in marginal seas around Korea analyzed using ERA5 Reanalysis data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4870, https://doi.org/10.5194/egusphere-egu23-4870, 2023.

An Oceanic Regional Circulation Model (ORCM) is generally constructed by downscaling the large-scale information of an Oceanic Global Circulation Model (OGCM) through a nesting technique. Since the OGCM has relatively low resolution and so only has large-scale information, ORCM can only be built with large-scale information. Even if the ORCM is run with only large-scale information, small-scale fluctuations can be developed by “stimulating sources” such as the self-interaction of large-scale motions. However, it is not sufficient to generate small-scale fluctuations by itself in a short time, and if other stimulating sources, such as islands, coastlines, and strong advection, are absent, errors can occur (Van Tuyl and Errico, 1989; Pham and Hwang, 2020). Pham and Hwang (2020) suggested a method to introduce artificial small-scale fluctuations for boundary conditions that can reduce errors and generate small-scale features in a short period. This method was applied to the ocean of 330 km  220 km with a resolution of 1 km  1 km, and the accuracy of the applied model was higher than that of the original model. In this study, this small-scale addition method is developed to be applied to the coast smaller than the ocean, and the generated small-scale fluctuations are added in the vertical direction as well.

To construct the artificial small-scale fluctuations, we first need to analyze the regional energy spectrum. A high-resolution ORCM model is built using the OGCM data and used as reference data. The regional energy spectrum is defined in the high-resolution ORCM results, and small signals below a certain wavelength are removed with a low-pass filter using the Discrete Cosine Transform to mimic the low-resolution OGCM data. We then assume that energies cascade monotonically from the large scale. After the energy spectrum is extended from the larger scales to the smaller scales, this spectrum is transformed to realistic values using the Inverse Discrete Cosine Transform. The realistic values with small-scale features are added to the original values with large-scale features, which apply to all vertical layers. When this small-scale addition method is applied to the coast where the strong advection is present, the method does not significantly improve the accuracy, unlike when applied to the ocean. Therefore, in coastal areas where strong advection exists, another method is needed to increase accuracy in a short time.

 

References

Pham, V. S., & Hwang, J. H. (2020). Effects and recovery of small-scale fluctuations in one-way nesting for regional ocean modeling. Ocean Modelling145, 101524.

Van Tuyl, A. H., & Errico, R. M. (1989). Scale interaction and predictability in a mesoscale model. Monthly weather review117(3), 495-517.

 

Acknowledgement

This work was supported by the project entitled “Development of living shoreline technology based on blue carbon science toward climate change adaptation [grant number 20220526]” funded by the Ministry of Oceans and Fisheries (MOF), South Korea.

How to cite: Kim, B.-K. and Hwang, J. H.: A Study on One-way Nesting Technique for Oceanic Regional Circulation Modeling through Small-scale Information Restoration, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6004, https://doi.org/10.5194/egusphere-egu23-6004, 2023.

EGU23-6088 | ECS | Orals | OS2.2

A new python tool for coastal bathymetry estimation : S2Shores 

Grégoire Thoumyre, Erwin Bergsma, Rafael Almar, Alain Giros, Solange Lemai-Chenevier, Stéphanie Artigues, and Thierry Garlan

        Coastal areas host 53% of the world's population increasingly subject to risks related to climate change. In order to understand and prevent these risks, the prediction of coastal hydrodynamic and morphological evolution is essential. Bathymetry is a key geophysical variable in  A key parameter to improve numerical coastal hydrodynamics models is the bathymetry. High resolution satellites now allow to observe coastal areas at a regional to global scale in a most cost-efficient way rather than local traditional echo sounding bathymetry measurements. We present S2Shores (Satellite to Shores), a new state-of-the-art python library developed to estimate wave field characteristics such as wavelength, period, direction, celerity to derive bathymetry from satellites. The core code is optimized to process optical satellite imagery, moreover the library is built in an object-oriented structure allowing efficient and agile manipulation of the modules developed from input and output handling to post-precessing.  S2Shores is optimized, using parallel computing with Dask python library, to compute large spatial scale, or time series evolution bathymetry as well on HPC cluster as on local computer. For example a bathymetry of 4400 km² of ocean, around the French Gironde estuary, can be computed in 90 sec (using 30 cores and 9.5 Go memory usage) with a 500 meters output grid resolution. We present a work in progress new python library for bathymetry estimation that will be open to the public to use and propose collaborative improvements.

How to cite: Thoumyre, G., Bergsma, E., Almar, R., Giros, A., Lemai-Chenevier, S., Artigues, S., and Garlan, T.: A new python tool for coastal bathymetry estimation : S2Shores, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6088, https://doi.org/10.5194/egusphere-egu23-6088, 2023.

EGU23-6195 | Posters on site | OS2.2

Laboratory experiments and numerical modeling of wave transformations on a complex reef platform 

Shih-Feng Su, Wei-Hsuan Wu, Deng-Hong Chen, and Wen-Kai Weng

        Low-lying and small-scale coral reef islands are considered extremely vulnerable to the impacts of strong storms. Wave erosion is expected to destabilize reef islands and reduce them uninhabitable on the coast. Reef island morphodynamics have found to be dominated by nearshore wave hydrodynamics on reef platforms. Due to interactions between incident waves and reef morphology, wave characteristics on reefs are highly dependent on reef size, shape and island position, especially for the scale between O(100m) and O(1000m). In this study, laboratory experiments and numerical modeling are used to investigate wave transformation on a reef platform with a complex morphology. A prototype 1:100 three-dimensional reef island and platform were constructed on a wave basin of 50-m in length, 50-m in width and 1.0-m in depth, and nine wave gauges installed on the reef platform to observe water surface elevation under high-energy wave events from three incident directions. A numerical model XBeach is employed to compute short-period waves, long-period infragravity waves, wave setup and currents. Parameters in the wave-breaking dissipation formulation are calibrated against experimental data. Due to a varying of reef slopes surround the reef platform, the optimal breaking parametric values would be disparity between one- and two-dimensional simulations. The ideal values are decided by the model performance in two-dimensional simulation for wave and current fields. Long-period infragravity waves interlaced through refraction and diffraction on the complex localized reef morphology are further examined if the multiple mechanisms can drive shoreline amplification of long waves. The wave characteristics would provide critical indicators for accurate assessments of island shoreline change and better resolve the coast vulnerability.

How to cite: Su, S.-F., Wu, W.-H., Chen, D.-H., and Weng, W.-K.: Laboratory experiments and numerical modeling of wave transformations on a complex reef platform, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6195, https://doi.org/10.5194/egusphere-egu23-6195, 2023.

EGU23-6352 | Orals | OS2.2

Present and future long-term variability of the north Ionian surface circulation 

Ernesto Napolitano, Roberto Iacono, Adriana Carillo, Maria Vittoria Struglia, Massimiliano Palma, and Gianmaria Sannino

In recent years, much work has been devoted to the characterization of the long-term variability of the circulation in the North Ionian Sea, which in the last three decades has been dominated by the so-called Bimodal Oscillation (BIOS). Here we further investigate this topic, both in the context of present climate and in a future scenario, analyzing the results of simulations made with the MED16 model. MED16 is a new, tide-including implementation of the MITgcm oceanic model, which covers the Mediterranean-Black Sea system with a horizontal resolution of 1/16° that is further increased at the Gibraltar and Turkish Straits. Three simulations have been performed: a hindcast run (1980-2010), used to validate the model; a historical run (1980-2005), which provides initial conditions for the scenario simulation; and a future climate (2006-2100) simulation, using atmospheric forcing under the Rcp8.5 emission scenario.

The hindcast run shows a variability of the surface circulation that is in good agreement with the observations, and indicates that during the period 1980–2010 the surface variability in the north Ionian is poorly correlated to that of the wind stress curl. The inversions of the circulation (switch from cyclonic to anticyclonic) that have been observed, and are well reproduced by the model, are apparently controlled by the Eastern Mediterranean Transient phenomenon: the huge volume of dense water produced by the Aegean Sea is the only forcing that may explain the strong anticyclonic surface circulation during the period 1993-1998. After that a prolonged cyclonic phase sets in, which weakens only during the 2004-2006 period.

On the other hand, the climatic projection over the next century shows a prevalence of the cyclonic circulation, well correlated to the prevalent positive wind stress curl, and  three clear inversions in which both the wind stress curl and the anomalies of dense water of Adriatic and Aegean origin appear to play a role. The simulation shows that the variability in the region is also affected by the strengthening and weakening of the cyclonic cell itself, which can modulate the ingression of the Atlantic Ionian Stream from the Sicily Strait and its path. This indicates that the multidecadal variability of the north Ionian circulation can play an important role in the control of the transport of the surface salinity in the Eastern Mediterranean Sea, even in extreme climatic conditions.

How to cite: Napolitano, E., Iacono, R., Carillo, A., Struglia, M. V., Palma, M., and Sannino, G.: Present and future long-term variability of the north Ionian surface circulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6352, https://doi.org/10.5194/egusphere-egu23-6352, 2023.

EGU23-6387 | Orals | OS2.2

Open-sea and coastal upwelling in the Adriatic Sea 

Mirko Orlic, Gordana Beg Paklar, Tomislav Dzoic, Petra Lucic Jelic, Iva Medugorac, Hrvoje Mihanovic, Stipe Muslim, Miroslava Pasaric, Zoran Pasaric, Antonio Stanesic, and Martina Tudor

An experiment has been carried out in the Adriatic Sea, in the framework of the Middle Adriatic Upwelling and Downwelling (MAUD) project. The CTD and ADCP data were collected by the yo-yo and shipborne measurements performed during the cruises whereas the temperature, pressure and dissolved oxygen time series were recorded by the probes deployed at the sea bottom. Additionally, the SST satellite data and the meteorological time series originating from permanent coastal stations were considered. Moreover, the high-resolution, 2-km meteorological (ALADIN) and 2.5-km oceanographic (ROMS) models were used to reproduce and interpret the experimental findings. Analysis of the data has concentrated on the end of May 2017, when a dense water dome was documented by the CTD measurements in the area between the island of Blitvenica (close to the east coast) and the island of Jabuka (in the open sea). Its center was observed at a distance of about 20 km from the coast. The dome left its mark on the sea surface, with the temperature above its center being slightly lower than in the surrounding areas as documented by both in situ and remotely-sensed data. The vmADCP measurements suggested that the surface circulation around the dome was cyclonic. At the time, a decrease of temperature close to the east coast was documented by the bottom probes and satellite images. The meteorological data and modeling results showed that the northern winds prevailed during the May 2017 experiment, suggesting that the open-sea and coastal upwelling occurred at the same time. In order to verify the interpretation, several schematized numerical experiments were conducted. The modelled wind fields were first decomposed into the curl and curl-free components, using the Helmholtz-Hodge decomposition. The components were then used to impose the forcing on the Adriatic model, assuming flat bottom and realistic bathymetry. Schematized simulations revealed that the wind curl was responsible for the offshore rising of pycnocline through Ekman pumping and therefore for the open-sea upwelling. On the other hand, in simulations with the curl-free wind component the pycnocline rose only close to the east coast and thus the coastal upwelling was reproduced.

How to cite: Orlic, M., Beg Paklar, G., Dzoic, T., Lucic Jelic, P., Medugorac, I., Mihanovic, H., Muslim, S., Pasaric, M., Pasaric, Z., Stanesic, A., and Tudor, M.: Open-sea and coastal upwelling in the Adriatic Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6387, https://doi.org/10.5194/egusphere-egu23-6387, 2023.

EGU23-6430 | ECS | Posters on site | OS2.2

High resolution observations of the ocean upper layer south of Cape St.Vincent, western Gulf of Cadiz: What they reveal 

Sarah Antonia Rautenbach, Carlos Mendes de Sousa, and Paulo Relvas

In the frame of the European Multidisciplinary Seafloor and water column Observatory (EMSO-ERIC) a vertical wave-powered profiler (Wirewalker), an acoustic-doppler current profiler (ADCP), and an EMSO Generic Instrument Module (EGIM) were deployed from the R/V Mário Ruivo, in collaboration with the Instituto Português do Mar e da Atmosfera (IPMA), at the edge of the continental slope, »20 km south of Cape St. Vincente, the SW tip of the Iberian Peninsula. The instruments operated for a period of four months during the summer 2022, from 150 m to near-surface, 150 m, and 200 m, respectively. A time series of high resolution (2 Hz) and high temporal density (5-6 profiles/hour) of vertical profiles of temperature, salinity, Chla, turbidity and dissolved oxygen was acquired, along with the vertical description of the horizontal velocity. During a five days period in June, an abrupt temperature and salinity increase was detected at depths between 20-140 m, appearing as a “blob” of a water mass from a different origin, resembling the signature of Mediterranean Outflow Water (MOW). Furthermore, a decrease in chlorophyll concentration was observed in this period, an indicator for MOW. Ahead, an increase in westward current from averaged 0.09 ms-1 to 0.39 ms-1 was observed, followed by a sudden change in direction towards the east at the time of the event, suggesting the appearance of a shallow eddy carrying MOW in its core. A vein of MOW, leaning the continental slope, was identified before at depth as shallow as 350 m in the region. However, the observation of MOW at such upper layers was never experienced.

Our findings suggest that a sub-mesoscale eddy detached from the shallow vein of MOW, shoaling upwards the continental slope, reaching  the upper 20-140 m layer. The rough topography, such as the Portimão Canyon, as well as the Ekman suction, characteristic of the enhanced upwelling center off Cape St. Vincent, are the major candidates to explain this feature, and must be further investigated. The moored observatory south of Cape St. Vincent offers great opportunities to acquire long-term and continuous water column data, able to capture sudden events such as the one described here, and provides valuable datasets for model validation.

How to cite: Rautenbach, S. A., Mendes de Sousa, C., and Relvas, P.: High resolution observations of the ocean upper layer south of Cape St.Vincent, western Gulf of Cadiz: What they reveal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6430, https://doi.org/10.5194/egusphere-egu23-6430, 2023.

EGU23-6519 | Orals | OS2.2

Effectiveness of mangroves as nature-based coastal defences in the Pearl River Delta 

Michela De Dominicis, Judith Wolf, Rosanna van Hespen, Peng Zheng, and Zhan Hu

Coastal vegetation can reduce extreme water levels during storm events, but the controlling factors and processes in complex estuary or delta systems are still unclear. This limits an effective implementation of nature-based coastal defences in delta mega-cities in low-lying coastal areas.

To explore the effects of vegetation on storm surge dynamics and currents, we used a Finite Volume Community Ocean Model implementation for the South China Sea and the Pearl River Delta. We numerically modelled how mangroves can offer coastal protection to the large coastal cities located in the delta, such as Guangzhou and Shenzhen, during strong typhoons, like Hato (2017).

Additionally, we analyzed how the effectiveness of mangroves changes under different sea level rise scenarios.

Water level attenuation by mangroves is effective during extreme water level conditions and differences in mangrove forests' properties drive their coastal protection function. The local (within-wetland) attenuation of extreme water levels is more effective with wide vegetation patches and higher vegetation drag. Narrower vegetation patches can still provide non-local (upstream) water level attenuation if located in the upper estuary channels, but their design needs to avoid amplification of water levels in other delta areas.

How to cite: De Dominicis, M., Wolf, J., van Hespen, R., Zheng, P., and Hu, Z.: Effectiveness of mangroves as nature-based coastal defences in the Pearl River Delta, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6519, https://doi.org/10.5194/egusphere-egu23-6519, 2023.

EGU23-7107 | ECS | Orals | OS2.2

COAWST-XBeach nesting strategy validation for the Celia storm at the Barceloneta beach 

Xavier Sánchez-Artús, Vicente Gracia, Manuel Espino, María Liste, Marc Mestres, and Agustín Sánchez-Arcilla

Celia storm was an intense event that hit the NW Mediterranean Spanish coast during March 2022. During those dates a study was conducted where 2 instrumented platforms were installed, together with the gathering of high-resolution topobathymetric information at the Sant Sebastià and Sant Miquel beaches (Barcelona). The information taken from this campaign helped to calibrate and validate separately the hydrodynamics of the models XBeach and COAWST. A nesting strategy was done between these models in order to improve the validation of XBeach hydrodynamics. The approach is designed for a pass from a pre-operational to an operational framework in the future.

The aim of the study is to integrate both models within a reasonable computational time and good accuracy which will help to forecast possible flooding and erosion hazards and consequently create an Early Warning System in the area. The full strategy comprises atmospheric and hydrodynamic forcings from CMEMS into COAWST that feed the hydrodynamic conditions of XBeach. The simulations were done using the MPI modules of the models to reduce the computational expense and the post-processing using Python/Matlab.

Results from the validation of the models will be presented as well as the inundation and the erosion derived from the storm impact at the area. Also, some methodologies that could be applied for validate both outputs will be discussed.

Funding: This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 101037097 (REST-COAST project).

Acknowledgments: The first author has the support of the Secretariat for Universities and Research of the Ministry of Business and Knowledge of the Government of Catalonia and the European Social Fund.

How to cite: Sánchez-Artús, X., Gracia, V., Espino, M., Liste, M., Mestres, M., and Sánchez-Arcilla, A.: COAWST-XBeach nesting strategy validation for the Celia storm at the Barceloneta beach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7107, https://doi.org/10.5194/egusphere-egu23-7107, 2023.

EGU23-7138 | ECS | Posters on site | OS2.2

Research on motion characteristics of floating breakwater with pneumatic chamber 

Ta Wei Lin, Wen Kai Weng, and Bo Jun Wang

The main purpose of this research is to use the boundary element method to establish a three-dimensional numerical model to simulate the stability and wave resistance of the structure based on the application of floating breakwater with pneumatic chamber.
From the two-dimensional numerical model and experimental results, it is found that the pneumatic chamber under a floating body can make the floating body give a resistance force when waves are affected, and increase the ability of the floating body to resist waves.This research focuses on the difference in stability and anti-wave effects under this influence.
 Numerical simulation is based on small amplitude wave theory, constructing numerical model with three-dimensional boundary element method, discussing the Response Amplitude Operators (RAO) of the structure under the action of waves.

How to cite: Lin, T. W., Weng, W. K., and Wang, B. J.: Research on motion characteristics of floating breakwater with pneumatic chamber, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7138, https://doi.org/10.5194/egusphere-egu23-7138, 2023.

EGU23-7843 | ECS | Posters virtual | OS2.2

Impact of 3D non-hydrostatic dynamics on tracer transport in the nearshore region 

Simon Treillou and Patrick Marchesiello

The nearshore zone, including the surf zone and the inner shelf (up to about 20 m depth), is a particularly chaotic zone where processes with very different scales coexist and interact permanently. This very active region, which marks the transition from the continent to the sea, is of crucial importance in many aspects (beach erosion/accretion, dispersion of pollutants or larvae, users’ safety, etc.). Several studies have already looked at the transport of passive tracers in the nearshore zone, but they generally use depth-averaged models. As a result, little is known about the non-hydrostatic 3D processes governing the nearshore zone, while depth-averaged models struggle to accurately represent measured data. For example, they tend to underestimate transport in the surf zone and overestimate it on the inner shelf. Recently, 3D wave-resolving models with a free surface have been made available to researchers. One of these models, CROCO (Coastal and Regional Ocean Community model) is used here and allows the simulation of nearshore processes with a reduced number of unknown parameters. The model is applied to a large-scale dye release experiment in California (Imperial Beach, 2009), for which simulations with the depth-averaged funwaveC model have already been performed. The IB09 survey is ideal to study processes as the beach is almost alongshore uniform. Several diagnostics are performed, such as tracer mass balance or quantification of the exchange between the surf zone and the inner shelf. The diagnostics highlight the vertical shear and 3D instabilities at work in the nearshore zone and infer the ability of 3D wave-resolving models to adequately reproduce the available observations, particularly with respect to surf-shelf exchange. This work may in the future suggest feedback for better parameterization in coarser, simpler models for a more accurate depiction of coastal pollution fate and sediment transport.

How to cite: Treillou, S. and Marchesiello, P.: Impact of 3D non-hydrostatic dynamics on tracer transport in the nearshore region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7843, https://doi.org/10.5194/egusphere-egu23-7843, 2023.

EGU23-8415 | ECS | Posters on site | OS2.2

Numerical investigation of the coastal dynamics over the western Black sea 

S. Hadi Shamsnia, Debora Bellafiore, Christian Ferrarin, and Marco Bajo

The Black Sea is one of the largest enclosed seas in the world. More than 160 million people live in its coastal areas and large rivers flow into it, as  the Danube, the Dniester, the Dnieper and the Don. The Danube river, located on the western coast, is the most important European waterway whose catchment area is shared by more than fifteen countries. Black sea coastal waters are also often characterized by high suspended sediment concentrations derived from coastal runoff and local sediment re-suspension from the river sources. Measuring coastal sediment transport in field situations is notoriously difficult and generally subject to great uncertainty, and model estimates are often used in practice. The specific objectives of the current study are to understand the present state of the western Black Sea, and to study current and wave dynamics with the assistance of state-of-the-art numerical models for simulating waves, currents, and their interactions with the sediment loads. We used the hydrodynamic model named SHYFEM, hard coupled with the Wavewatch III wave model for the current study, while the coupled Sedtrans05 model will be used in the future for sediment modeling. The numerical models are applied on an unstructured grid representing the western Black Sea and the Danube Delta through the use of triangular elements of different shapes and sizes.

The simulations of the coupled SHYFEM-WW3 were compared with the significant wave heights (Hs) measured by the Jason-3 and Sentinel-3. Despite some discrepancies, SHYFEM-WW3 provides good agreements with the altimeter data. The preliminary comparison done on the basin scale application show better performance of the model for the western area (Correlation coefficient = 0.89 in the western Black sea, while Correlation coefficient = 0.81 in the basin scale). Next steps will be dedicated to a coastal application on the western Black Sea coupling circulation, waves and sediment transport.

All of the modeling activities are developed within the framework and funded by the Horizon 2020 DOORS (Developing Optimal and Open Research support for the Black sea) project, (Grant no. 101000518) https://www.doorsblacksea.eu/.

How to cite: Shamsnia, S. H., Bellafiore, D., Ferrarin, C., and Bajo, M.: Numerical investigation of the coastal dynamics over the western Black sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8415, https://doi.org/10.5194/egusphere-egu23-8415, 2023.

EGU23-9068 | ECS | Posters on site | OS2.2

A 1-D model for predicting surf zone waves around the Irish Coast 

Ashly Kalayil Uthaman, Tomasz Dabrowski, Gerard McCarthy, and André Düsterhus

Our coasts face huge challenges due to future sea level rise. A main reason for this are the changes in waves which are expected to become more powerful. As these changes will affect our coasts, the prediction of wave changes play an important role in coastal adaptation and in industries like offshore wind energy. Ireland's extended coastline and its vulnerability to extreme wave events make it crucial to understand wave climate and its changes around the Irish coast.

The DeWaPic project intends to create a model framework for predicting waves around Ireland on time scales of seasons to decades. For this a global wave model, WAM, will be forced by climate model data and then coupled to a regional wave model, SWAN. In a next step the output of this model chain will be used to force a SURF zone model, with the target to generate information on coastal wave heights and wave overtopping.

This contribution will present the development of a 1-D SURF zone model, covering the final stretch towards the coast. The model solves one dimensional Boussinesq equation using a two step Lax Wendroff TVD scheme. The depth integrated approach in the model reduces the computational complexity that occurs when the grid size becomes smaller. Surface elevation and depth averaged velocity is modelled using the continuity and momentum conservation equations. We show first experiments with this model and determine in sensitivity tests its applicability.

How to cite: Kalayil Uthaman, A., Dabrowski, T., McCarthy, G., and Düsterhus, A.: A 1-D model for predicting surf zone waves around the Irish Coast, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9068, https://doi.org/10.5194/egusphere-egu23-9068, 2023.

EGU23-9173 | ECS | Orals | OS2.2

Neural-network-based super-resolution on unstructured meshes of coastal spectral wave computations 

Jannik Kuehn, Stéphane Abadie, and Volker Roeber

High-resolution wave forecasts are of critical importance for coastal safety, hazard prevention, and energy transition. Examples that benefit from detailed information of coastal sea states range from the adaptation of coastal protection to beach goer and marine safety and even include the growing market of marine renewable energy. While regional and global wave forecasts exist, local high-resolution details are often not accessible due to the associated computational cost.

In our work we use a neural network to apply a so-called super-resolution approach that can turn wave forecasts computed over coarse grids into substantially higher resolution at very low computation cost and with only little loss of overall quality. The idea is to train the neural network with pairs of coarse and fine-grid computations, so that later on wave computations over coarse grids can be converted into a higher resolution. While the amount of saved computation time varies with the level of resolution between coarse and fine grid, the super-resolution approach can be more than 50-times faster than a direct high-resolution computation and still provide good accuracy.

Here we will present a case study on a 44-year hindcast of the French Basque coast, with which we trained and tested multiple networks. We will comment on the dependency of model performance on the amount of training data and the difficulties of an unstructured grid, compared to a structured one. More specifically, structured grids can be handled as regular images, which makes the adaptation of classical and powerful convolutional neural networks to the problem relatively easy. The application to irregular grids, however, is not trivial and requires different approaches like graph neural networks or multi-layer perceptrons.  Lastly, we will compare the performance of a surrogate model, that is, a neural network that simply replaces completely a spectral wave model like SWAN, with our super-resolution approach, that uses coarse wave model computations as an input. We argue that both approaches are complementary and have their advantages and disadvantages in specific settings. 

How to cite: Kuehn, J., Abadie, S., and Roeber, V.: Neural-network-based super-resolution on unstructured meshes of coastal spectral wave computations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9173, https://doi.org/10.5194/egusphere-egu23-9173, 2023.

EGU23-9307 | Posters on site | OS2.2

Sea state contribution to steric sea-level 

Antonio Bonaduce, Nam Pham, Joanna Staneva, Sebastian Grayek, Roshin P. Raj, and Øyvind Breivik

The effect of wave-induced processing on steric sea-level is investigated through ocean-wave coupled simulations. The experiments are performed with a high-resolution configuration of the Geestacht COAstal model SysTem (GCOAST), implemented in the Northeast Atlantic, the North Sea and the Baltic Sea which are considered as connected basins. The GCOAST system accounts for wave-ocean interactions and the ocean circulation relies on the NEMO (Nucleus for European Modelling of the Ocean) ocean model, while ocean-wave simulations are performed using the spectral wind wave model WAM. The objective is to quantify the sea-state contribution to steric sea-level variability and trend over a 26-year period (1992-2017). The ability of wave-ocean coupled simulations to disclose the sea-state contributions to sea-level variability and surge is demonstrated. The contribution of the wave-induced processes (WIPs) to the sea surface dynamics (e.g. temperature and salinity), ocean mixing (mixed layer thickness), and on the modulation of air-sea fluxes (e.g. heat flux) clearly appear both during winter (10-20 %) and summer (10 %), which in turn affect the steric sea-level variability. Investigating the components of steric sea-level signal, the thermosteric sea-level shows larger amplitudes compared to the halosteric component. Significant contributions to the thermosteric sea-level variability (40 %) due to wave-induced processes are observed in the North Atlantic (in summer) and along the Norwegian Trench (in winter). WIPs influence the thermosteric sea-level trends in the North Atlantic up to the order of 1 mm yr-1, both during winter and summer, in the open ocean and at the shelf break, while smaller contributions are observed over the shelf areas of the North Sea.

How to cite: Bonaduce, A., Pham, N., Staneva, J., Grayek, S., Raj, R. P., and Breivik, Ø.: Sea state contribution to steric sea-level, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9307, https://doi.org/10.5194/egusphere-egu23-9307, 2023.

EGU23-9577 | ECS | Orals | OS2.2

Modelling transport pathways of varying microplastics in an estuarine environment 

Emily Summers, Jiabi Du, Kyeong Park, Karl Kaiser, and Jodi Ryder

Plastics have become ubiquitous in the modern consumer economy. Unchecked production, failure to implement efficient recycling practices, and poorly defined global policy regarding production and disposal has led to a prevalent plastic problem. Over the past decade, microplastic pollution has emerged as a forefront concern of plastic in the global environment. As marine microplastic pollution becomes a predominant area of interest, it is important to understand microplastic sources, delivery pathways, and ultimate fate. Estuaries are key zones to monitor for microplastic pollution, due to their close proximity to source areas, and their natural ability to filter pollutants. The Galveston Bay watershed is located near the densely populated Houston, TX metro area and manufactures potentially half of the United States’ pre-production plastics. Using a Lagrangian particle-tracking method coupled with a validated 3D hydrodynamic model, we examined the transport behavior of microplastics, as well as export ability of the Galveston Bay estuary. Accounting for the variability of type and density of microplastics, multiple settling velocities were simulated to examine their effect on behavior. Four release sites were chosen near highly populated river connections. We found that settling velocity has significant impact on both local exposure time and retention time. Neutrally buoyant particles were flushed quickly out of the bay, while heavier particles migrated westward and spent far more time in the bay overall. Release location influenced percent of particles retained in bay, with a higher percent of particles still present from northern release locations than southern release locations after two years of simulation. The use of modelling studies to provide successful estimation of microplastic transport pathways and export efficiency of Galveston Bay will help contribute to a more robust understanding of microplastic behavior within estuarine environments.

 

How to cite: Summers, E., Du, J., Park, K., Kaiser, K., and Ryder, J.: Modelling transport pathways of varying microplastics in an estuarine environment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9577, https://doi.org/10.5194/egusphere-egu23-9577, 2023.

EGU23-10388 | ECS | Posters on site | OS2.2

Assessment of 1-dimensional marine ecosystem model in reproducing the seasonal patterns in the Yellow Sea Large Marine Ecosystem 

Young Shin Kwon, Hyoun-woo Kang, Dong Han Choi, Jae Hoon Noh, Yeonjung Lee, and Ok Hee Seo

The large marine ecosystems (LMEs) are described as regional units for the marine research, monitoring, and management. The Yellow Sea (YS), located between Korean Peninsula and continental North China, is known as one of the most important LMEs in the world due to its high biodiversity and complex food web dynamics. Yellow Sea Cold Water Mass (also called YSCWM) formed by the remnant of winter cold water (<~11 °C) in the central Yellow Sea remains throughout the summer, which is a striking hydrological phenomenon in the Yellow Sea and has important effects on the marine ecosystem. Against this background, we undertook a modelling study as a part of a research program of Korea Institute of Ocean Science and Technology (KIOST) to improve the understanding of the ecosystem structure and function and the physical-biological processes in the YS and to predict changes in the the fishery resources under future climate change scenarios. First of all, we applied the 1-dimensional marine ecosystem model (ERSEM-GOTM) to the station (35°N, 124°E) near the central YS affected by the YSCWM. Some inconsistencies between the model and the observations were founded: For examples, while primary production and bacteria carbon mass were overestimated in the model, the zooplankton carbon mass remaining high even after summer season were not represented, which shows clearly the need for model improvements to better capture the cycling of the YS biogeochemistry. Here we present the evaluation of the main aspects of the model behavior and discuss how we optimize the model performance for proper representation of the YS system.

How to cite: Kwon, Y. S., Kang, H., Choi, D. H., Noh, J. H., Lee, Y., and Seo, O. H.: Assessment of 1-dimensional marine ecosystem model in reproducing the seasonal patterns in the Yellow Sea Large Marine Ecosystem, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10388, https://doi.org/10.5194/egusphere-egu23-10388, 2023.

EGU23-10552 | ECS | Posters on site | OS2.2

High-resolution numerical modelling of seasonal volume, heat, and freshwater transport along the Indian coast 

Kunal Madkaiker and Devendra Rao Ambarukhana

The Indian subcontinent divides the north Indian Ocean (IO) into Arabian Sea (AS) and the Bay of Bengal (BoB), with different thermohaline properties. Seasonal reversal of winds and equatorial remote forcing due to proximity to equator, influences circulation of these basins. In this study, we numerically modelled the physical characteristics of AS and BoB, using MITgcm with a high spatial resolution of 1/20° (~ 5 km) and 49 vertical levels in a z-coordinate system, on a climatological scale. Temperature, salinity and flow fields were validated with satellite and gridded ARGO datasets. Statistically we established that the model setup simulates the upper ocean features and subsurface circulation in these two basins well.

Then, we computed the alongshore volume, heat, and freshwater transport along the coastline of India and eastern Sri Lanka. We observed that the alongshore transport along the eastern coast is stronger with high seasonal variability due to the poleward flowing Western Boundary Current (WBC) and equatorward flowing East Indian Coastal Current (EICC). The west coast transport is influenced by intraseasonal oscillations. We computed the freshwater transport to be an order less than the volume transport. Seasonality of alongshore volume and freshwater transport contradicts each other on the western coast whereas they are in phase on the eastern coast. Then we computed the contribution of freshwater transport in total flow as a percentage of the total volume transport. In the BoB, this is maximum during JJAS season which is limited to the northeastern coast of India, followed by October-November season as it covers the entire east coast. We also observed a weak and narrow freshwater export pathway flowing across the Palk Strait into the Gulf of Mannar. The seasonality of transport and upper ocean salinity highly correlate to each other in this region.

Meridional heat transport (MHT) was also computed over AS and BoB. Analysis shows that MHT over AS is stronger than BoB. Both basins act as heat source during summer monsoon and heat sink during winter monsoon. Zonal transport correlates positively with zonal wind whereas meridional transport correlates negatively with meridional wind. Various factors such as wind reversal, Ekman transport and vertical thermal wind shear play a role. Net heat flux positively correlates with total heat transport along the eastern coast of India and southeastern AS. It can be attributed to coastal currents and equatorial forcing which help in advection of heat and thermal ventilation.

Understanding the effects of these exchanges on nutrient and carbon transport along the coastal waters via nearshore processes would be aided by further research into these interactions. The high-resolution climatological set-up lays the groundwork for additional research into the physical and biological processes occurring in the Indian coastal seas.

How to cite: Madkaiker, K. and Ambarukhana, D. R.: High-resolution numerical modelling of seasonal volume, heat, and freshwater transport along the Indian coast, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10552, https://doi.org/10.5194/egusphere-egu23-10552, 2023.

EGU23-10802 | ECS | Posters on site | OS2.2

Quantifying Coastal Upwelling Index in the Southeastern Coast of Korea 

Deoksu Kim, Hojin Kim, and Jae-Il Kwon

Many studies have focused on detecting coastal upwelling off the southeastern coast of Korea. Frequent occurrences of coastal upwelling are attributed to the persistent southwesterly (alongshore) wind blowing in the boreal summer season by the East Asian summer monsoon, reducing the surface water temperature by more than 5oC. Not just coastal upwelling cause variations in hydrodynamics, but it also gives rise to the primary production augmentation by phytoplankton blooms due to the supply of nutrients and fishery industry damage owing to sudden changes in water temperature. Accordingly, optimal coastal upwelling detection plays a crucial role in helping the augmentation of primary production and preventing industrial damage. Even though upwelling indices for detection are suggested, it would be inadequate to represent coastal upwelling compared with in-situ water temperature off the southeastern coast of Korea. Thus, we suggest upwelling-driven cold-water detection based on time-series observation, especially for real-time applications. By removing seasonal trends, we can define that an anomaly in sea surface temperature has occurred when the water temperature is out of natural variability (> 1σ). Furthermore, the suitability of the cold-water index was evaluated through an analysis between the index and the prerequisite when upwelling occurred, such as alongshore wind stress, wind duration, and vertical stratification.

How to cite: Kim, D., Kim, H., and Kwon, J.-I.: Quantifying Coastal Upwelling Index in the Southeastern Coast of Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10802, https://doi.org/10.5194/egusphere-egu23-10802, 2023.

EGU23-10876 | Posters on site | OS2.2

A study on marine physical characteristics around an underwater reef using computational fluid dynamics 

Dongha Kim, Seung-Woo Lee, Jin-Yong Jeong, and Sung-Chul Jang

The marine physical characteristics occurring around the underwater reef in waters more than 100 km away from the land were analyzed through computational fluid dynamics (CFD). A fixed jacket structure so-called Ieodo Ocean Research Station (I-ORS) for marine and atmospheric observations is installed on this underwater reef, and marine observation data have been continuously produced for 20 years. However, there is a concern that observation data may be affected by the underwater reef. We built a numerical modeling framework based on observational data and analyzed the results to find out how underwater reef affects I-ORS. As a result, it was confirmed that various marine physical characteristics (wake region, local upwelling region, suspended sediments, vortex shedding, etc.) appear around the underwater reef. Especially, particle analysis was performed considering the tidal cycle and density stratification to identify the mechanism of suspended sediments generation. Consequently, we were able to find a pattern for the diffusion of suspended sediments around the underwater reef and it is possible to understand various marine physical characteristics around the underwater reef.

How to cite: Kim, D., Lee, S.-W., Jeong, J.-Y., and Jang, S.-C.: A study on marine physical characteristics around an underwater reef using computational fluid dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10876, https://doi.org/10.5194/egusphere-egu23-10876, 2023.

EGU23-10898 | Orals | OS2.2

Sediment dynamics in Hangzhou Bay during Typhoon Mitag 

Li Li, Yihan Ren, Xiao Hua Wang, and Yuezhang Xia

The hydrodynamics and sediment characteristics of muddy estuaries and coasts during typhoons are closely related to geomorphic evolution, ecological environment, and economic development of coastal zones. Taking the macro-tidal turbid Hangzhou Bay (HZB) as an example, the sediment characteristics and the effects of wave-current interactions on sediment dynamics during Typhoon Mitag were studied using a well-calibrated numerical model. The model considers tides-wave-sediment interactions and the reconstructed typhoon wind field. The net sediment fluxes were controlled by residual currents and SSC. The waves and winds dominated the sediment resuspension. The combined interactions of currents and waves led to high SSC during the typhoon. In calm conditions, the impact of wave-current interactions was small except for the combined bottom stresses. The combined bottom stress was the primary wave-current interaction changing the sediment resuspension and increasing SSC, especially in shallow waters or during storms. The advection term, which played an essential role in reducing the SSC in HZB, mainly affected the SSC by enlarging the velocity. The wave dissipation term enhanced the vertical mixing, which involved the vertical exchange of suspended sediment and the currents. In the shallow waters of the southern bay, the wave dissipation term mostly led to the decrease of bottom stresses, the increase of currents, and the decrease of SSC, while the rise of SSC in the deep waters. The effects of the form drag, wave radiation stress, and refraction terms on suspended sediment dynamics were relatively small. The findings provide the theoretical foundations for the study of dynamics geomorphology in macro-tidal estuaries.

How to cite: Li, L., Ren, Y., Wang, X. H., and Xia, Y.: Sediment dynamics in Hangzhou Bay during Typhoon Mitag, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10898, https://doi.org/10.5194/egusphere-egu23-10898, 2023.

EGU23-10962 | Orals | OS2.2

The yielding process of the natural mud under current and wave shear stress 

Yuezhang Xia, Shaohua Wang, Zhiguo He, and Hengye Gu

The rheological properties of natural mud are closely related to nautical depth estimation, wave propagation, and morphology evolution of muddy coast. In this study, the rheological properties of the natural mud collected from Luxi Island and Zhoushan Island in China were investigated. Shear stresses in steady state or oscillatory state were imposed on mud samples directly to obtain the yielding process under tidal currents or waves. The results showed that both apparent viscosity and complex viscosity experienced two sharp declines with increasing shear stress, indicating a two-step yielding nature of natural mud. Two yield stresses, namely, static yield stress and fluidic yield stress correspond to the yielding processes of elasticity and viscosity breakdown, respectively. The static yield stress in the oscillatory shear stress tests was lower than that in the steady shear stress tests, and the fluidic yield stress of natural mud in oscillatory shear stress tests was higher than that in the steady shear stress tests. The above phenomenon was explained by the viscoelastic-oscillation theory. Furthermore, the experimental results indicated that the initial storage modulus had a closer connection to both yield stresses in comparison with mud density. This study not only provided a guideline for having a better understanding of the two-step yielding process of natural mud, but will also provide scientific support for the assessment of fluid-mud formation, sediment transport and morphology evolution, the interaction between waves or tidal currents and muddy seabed, and protection of seafloor infrastructures.

How to cite: Xia, Y., Wang, S., He, Z., and Gu, H.: The yielding process of the natural mud under current and wave shear stress, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10962, https://doi.org/10.5194/egusphere-egu23-10962, 2023.

EGU23-11282 | ECS | Posters virtual | OS2.2

Effect of roughness length using LULC on the wind intensity of tropical cyclones and its associated inundation 

Pawan Tiwari, Ambarukhana Devendra Rao, Smita Pandey, and Vimlesh Pant

     India is frequently affected by coastal flooding due to storm surges that significantly effects human lives, coastal infrastructure, and marine ecosystem. Tropical cyclones (TCs) are the most severe storms especially over the Bay of Bengal (BoB) and the Arabian Sea (AS). The vulnerability from the TCs occurs in many ways, which include coastal inundation by extreme water levels, damage of coastal properties caused by strong cyclonic winds, additional flooding caused by cyclone-induced heavy precipitation. The destruction along the coast due to inundation enhances if the cyclone makes landfall near the estuaries, river deltas, or any adjoining rivers in the coastal area. Simulation of inland flooding requires accurate representation of topography and surface roughness over the flood plain. Incorporating Land Use/ Land Cover (LULC) data in numerical simulations help in introducing roughness which alter the cyclonic wind speed over land. This also enhances model capabilities to represent accurate wind during the cyclone period. In the present study, experiments are carried out to simulate extreme water elevations and associated coastal inundation for the recent TC, Yaas (2021) that occurred over the BoB using stand-alone ADCIRC (Advanced circulation) model coupled ADCIRC and SWAN (Simulating Wave Nearshore) model. High-resolution mesh is used to incorporate major river systems and water bodies. Various datasets like Airborne DEM, CARTOSAT-DEM, SRTM-DEM, MIKE-CMAP, and ETOPO-2 are used to prepare the model mesh. The results show that total inundation calculated by the coupled model is higher since the SWAN model gives an extra momentum flux to the ADCIRC model in the form of radiation stress gradient. This results generation of maximum water elevations in the coupled model. As the TC approaches over the land, wind intensity gets reduced due to the presence of different land covers, which have specific roughness lengths. The more the roughness length, higher will be the reduction in the wind speed. To observe modifications in the wind speed over the land and ocean, ERA-5 reanalysis data is used for the 1999 Orissa super cyclone, Hudhud (2014), Amphan (2020), and Nivaar (2020). The results show a reduction of 38.2%, 35.62%, 16.35%, and 29.58% in wind speed at the time of landfall over the land compared to that of over the ocean for the above cyclones respectively. Using standalone ADCIRC and coupled ADCIRC+SWAN model, the simulations are made for TC Vardah (2016) to study the impact of roughness length over the wind intensity based on LULC. The results suggest that there is a significant decrease in the wind intensity over land after modifying the roughness length.

How to cite: Tiwari, P., Rao, A. D., Pandey, S., and Pant, V.: Effect of roughness length using LULC on the wind intensity of tropical cyclones and its associated inundation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11282, https://doi.org/10.5194/egusphere-egu23-11282, 2023.

EGU23-11643 | ECS | Posters on site | OS2.2

Coastal circualtion over the Gulf of Cadiz continental shelf. Local vs remote effects. 

Sara Sirviente, Marina Bolado-Penagos, Juan Jesús Gomiz-Pascual, and Miguel Bruno

Studies about the coastal circulation over the northern continental shelf of the Gulf of Cadiz, based on current velocity observations, were published on relatively recent dates (e.g., Relvas and Barton, 2002). Since then, a considerable number of articles have been written dealing with this subject up to the present date (e.g., Oliveira et al., 2022). One of the most studied features in these studies are the so-called Coastal Counter Currents (CCCs) in the coastal shelf. These features are located roughly between the 100 m isobath and the coastline, and they are directed toward west. Nevertheless, despite the considerable number of articles devoted to the analysis of this phenomenon, the actual along-coast extension and origin of these CCCs remain unclear.

In the present contribution different mechanisms that have been already proposed to explain the development of these CCCs are revised and discussed. For this purpose, an analysis based on surface currents derived from High Frequency Radar (HFR) and numerical model simulations has been carried out.  The most interesting finding is that the most intense CCCs events are initiated on the coastal margin of the westernmost side of the Strait of Gibraltar, and they are extended further west of Cape Santa Maria. Also, these intense and extensive CCCs are triggered by the joint action of local winds over the Gulf of Cadiz and additional remote effects. This study highlights the importance of different remote effects: (i) the wind forcing over the Alboran Sea and the easternmost side of the Strait of Gibraltar, and (ii) the sea level atmospheric pressure forcing over the Ligurian Sea. This mechanism has been demonstrated from both statistical analysis and numerical experiments which allow us to understand the coupling between the horizontal and transverse pressure gradients, causing a geostrophic adjustment of the current against the coast.

References.

De Oliveira- Junior, L., Relvas, P., Garel, E. Kinematics of surface currents at the northern margin of the Gulf of Cádiz. Ocean Science,18,1183-1202,2022.

Relvas, P., and Barton, E. D., Mesoscale patterns in the Cape São Vicente (Iberian Peninsula) upwelling region, J. Geophys. Res., 107( C10), 3164, doi:10.1029/2000JC000456, 2002.  

How to cite: Sirviente, S., Bolado-Penagos, M., Gomiz-Pascual, J. J., and Bruno, M.: Coastal circualtion over the Gulf of Cadiz continental shelf. Local vs remote effects., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11643, https://doi.org/10.5194/egusphere-egu23-11643, 2023.

EGU23-11878 | Posters on site | OS2.2

Mechanisms of salt transport by the advective and tidal oscillatory flux in the macro-tidal estuary, Gyeonggi Bay in South Korea 

Seung-Buhm Woo, Hye Min Lee, Jong Wook Kim, and Byung Il Yoon

Many estuaries have been damaged by material movements like marine debris, suspended sediment, and pollutants. Understanding the estuarine circulation system is necessary to solve such problems. The salt transport analysis provides hydrodynamic processes about material circulation in the estuary. In this study, to understand the mechanisms of salt transport, a three-dimensional hydrodynamic model was applied in the hyper-tidal estuary system, Yeomha Channel, Gyeonggi Bay. The simulation period of the model was a total of 245 days (January 20 to September 20, 2020), including the dry and wet seasons. The model results for the temporal variation of tide, current velocity, and salinity were validated by comparing them with the observed in-situ data. The salt transport (FS) was calculated in three cross-sections of the Yeomha Channel and was decomposed into three components (QfS0: advective salt transport; FE: steady shear dispersion; FT: tidal oscillatory salt transport). During the dry season with strong tidal forcing, the salt transport patterns were mainly dominated by QfS0. During the wet season with large river discharge, the salt transport patterns were determined by the balance between QfS0, FE, and FT. The long-period tidal constituents (MSf and Mm) were the main mechanisms causing QfS0 with the spring-neap variation during the dry season. The tidal trapping effect, caused by the phase difference of less than 90° between tidal current and salinity, generated landward FT in the dry and wet seasons. In addition, the high river discharge during the wet season decreased the phase difference between tidal current and salinity to less than 70°, resulting in a much strong landward FT. This study suggests that the long-period tidal constituents and tidal trapping effect are unique characteristics that contribute to material circulation in the hyper-tidal estuary.

How to cite: Woo, S.-B., Lee, H. M., Kim, J. W., and Yoon, B. I.: Mechanisms of salt transport by the advective and tidal oscillatory flux in the macro-tidal estuary, Gyeonggi Bay in South Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11878, https://doi.org/10.5194/egusphere-egu23-11878, 2023.

EGU23-12514 | Orals | OS2.2

Implementation of a modelling system for the investigation of the Saronikos Gulf marine ecosystem (Eastern Mediterranean) 

Vassilis Kolovoyiannis, Aikaterini Anna Mazioti, Evaggelia Krasakopoulou, Vassilis Zervakis, Eleni Anthi Tragou, Ioannis Mamoutos, Emmanouil Potiris, Stamatis Petalas, Christos Chatzilaou, Kyriaki Mosiou, Harilaos Kontoyiannis, Vasiliki Paraskevopoulou, and Alexandros Athiniotis

The coastal marine ecosystem of Saronikos Gulf, a busy Eastern Mediterranean embayment directly impacted by the greater metropolitan area of Greece’s capital, Athens, is examined through a series of state-of-the-art numerical models that address the hydrodynamics (Delft3D-FLOW), the wave regime (SWAN), the biogeochemistry, and pollution related to species of heavy metals and polyaromatic hydrocarbons (Delft3D-WAQ).

The study so far has focused on calibrating model components and on reproducing the seasonal thermohaline conditions, known circulation patterns and the variability of biogeochemical constituents (chlorophyll-a, nutrients, dissolved and particulate matter) and pollutant concentrations, focusing on the vicinity of inner Saronikos.

The annual cycle ‘Nov 2009 - Oct 2010’ is simulated, forced with atmospheric data from the ERA5 database. Three sets of open boundary conditions data are tested (Mediterranean Sea Physics Reanalysis dataset by Copernicus and two implementations of the ROMS model covering the Aegean and the Eastern Mediterranean respectively), constituting three classes of numerical experiments aiming to optimize model performance. Freshwater discharges from waste treatment facilities and rivers are considered, the latter drawn from the Swedish Meteorological and Hydrological Institute (platform ‘Hypeweb’).

Emphasis has been placed in compiling available information on point sources of pollution from the numerous human activities in the vicinity of the study area. These data are used as forcing in the modelling process.

A comprehensive dataset of field measurements collected monthly by the Hellenic Centre for Marine Research from a network of ten stations, as well as satellite derived SST data, are used for model validation.

This work is carried out within the context of the EMERGE Horizon 2020 project, that develops methodologies to evaluate, control and mitigate the environmental impacts of shipping emissions. For the scope of the project, next steps currently undertaken include the simulation of the Saronikos Gulf status for the year 2018 considering pollutant mass fluxes (a) from shipping emissions as calculated by the Ship Traffic Emission Assessment Model (STEAM) and (b) from atmospheric depositions as calculated from atmospheric modelling, both components from data provided by consortium partners.

 

How to cite: Kolovoyiannis, V., Mazioti, A. A., Krasakopoulou, E., Zervakis, V., Tragou, E. A., Mamoutos, I., Potiris, E., Petalas, S., Chatzilaou, C., Mosiou, K., Kontoyiannis, H., Paraskevopoulou, V., and Athiniotis, A.: Implementation of a modelling system for the investigation of the Saronikos Gulf marine ecosystem (Eastern Mediterranean), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12514, https://doi.org/10.5194/egusphere-egu23-12514, 2023.

EGU23-12529 | ECS | Posters on site | OS2.2

Numerical simulation of ocean currents in the Northern Mozambique 

Moein Doost Mohammadi, Michele Bolla Pittaluga, Marcello Gatimu Magaldi, and Andrea Mazzino

A three-dimensional Regional Ocean Modelling System (ROMS) has been implemented to investigate hydrodynamic circulation patterns in the Northern Mozambique Channel and their role on turbidity current generation and sediment distribution in the submarine canyons. A high-resolution (~ 100m) bathymetry data of the Palma Bay and its offshore area was blended with a global gridded bathymetry (GEBCO) with 15 arc-seconds (~ 400m) resolution to cover the area of interest. Our main goal is to better understand deeper currents in the Mozambique Channel that are less well-established, and their ability to transport seabed sediment, by means of analysis of water structure according to T-S diagrams. There are debates on existence of some specific oceanographic features and unanswered questions regarding origins of the passing mesoscale eddies which dominate the circulation in the Mozambique Channel. Furthermore, we are also interested in knowing the effects of the presence of submarine canyons on adjacent canyons and their contribution to the circulation patterns and other physical processes in the area. Preliminary results highlight the importance of small-scale features for the circulation in area of interest.

How to cite: Doost Mohammadi, M., Bolla Pittaluga, M., Magaldi, M. G., and Mazzino, A.: Numerical simulation of ocean currents in the Northern Mozambique, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12529, https://doi.org/10.5194/egusphere-egu23-12529, 2023.

EGU23-13065 | Orals | OS2.2

Development of a Coastal Oceanographic Observatory for the North Aegean Sea: The AEGIS projects 

Vassilis Zervakis, Evangelia Krasakopoulou, Elina Tragou, Vassilis Kolovoyiannis, Ioannis Mamoutos, Manos Potiris, Ioannis Androulidakis, Korina Mosiou, Maria Ignatia Kalatzi, Aikaterini Anna Mazioti, Christos Chatzilaou, Rafailia Filitsa Kougioumtzoglou, and Stamatios Petalas

The North Aegean Sea is a sub-basin of the Mediterranean which exhibits a range of oceanic processes at various scales. Due to the inflow of very light, mesotrophic Black-Sea waters it is the most productive region of the seas around the Hellenic Peninsula, although the regular seasonal coastal upwelling along its eastern shores does not contribute to its productivity. Despite the continuous buoyancy import by the Black Sea, the North Aegean hosts the densest waters of the Eastern Mediterranean. Finally, three semi-enclosed bays located in two islands of the North Aegean exhibit an alternating behavior as sources or sinks of buoyancy for the basin, while their productivity and natural beauty support a range of coastal activities. For the above reasons, the University of the Aegean has invested over several years in the development of a coastal oceanographic observatory (AEGIS), covering both the open North Aegean Sea and the three main bays of the islands of Lesvos and Lemnos. The Observatory consists of a numerical modeling component and an observational component.

The modeling component of the observatory consists of four coastal circulation models (for the three bays and the island of Lesvos) nested within a larger domain circulation model covering the whole Aegean Sea north of 37º N. Data assimilation, employing both satellite (sea-surface temperature and sea-level) and field data (employing mostly ARGO float observations) is used in the model of the extended domain (an implementation/configuration of the ROMS system), while the observations obtained in the coastal regions are currently used for coastal models’ (DELFT-3D FLOW and ROMS) validation. In addition to the above circulation models, SWAN is used to simulate the surface waves and DELFT-3D WAQ is being implemented to simulate the biochemical functioning at the various model domains.

The observational component at small geographical scales (in the Bays) comprise of continuous meteorological and oceanographic observations through an oceanographic mooring in the middle of the Bay of Kalloni, sea-level observations at the Bays of Kalloni and Gera, and High-Frequency radar observations of sea-surface currents and waves in a region east of Lemnos island, aiming to monitor the Black Sea outflow into the Aegean. The above continuous measurements are supplemented by periodic hydrographic and biogeochemical measurements in the three Bays, to validate the models and calibrate the in-situ continuous data. A recent addition to the AEGIS’s observational arsenal is an ocean glider aimed to capture the variability of the open North Aegean sea.

The AEGIS Observatory provides the necessary background to support strategic planning of human interventions at regional and local scales, such as Marine Spatial Planning or the construction of river dams affecting sensitive coastal basins. The implementation of the Coastal Laboratory has been supported by several projects, the most recent being the project “Coastal Environment Observatory and Risk Management in Island Regions AEGIS+” (MIS 5047038), implemented within the Operational Programme “Competitiveness, Enterpreneurship and Innovation” (NSRF 2014-2020), cofinanced by the Hellenic Government (Ministry of Development and Investments) and the European Union (European Regional Development Fund).

How to cite: Zervakis, V., Krasakopoulou, E., Tragou, E., Kolovoyiannis, V., Mamoutos, I., Potiris, M., Androulidakis, I., Mosiou, K., Kalatzi, M. I., Mazioti, A. A., Chatzilaou, C., Kougioumtzoglou, R. F., and Petalas, S.: Development of a Coastal Oceanographic Observatory for the North Aegean Sea: The AEGIS projects, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13065, https://doi.org/10.5194/egusphere-egu23-13065, 2023.

EGU23-13650 | ECS | Orals | OS2.2

An Observational and Warning System for the Aquaculture Sector in European Waters 

Diego Pereiro, Oleg Belyaev Korolev, Martha Bonnet Dunbar, Gabriel Navarro, Caroline Cusack, Tomasz Dabrowski, Glenn Nolan, and Inger Graves

This work presents the steps towards the design and implementation of a marine observatory providing current and forecasted oceanic conditions relevant to the aquaculture sector, with particular focus on “Extreme Marine Events” such as marine heat waves, deoxygenation and storm surges. Examples of successful implementation of these guidelines in the framework of the EuroSea project are presented for two aquaculture sites: Deenish Island in Ireland and El Campello in Spain. In-situ measurements, remote-sensing observations and model forecasts are jointly provided to the end users. The process starts with the interaction with the stakeholders to understand their main needs and concerns, and is followed by the design of the software architecture that carries out the data acquisition, post-processing and visualization in an open-access web platform. User feedback is of paramount importance during the whole process to ensure that the services being offered in the end actually match the needs of the aquaculture sector.

How to cite: Pereiro, D., Belyaev Korolev, O., Bonnet Dunbar, M., Navarro, G., Cusack, C., Dabrowski, T., Nolan, G., and Graves, I.: An Observational and Warning System for the Aquaculture Sector in European Waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13650, https://doi.org/10.5194/egusphere-egu23-13650, 2023.

EGU23-13657 | ECS | Orals | OS2.2

An experimental study on a tethered floating metamaterial breakwater to attenuate surface gravity waves in a shallow water environment 

Matteo Lorenzo, Paolo Pezzutto, Filippo De Lillo, Francesco Michele Ventrella, Francesco De Vita, Piero Ruol, Federico Bosia, and Miguel Onorato

In a framework of changing climate, it is important to find alternative solutions for coastal protection. Indeed, the pressure of anthropogenic origin, combined with natural forcings, has contributed both to a worsening of the environmental quality of coastal areas, and to the triggering of erosion dynamics, with retreat of the sandy coast.

Tethered floating breakwaters, built as a regular lattice of reversed pendula, can provide an alternative solution for beach management. With respect to rubble mound breakwaters, this type of structures has small impact on water circulation, and, in the presence of rising sea levels, it is much more adaptable than an artificial reef. Depending on their efficiency, the cost-effectiveness of beach protection using tethered floats is favorable compared to the current hard-engineering strategies.

For this purpose, inspired by the concept of metamaterial wave control, a floating device has been tested in a wave flume with a two-dimensional periodic configuration. Metamaterials are engineered structures designed to interact with waves and manipulate their propagation properties. The device is built as an array of tethered submerged cylinders, with their axes parallel to the wave crests. The idea is to investigate the conditions which lead to the formation of bandgaps, which is the key factor for mitigating the incoming energy of the surface gravity waves.

Experimental results demonstrated the feasibility of the concept, and that wave attenuation can be significant, even using a limited number of cylinders. The analysis of the results, have allowed us to assess that two leading mechanisms, dissipation and reflection, contribute to wave attenuation. If the cylinders are fully immersed, dissipation induces a broad bandgap around a resonance frequency that depends on the characteristics of the single pendulum. Instead, wave scattering (reflection) is relevant around frequencies that can be predicted using the generalized Bragg condition and the second harmonic generation, where the most significant bandgaps in attenuation can be observed. The second harmonic generation effect is a typical non-linear phenomenon, linked to the geometrical configuration of the device. In our tests, this behavior can be observed even for very small amplitude incident waves.

In conclusion, these results show the possibility to tune the position of the attenuation bands in the wave spectrum by modifying system parameters, to make possible the implementation of an efficient wave absorber for coastal protection.

How to cite: Lorenzo, M., Pezzutto, P., De Lillo, F., Ventrella, F. M., De Vita, F., Ruol, P., Bosia, F., and Onorato, M.: An experimental study on a tethered floating metamaterial breakwater to attenuate surface gravity waves in a shallow water environment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13657, https://doi.org/10.5194/egusphere-egu23-13657, 2023.

EGU23-14414 | ECS | Orals | OS2.2

River-coastal-ocean continuum modelling and assessment of nearshore dynamics 

Salvatore Causio, Simone Bonamano, Ivan Federico, Viviana Piermattei, Daniele Piazzolla, Sergio Scanu, Alice Madonia, Giovanni De Cillis, Eric Jansen, Giovanni Coppini, and Marco Marcelli

Complex processes involved in the river delta areas are not fully solved with a traditional structured-mesh model. A seamless unstructured-grid approach could serve as support to advance in the reproduction and understanding of the dynamics processes across different scales. In this work, a river-coastal-ocean continuum modeling representation has been developed for the Tiber River delta, including the surrounding coastaland open-ocean zones of the Lazio coast (Tyrrhenian Sea, Italy). This area has been selected because it includes important naturalistic sites but also a new commercial, fishery and leisure harbor whose the realization is scheduled for 2023. By using temperature and salinity profiles from near-river CTD data, we demonstrate that this representation simulates the coastal dynamic processes in the Tiber delta zone better than the classic coastal-ocean representation, minimizing calibration and sensitivity experiments. In this work, a large effort has been dedicated to the acquisition of new observations (CTD, drifters, currents radar, bathymetric survey) carried out over different spatial (open-ocean, coastal and near- and along-river) and temporal scales. Validation demonstrated that the model has good accuracy, also in reproducing the salt wedge intrusion along river. Furthermore, currents investigation suggested the existence of an anticyclonic gyre in proximity of the river mouth of the northern branch, mainly induced by river discharge and coastal morphology. These promising results in simulating cross-scale processes in a seamless fashion, will be included in the near future in an operational system for coastal forecasting.

How to cite: Causio, S., Bonamano, S., Federico, I., Piermattei, V., Piazzolla, D., Scanu, S., Madonia, A., De Cillis, G., Jansen, E., Coppini, G., and Marcelli, M.: River-coastal-ocean continuum modelling and assessment of nearshore dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14414, https://doi.org/10.5194/egusphere-egu23-14414, 2023.

EGU23-14970 | ECS | Posters on site | OS2.2

Influence of atmospheric forcings on water renewal in harbours. 

Yaiza Samper, Maria Liste, Marc Mestres, Jose Alsina, Manuel Espino, and Agustin Sánchez-Arcilla

In this paper, we use observations and numerical simulations to investigate the effect of meteorological parameters such as atmospheric pressure and wind on harbours water exchanges. Knowing these water exchanges is of vital importance to care for and improve the environmental health of the harbor water and its surrounding areas. This knowledge requires an analysis of different meteorological and hydrodynamic parameters from detailed and high definition studies. SAMOA (System of Meteorological and Oceanographic Support for Port Authorities) is a project developed by Puertos de Estado (PdE) in collaboration with several Spanish harbour authorities and Universities to provide enhanced meteorological and oceanographic information and services for harbour operations. In the framework of this project, the Maritime Engineering Laboratory (LIM/UPC) has developed a high-resolution numerical model for the forecasting ocean variables at coastal and harbour scales. The effectiveness of this model to reproduce the hydrodynamics in the ports is evaluated using meteo-oceanographic observations from different measurement campaigns during 2020 2021, and 2022 carried out in the ports. Firstly, this article analyses and validates the results of the SAMOA meteo-oceanographic prediction system in the ports of Huelva, Gijón and Cartagena (mesotidal and microtidal environments) and, secondly, based on the analysis of observations, it proposes the numerical analysis of different events with high renewal times. The data includes information on atmospheric pressure, wind, sea level and currents parameters. These variables are validated by visual matching of the time series of modelled data and observations, as well as by statistical analyses and correlations between model results and measurements. 

How to cite: Samper, Y., Liste, M., Mestres, M., Alsina, J., Espino, M., and Sánchez-Arcilla, A.: Influence of atmospheric forcings on water renewal in harbours., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14970, https://doi.org/10.5194/egusphere-egu23-14970, 2023.

EGU23-15601 | Orals | OS2.2

Marine litter tracking system: a case study with open-source technology and a citizen science-based approach 

Antonio Guarnieri, Silvia Merlino, Marina Locritani, Damiano Delrosso, Marco Biancucci, and Marco Paterni

It is well established that rivers are amongst the most important carriers of the plastic pollution found in the oceans. However, the main processes contributing to plastic and debris fate through riparian systems is still poorly known and understood. The Marine Litter Drifter project from the Arno River aims at using modern consumer software and hardware technologies to track the trajectories and evolution at sea of real Anthropogenic Marine Debris (AMD) from rivers, with a specific focus on the Arno River, in Italy. Innovative and low cost “Marine Litter Trackers” (MLT) were designed, assembled and used in this framework as they are reliable, robust, self-powered and they present almost no maintenance costs. Furthermore, they can be built not only by those trained in the field but also by those with no specific expertise, including high school students, simply by following the instructions.

Several dispersion experiments were successfully conducted using different types of trackers in different seasons and weather conditions. The maximum distance tracked was 2845 km for a period of 94 days. The activity at sea was integrated by lagrangian numerical models supporting the planning of the deployments and the recovery of the drifters. The models, in turn could benefit from the observed tracking data for calibration and validation and serve as tools to study and interpret the processes driving macro plastic displacement at sea. In this presentation we describe this activity and we discuss the dynamics of marine litter (ML) dispersion in the Tyrrhenian Sea on the basis of these integrated monitoring tools, as well as the potential of open-source approaches including the “citizen-science” perspective for both improving Big Data collection and educating/awareness-raising on AMD issues.

How to cite: Guarnieri, A., Merlino, S., Locritani, M., Delrosso, D., Biancucci, M., and Paterni, M.: Marine litter tracking system: a case study with open-source technology and a citizen science-based approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15601, https://doi.org/10.5194/egusphere-egu23-15601, 2023.

EGU23-15804 | ECS | Orals | OS2.2

Gridded Lagrangian surface drifter observations in the North Sea: An overview on high resolution tidal dynamics and surface currents 

Lisa Deyle, Dr. Jens Meyerjürgens, and Dr. Thomas Badewien

A data set detected by a high-resolution Lagrangian surface drifter is presented for the North Sea from 2017-2021. The North Sea is a marginal sea and is considered a shallow water shelf for most of its area, making its oceanographic dynamics quite different from those in the deep ocean. In contrast, it is less dominated by baroclinic dynamics but is strongly driven by tides, which results in a significant difference in the circulation patterns of particle motions. Numerous Lagrangian drifter observations have been deployed to gain a better understanding of the current behavior at the sea surface. Compared to Eulerian approaches and remote sensing methods, such as high-frequency radars and satellite altimeters, the Lagrangian measurement method can resolve fine current structures at spatial and temporal scales while covering a large region. In addition, Lagrangian methods are variable in space and time, allowing analysis of fine submesoscale fluid dynamics, such as divergence and eddy dynamics, by using clusters of drifters.

The methods suitable for calculating surface and tidal currents using drifter position data are presented. Thus, using the large amount of data collected from 2017 to 2021, this study provides a high-resolution mean surface current map and gridded representation of tidal dynamcis in the North Sea. Significant differences between the shallow water shelf and the deep area of the North Sea become apparent. While tidal currents dominate the shallow coastal areas, deep areas such as the Skagerrak register a high mean residual circulation driven by high density gradients. Comparison with other measured data proves that the chosen methods to calculate the currents are reliable. This presents the potential for Lagrangian measurements by surface drifters and the capability of the already detected data set, as it can be used for further analysis and to advance and calibrate numerical models.

How to cite: Deyle, L., Meyerjürgens, Dr. J., and Badewien, Dr. T.: Gridded Lagrangian surface drifter observations in the North Sea: An overview on high resolution tidal dynamics and surface currents, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15804, https://doi.org/10.5194/egusphere-egu23-15804, 2023.

EGU23-15910 | ECS | Orals | OS2.2

Pathways to Realistic Impact Modelling in Estuarine Areas 

Aaron Furnish, Peter Robins, Simon Neil, David Cooper, and Huw Lewis

The interconnected nature of land and marine processes has led to the development of fully coupled climate models combining atmospheric, terrestrial, riverine and oceans dynamics, such as the UKC3 UK national climate model created by the Met Office. Although highly resolved at the order of ~1.5 km, UKC3 may not capture estuarine and intertidal processes accurately, such as surge propagation and interactions with river flows. Using hyper resolution (<20 m) unstructured grids, a Delft-3D Flexible Mesh Suite model has been created to identify the importance of resolving these features for impact studies such as coastal flood risk. To further improve on the resolution of previous models, 15-minute river discharge was included as well as wetting and drying for coastal zones. Using a case study of the eastern Irish Sea, which is hyper-tidal and includes eight estuaries and a significant intertidal zone, the Delft model has been compared against UKC3 for simulations of the 2013-2014 extreme winter storm season. Analysis of the UKCP18 climate scenarios will be implemented to the new Delft model to investigate for future climate change variations.

 

It is shown that there are clear differences in sea level variability between the models as well as differences in the salinity, storm surge frequency and flood severity. This research will allow us to optimise mesh resolution to accurately model the coastal environment for flood risk.

How to cite: Furnish, A., Robins, P., Neil, S., Cooper, D., and Lewis, H.: Pathways to Realistic Impact Modelling in Estuarine Areas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15910, https://doi.org/10.5194/egusphere-egu23-15910, 2023.

EGU23-16529 | ECS | Orals | OS2.2

Coastal restoration measures to mitigate coastal flooding in a context of climate change: the case of the South-East of Sicily 

Massimiliano Marino, Rosaria Ester Musumeci, Luca Cavallaro, and Enrico Foti

The South-East of Sicily is characterized by a complex system of coastal lagoons. The site, is considered of great naturalistic value, as it hosts a rich biodiversity and represents an important stop for bird species that migrates through the Northern European-African route. According to recent studies, the site is subject to an ever-increasing climate related coastal erosion and flooding risk, with an estimated potential land loss of 6.2 km2 by 2100 (Antonioli et al. 2020). In the present work, the effectiveness of a dune revegetation is investigated, in order to understand the role played by environmental restoration in reducing coastal risk. A SWAN+XBeach (Booji et al. 1996; Roelvink et al., 2009) numerical modeling chain is developed, aimed to simulating the hydraulic and transport processes that characterize a coastal area, in order to evaluate the effectiveness of the dune revegetation intervention. Results show a reduction of coastal flooding risk due to extreme wave events as an effect of the extended vegetated dune strip. Presence of the vegetation drastically improve coastal protection to the city area. Specifically, a reduction up to 42% of the flooded city area is observed. 

References 

Antonioli, F., Defalco, G., Moretti, L., Anzidei, M., Bonaldo, D., Carniel, S., ... & Schicchitano, G. (2019). Relative sea level rise and potential flooding risk for 2100 on 15 coastal plains of the Mediterranean Sea. In Geophysical Research Abstracts (Vol. 21). 

Booij, N., Holthuijsen, L.H. and R.C. Ris, 1996, The SWAN wave model for shallow water, Proc. 25th Int. Conf. Coastal Engng., Orlando, USA, Vol. 1, pp. 668-676. 

Roelvink, D., Reniers, A., van Dongeren, A., van Thiel de Vries, J., McCall, R., & Lescinski, J. , 2009. Modelling storm impacts on beaches, dunes and barrier islands. Coastal Engineering, 56(11-12), 1133-1152. doi:10.1016/j.coastaleng.2009.08.006 

How to cite: Marino, M., Musumeci, R. E., Cavallaro, L., and Foti, E.: Coastal restoration measures to mitigate coastal flooding in a context of climate change: the case of the South-East of Sicily, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16529, https://doi.org/10.5194/egusphere-egu23-16529, 2023.

EGU23-16918 | Orals | OS2.2

Long-term variability of the coastal ocean stratification in the Gulf of Naples:Two decades of monitoring the marine ecosystem at the LTER-MC site, between land and open Mediterranean sea 

Florian Kokoszka, Baptiste Le Roux, Daniele Iudicone, Fabio Conversano, and Maurizio Ribera D'Alcalà

We analyze 20 years (2001–2020) of temperature and salinity profiles at the LTER–MC coastal station in the Gulf of Naples, Mediterranean Sea. Surface and bottom layers show weak increases of temperature (+0.01°C ± 0.01°C /year and +0.03°C ± 0.02°C /year, 2005–2019); water-columns budgets (heat, freshwater) show pseudo-periodic oscillations every 3 to 5 years, and weak linear trends. Seasonal minimum of salinity occurs 2 months later than the runoff peak, pointing to the importance of horizontal circulation in regulating the inshore–offshore exchanges and the residence time of freshwater. Inter-annual variations of the mixed layer depth (MLD) indicate a shallowing (-1.27m ± 0.38m /year during winter) and a shortened time span of the fully mixed water-column. A visible decadal shift in the external forcings suggests an influence of winterly wind stress in 2010–2019, that prevailed over dominant buoyancy fluxes in 2001–2009. Changes are visible in the large-scale indices of the North Atlantic and Western Mediterranean Oscillations and highlight the role of wind direction, offshore or inshore oriented, in disrupting the stratification driven by freshwater runoff. A Random Forest Regression confirms that role and quantifies the MLD's drivers importance. This allows for a reliable prediction of the stratification using external variables independent from the in-situ observations.

How to cite: Kokoszka, F., Le Roux, B., Iudicone, D., Conversano, F., and Ribera D'Alcalà, M.: Long-term variability of the coastal ocean stratification in the Gulf of Naples:Two decades of monitoring the marine ecosystem at the LTER-MC site, between land and open Mediterranean sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16918, https://doi.org/10.5194/egusphere-egu23-16918, 2023.

EGU23-588 | ECS | Posters virtual | OS2.3

Multidecadal Variability in Mediterranean Sea Surface Temperature and Its Sources 

Xiaoqin Yan and Youmin Tang

The multidecadal variability in Mediterranean Sea surface temperature (MSMV) exerts important climate impacts on both the Mediterranean region and remote areas at hemispheric scales and has long been identified in previous studies. However, its key region and source are still unclear. For the first time, we show that the key region of the MSMV is in the eastern Mediterranean, where the MSMV can persist throughout the year. The MSMV in the central and western Mediterranean occurs mainly in summer. Comparison of the North Atlantic Oscillation (NAO) and Atlantic Multidecadal Variability (AMV) indices shows that the cumulative NAO index has a better consistency with the MSMV, suggesting that the MSMV most likely results from the cumulative effect of NAO atmospheric forcing on ocean circulation in the Mediterranean Sea. The stable lag relationship between the cumulative NAO index and the MSMV provides a natural indicator for the decadal prediction of the MSMV.

How to cite: Yan, X. and Tang, Y.: Multidecadal Variability in Mediterranean Sea Surface Temperature and Its Sources, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-588, https://doi.org/10.5194/egusphere-egu23-588, 2023.

EGU23-2073 | ECS | Orals | OS2.3

Numerical analysis of transport and accumulation of floating marine litter in the Black Sea. 

Leidy Maricela Castro Rosero, Ivan Hernandez, Manuel Espino Infantes, and Jose Maria Alsina Torrent

Floating marine litter (FML) is a global problem because of the risk it poses to marine life and human health. In a semi-enclosed basin such as the Black Sea, the slow replenishment of water and the strong input from European rivers potentially favoured the increasing accumulation of FML. In this sense, it is absolutely necessary to generate strategies in the Black Sea to mitigate the impacts on the marine ecosystem and human populations. This is one focus of the DOORS European Union Project (Developing Optimal and Open Research Support for the Black Sea) within which this work is framed.

In recent years, scientific studies on marine litter in the Black Sea have increased at regional and coastal scales. Such works include counting, analysis of distribution, estimation of riverine input and the use of numerical models to identify circulation and accumulation patterns (Bouzaiene et al., 2021; González-Fernández et al., 2022). Using Lagrangian models has opened the door to the discussion of how such models should be configured and the importance of whether to include phenomena such as stokes drift. In addition, some areas have been suggested as high accumulation areas but these results diverge between authors and available data. 

LOCATE is a tool built with the Lagrangian solver OceanParcels and developed for the prediction of areas of high FML accumulation, which has been adapted and validated for the Black Sea. The experiments were performed using surface current velocity and Stokes drift data taken from the Copernicus Marine Service with items of FML represented by Lagrangian particles in the model. Two simulations were run with a homogeneous particle release over the whole basin, every month during one year. The first one with only the surface currents and the second one adding Stokes drift, in order to evaluate the contribution of including the Stokes drift taken from the wave data. A third simulation was carried out with both drivers and releasing particles daily during one year according to the estimated amount of waste transported at the mouths of the nine main contributing rivers, to identify the trends of particle movement from these discharge points.

The results indicate the south-western area as an area of high coastal accumulation in all three simulated cases. The mainly cyclonic circulation, the large input of FML from the Danube River and other northern rivers including a relevant fraction of the outflow from the Kerch Strait probably explained this. In addition, the percentage of particles beached on shore and the residence time in offshore waters were strongly influenced by including Stokes drift, moving from a percentage of 45.5% to 75.5% and from an average residence time of 99 to 63 days. These values are in agreement with recent literature supporting an overestimation of residence times by omitting Stokes drift. Finally, this is only the beginning of a forecasting tool for FML in the Black Sea that is expected to be further improved by using coupled hydrodynamic models, extending the resolution with nested areas and incorporating higher accuracy in coastal processes including beaching.

How to cite: Castro Rosero, L. M., Hernandez, I., Espino Infantes, M., and Alsina Torrent, J. M.: Numerical analysis of transport and accumulation of floating marine litter in the Black Sea., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2073, https://doi.org/10.5194/egusphere-egu23-2073, 2023.

The EMSO-E2M3A South Adriatic Regional Facility provides high-frequency (every hour) temperature and salinity data from 2006 to 2019 along the water column from 150 dbar to the seafloor. Their study reveals processes on different temporal scales, i.e. daily, seasonal, intra-annual and inter-annual, as well as their recurrence (seasonal or not) and climatic trends. The area is characterized by cyclonic circulation, which preconditions deep convection processes that involve both atmospheric and ocean dynamics, forming new, dense and oxygen-rich waters. There are intermittent influxes of high salinity water from the Ionian Sea, that favor salt fingering, and dense overflows from the northern Adriatic. The region is also subject to strong surface cooling. Data collected by the E2M3A observatory allows monitoring of variability on short scales related to convection and submesoscale processes. On an intermediate time scale, changes in basin circulation are monitored, and on a larger time scale, climate variability in the area is monitored. The various processes interact in a nonlinear manner, highlighting the importance of high-frequency measurements of rapid processes and their interaction with and correction of slowly varying properties on a longer time scale.

From ADCP data, the signature of zooplankton migration at the surface/intermediate layer is determined to be enhanced by convection-induced mixing. On the monthly scale, thermohaline variability increases substantially due to oscillations triggered by a combination of factors that include salinity intrusion into the intermediate layer, strong heat loss at the surface, and variability in vorticity during the winter months. The lower layer of the pit has been characterized by a slightly positive trend in temperature and salinity over the last decade, interrupted only by the inflow of dense water from the northern Adriatic Sea cascading through the Canyon of Bari.

How to cite: Cardin, V., de Luca Lopes de Amorim, F., Ursella, L., and Wirth, A.: The EMSO-E2M3A Southern Adriatic Regional Facility: Interconnectedness of a variety ofprocesses at different spatial and temporal scales, their interaction and recurrence., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2871, https://doi.org/10.5194/egusphere-egu23-2871, 2023.

EGU23-3265 | Posters on site | OS2.3

Mid-XIX Century Estuary SST Time Series Recorded in the Venice Lagoon 

Angelo Rubino, Sara Rubinetti, and Davide Zanchettin

Sea surface temperature (SST) is of paramount importance for comprehending ocean

dynamics and hence the Earth’s climate system. Accordingly, it is also the most measured

oceanographic parameter. However, until the end of the XIX century, no continuous time series of

SST seem to exist, with most of the available data deriving from measurements on ships. Here,

we present a continuous record of surface water measurements retrieved thrice daily in the Venice lagoon,

in the northeastern part of the Italian peninsula, from June to August 1851 and 1852. To the best of our

knowledge, these data represent the oldest SST time series of the entire world ocean. The

measurements were performed by immersing a Réaumur thermometer a few meters deep in the

lagoon water at 8 a.m., 12 p.m., and 8 p.m. Despite several limitations affecting these data (e.g.,

lacking information regarding the exact water depth where measurements were performed and

instrumental metadata), they are of utmost significance, as they put many decades backward the

date of the development of a fundamental aspect of oceanographic observations. Moreover, the

data were collected close to the Punta della Salute site, where actual sea water temperature

measurements have been performed since 2002. Therefore, a unique comparison between

surface water temperatures within the Lagoon of Venice across three centuries is possible.

How to cite: Rubino, A., Rubinetti, S., and Zanchettin, D.: Mid-XIX Century Estuary SST Time Series Recorded in the Venice Lagoon, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3265, https://doi.org/10.5194/egusphere-egu23-3265, 2023.

EGU23-3361 | ECS | Posters virtual | OS2.3

Sea surface temperature fronts in the Levantine Basin of the Mediterranean Sea 

Anıl Akpınar and Bettina Fach

Fronts are ubiquitous features in the ocean, having significant implications for oceanic and atmospheric environments, including; water masses, currents, ocean-atmosphere interactions, and ecosystems, particularly through cross-front exchanges of water masses, materials and biota. In this work, we investigate thermal fronts in the Levantine Basin of the Mediterranean Sea, using remotely sensed sea surface temperature data. First, a frontal detection algorithm is used to determine the fronts. Then the spatial and temporal variability of the fronts are presented. A specific focus lies on the fronts associated with the Asia Minor boundary current, due to its frontal instabilities and associated eddy activity. Detected fronts are used as a basis to investigate these features and their contribution to cross-frontal exchanges. Further work includes identification of in-situ data gaps in existing observatories around fronts to provide an effective monitoring strategy of fronts in the region.

 

This work has been produced benefiting from the 2236 Co-Funded Brain Circulation Scheme2 (CoCirculation2) of TÜBITAK (Project No: 121C411). However, the entire responsibility of the publication belongs to the owner of the publication. The financial support received from TÜBITAK does not mean that the content of the publication is approved in a scientific sense by TÜBITAK.

How to cite: Akpınar, A. and Fach, B.: Sea surface temperature fronts in the Levantine Basin of the Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3361, https://doi.org/10.5194/egusphere-egu23-3361, 2023.

EGU23-3520 | ECS | Posters on site | OS2.3

The effect of water turbidity on the upper-ocean properties and dynamics in the Mediterranean and Black Seas 

John Karagiorgos, Vassilios Vervatis, and Sarantis Sofianos

Marine chlorophyll concentration has an impact on turbidity affecting the upper-ocean properties and regulating the air-sea fluxes. This work aims at assessing the effect of turbidity, as estimated via surface chlorophyll, on the heat content and dynamics of the Mediterranean and Black Seas. We performed twin-simulation experiments using a regional configuration of the NEMO v4.2 ocean model comparing: 1) a run with climatological chlorophyll satellite data to estimate turbidity and shortwave penetration in the water column, with 2) a reference run of fixed turbidity (i.e., chlorophyll concentration fixed at 0.05 mg/m3) corresponding to Yerlov type I clear waters. Interim results for long-term simulations (2008-2018) show that considering the effects of turbidity, as estimated from realistic surface chlorophyll concentrations, increases sea surface temperature, amplifies the seasonal cycle of temperature in the surface layer (0-20 m), and increases the annual heat loss in the Mediterranean Sea by about 1.5 W/m2. The latter is explained because the surface warming during summer is more intense than the cooling observed during winter, with differences between the two experiments reaching up to 2 °C in some regions. The increasing turbidity also affects the subsurface layers (20-200 m), with cooler temperatures throughout the year due to less solar radiation penetrating the water column. Ongoing work is currently being undertaken to estimate the indirect atmospheric feedback due to turbidity changes, using a fully-coupled ocean-atmosphere system (NEMO-WRF).

How to cite: Karagiorgos, J., Vervatis, V., and Sofianos, S.: The effect of water turbidity on the upper-ocean properties and dynamics in the Mediterranean and Black Seas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3520, https://doi.org/10.5194/egusphere-egu23-3520, 2023.

EGU23-4429 * | Orals | OS2.3 | Highlight

Has the frequency of Mediterranean Marine Heatwaves really increased in the last decades? 

Salvatore Marullo, Vincenzo De Toma, Alcide di Sarra, Roberto Iacono, Angela Landolfi, Francesca Leonelli, Ernesto Napolitano, Daniela Meloni, Emanuele Organelli, Andrea Pisano, Rosalia Santoleri, and Damiano Sferlazzo

Marine Heat Waves (MHWs) are events of prolonged anomalously warm water, in portions of the oceans, which may have severe impacts on the local marine ecosystems.  In a climate change scenario, with increasing temperatures and more frequent atmospheric extreme events, the frequency and intensity of the MHWs are expected to increase. However, in a warming ocean, the choice of the long-term baseline used to compute SST anomalies becomes a critical issue, since it can significantly affect the frequency and intensity of the events. It may be argued that this climate change signal should be removed, in some way, to allow for a correct detection of MHWs.

Here, we critically address the problem of how to characterize and define MHWs in the present warming climate scenario by evaluating the impact of different SST climatic baselines, and the effects of removing climate trends from the original SST time series. We focus on the Mediterranean Sea, a hot spot region for climate change, where a strong mean SST increasing trend (about 0.045 °C/year) has been observed in the last 40 years.  Specifically, we use the Mediterranean SSTs, a satellite-based daily gap-free (level-4) SST provided in near real time at 1 km grid resolution and distributed through the Copernicus Marine Service (https://doi.org/10.48670/moi-00172 ).

We then examine the strong Mediterranean MHW of 2022, which started in May and is not yet extinguished at the time of this writing (December 2022). The MHW extended its presence through the summer and autumn seasons, with a sequence of intense events that interested between 30% to 60% of the Mediterranean area. The intensity of the 2022 MHW was comparable to that of the famous 2003 event, but the durations of the two MHWs have been quite different: in 2003 the areal threshold of 30% was exceeded from May to August (4 months) while in 2022 that threshold was exceeded from May to December and continues in January 2023. The evolution of the 2022 MHW is also discussed in relation to the corresponding atmospheric events occurred over the western portion of Europe and of the Mediterranean Sea and complemented with in situ data acquired at the ENEA station for climate observation of Lampedusa.

This work is funded in the framework of project “Detection and threats of marine heat waves -CAREHeat” of the European Space Agency - ESA – OCEAN HEALTH  program.

How to cite: Marullo, S., De Toma, V., di Sarra, A., Iacono, R., Landolfi, A., Leonelli, F., Napolitano, E., Meloni, D., Organelli, E., Pisano, A., Santoleri, R., and Sferlazzo, D.: Has the frequency of Mediterranean Marine Heatwaves really increased in the last decades?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4429, https://doi.org/10.5194/egusphere-egu23-4429, 2023.

EGU23-5442 | Orals | OS2.3

Anomalous 2022 deep water formation and intense bloom event in the southeastern Mediterranean Sea 

Anna Teruzzi, Ali Aydogdu, Carolina Amadio, Gianpiero Cossarini, Laura Feudale, Alessandro Grandi, Pietro Miraglio, Jenny Pistoia, and Stefano Salon

Biogeochemical seasonal cycle in the Mediterranean Sea is characterized by late-winter early-
spring phytoplankton blooms driven by vertical mixing events that bring nutrients to surface
layers. Relatively intense bloom events are usually observed in areas where mixing is strong and
persistent enough to significantly impact concentration of nutrients in surface layers.
A markerlymarkedly intense bloom was forecasted in spring 2022 by the Med-MFC system, the
production center of the Copernicus Marine Service for the Mediterranean Sea, in the
southeastern basin (in the Cretan area). Thanks to the three-dimensional description of ocean
physical and biogeochemical dynamics at relatively high resolution (1/24°) provided by the
Med-MFC system, it has been possible to investigate various elements of the spring 2022 events.
In particular chlorophyll was 50% higher than usual, and patches of high chlorophyll
concentration lasted for 3/4 weeks. Comparison with satellite observations confirmed the notable
event and its anomaly with respect to past bloom events in the area. In this work, we investigate
the processes occurring in the area in spring 2022 using physical and biogeochemical Med-MFC
products as well as available observations. Results show that the spring 2022 event is particularly
strong with respect to climatology of the area and provide indications on the relationship
between the bloom and the forcing physical processes, e.g., water mass formation and mixing.
Moreover, it has been demonstrated the Med-MFC system capability to monitor in a real time
framework ocean health conditions and extreme marine events in the southeastern
Mediterranean.

How to cite: Teruzzi, A., Aydogdu, A., Amadio, C., Cossarini, G., Feudale, L., Grandi, A., Miraglio, P., Pistoia, J., and Salon, S.: Anomalous 2022 deep water formation and intense bloom event in the southeastern Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5442, https://doi.org/10.5194/egusphere-egu23-5442, 2023.

EGU23-5490 | ECS | Orals | OS2.3

Hydrodynamics of the Mediterranean Cassidaigne submarine canyon from observations 

Lénaïg Brun, Ivane Pairaud, Ricardo Silva Jacinto, Pierre Garreau, and Bernard Dennielou

The more than 6000 submarine canyons worldwide constitute key oceanic morphologies incising continental slopes. They favor exchanges of organic matter, water masses, carbon, heat or pollutants between shallow and deep waters, driving ecosystems. They interact with the shelf and slope circulation generating local dynamics that have rarely been surveyed and observed.

Observations of currents, temperature and turbidity along the Cassidaigne canyon, in the Gulf of Lions, northwestern Mediterranean Sea, were carried out to understand the specific circulation patterns in submarine canyons and their transitions. Two oceanographic cruises led in 2017 and 2019 gathered data from the outer shelf and canyon head at 100-400 m to the base of the continental slope at 1900 m depth.

The Cassidaigne canyon is characterized by a steep and narrow morphology and is located in an active circulation area. Near the canyon head and on the shelf, the current is modulated by the stratification, the bottom morphology, the general circulation and the wind. Intermittent upwellings and consecutive relaxations lead to strong transient dynamics characterized by near inertial oscillations inside the canyon. The succession of upwellings induce a quasi-permanent residual up-canyon flow as observed in the narrow gorge area at 1700 m depth. Along-slope currents crossing the canyon during Northern Current intrusion events in the Gulf of Lions favor a temporary down-canyon circulation. Finally, turbidity currents were observed for the first time in connection with upwelling events, suggesting the triggering role of canyons’ internal hydrodynamics on shelf sedimentary processes.

How to cite: Brun, L., Pairaud, I., Silva Jacinto, R., Garreau, P., and Dennielou, B.: Hydrodynamics of the Mediterranean Cassidaigne submarine canyon from observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5490, https://doi.org/10.5194/egusphere-egu23-5490, 2023.

Over the past 70 years, a major change in winter air-sea heat loss between the North-west Mediterranean (NWMed) and the Aegean Sea,  is revealed using the ERA5 amd 20CRv3 atmospheric reanalyses. The NWMed heat loss weakens from -154 Wm-2 in 1951-1985 to -137 Wm-2 in 1986-2020 as a results of weaker latent heat loss. This long-term weakening threatens continued dense water formation, and we show by evaluation of historical observations that winter-time ocean convection in the NWMed has declined by 40% from 1969 to 2018. Extension of the heat flux analysis reveals changes at other key dense water formation sites that favour an eastward shift in the locus of Mediterranean convection towards the Aegean Sea (where heat loss has remained unchanged at -172 Wm-2). The contrasting behaviour is due to differing time evolution of sea-air humidity and temperature gradients. These gradients have weakened in the NWMed due to more rapid warming of the air than the sea surface but remain near-constant in the Aegean. The different time evolution reflects the combined effects of global heating and atmospheric circulation changes which tend to offset heating in the Aegean but not the NWMed. The shift in heat loss has potentially significant consequences for dense water formation at these two sites and outflow to the Atlantic. The process of differential heat loss change in the Mediterranean Sea has implications for temporal variations in the balance of convection elsewhere e.g., the  high latitude Atlantic/Arctic margin dense water formation sites (Labrador-Irminger-Nordic Seas).

How to cite: Josey, S. and Schroeder, K.: Reduction in Winter Surface Heat Loss over the Past 70 Years Threatens North-West Mediterranean Convection, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5884, https://doi.org/10.5194/egusphere-egu23-5884, 2023.

EGU23-6024 | Orals | OS2.3

ABACUS – a repeated glider monitoring line across the western Mediterranean Sea 

Yuri Cotroneo, Giuseppe Aulicino, Giannetta Fusco, Simon Ruiz, Ananda Pascual, Pierre Testor, Pierre Cauchy, Nikolaos Zarokanellos, Albert Miralles, Mohamed Zerrouki, Joaquin Tintoré, and Giorgio Budillon

Algerian Basin Circulation Unmanned Survey – ABACUS - has been carried on since 2014 across the Algerian Basin to investigate high resolution variability of the first 1000 m of the ocean and to fill the gap in data collection in this area of the Western Mediterranean Sea.

Five deep SLOCUM G2 glider missions were carried out in the AB between 2014 and 2022 by Università degli Studi di Napoli Parthenope, in collaboration with Balearic Islands Coastal Observing and Forecasting System (SOCIB) and the Mediterranean Institute for Advanced Studies (IMEDEA CSIC-UIB), with the participation of scientists from Algeria, France and Canada. A sixth mission (ABACUS 2023) is indeed in progress. ABACUS projects were supported since 2014 through the Trans National Access (TNA) calls of JERICO, JERICO-NEXT and JERICO S3 programmes and through the SOCIB glider facility open access programme.

Recently, ABACUS line was also added to the Boundary Ocean Observing Network (BOON) of the OceanGliders programme that proposes the long term and sustained observation of oceanographic features using the unique capabilities of the gliders.

To date, a total of 22 deep glider ABACUS transects were realized between the island of Mallorca and the Algerian coast. Each mission had an average duration of about 40 days and was mainly carried out during fall and/or early winter (2014–2018, 2021-2022) or spring (2018, 2022). All the glider surveys were conducted along neighboring SARAL/AltiKa (2014-2016) and Sentinel-3A (2018, 2021-2022) satellite groundtracks. The timing of the glider missions were accurately planned to optimize the synopticity between in situ and remote sensed observations.

All the ABACUS gliders were equipped with a glider-customized CTD measuring temperature, conductivity/salinity and pressure/depth; a two-channel combo fluorometer sensor by WetLabs (for Chl-a concentration and turbidity measurement); and an oxygen optode by AADI to measure absolute oxygen concentration and saturation. During the last two missions, the glider was also equipped with a passive acoustic probe to study wind and rain events during the mission, as well as the presence of marine mammals in the monitored area.

ABACUS data are freely available through a dedicated webpage and cooperation with new scientists is strongly encouraged. This presentation aims at making the scientific community aware of the importance and possibilities offered by ABACUS and similar glider monitoring lines, as well as at enlarging the ABACUS science team to fully exploit the collected ocean observations.

How to cite: Cotroneo, Y., Aulicino, G., Fusco, G., Ruiz, S., Pascual, A., Testor, P., Cauchy, P., Zarokanellos, N., Miralles, A., Zerrouki, M., Tintoré, J., and Budillon, G.: ABACUS – a repeated glider monitoring line across the western Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6024, https://doi.org/10.5194/egusphere-egu23-6024, 2023.

EGU23-6475 | Orals | OS2.3

Long-term variability of the North Ionian Gyre (BiOS); characteristics and causes 

Milena Menna, Riccardo Martellucci, Miroslav Gačić, Annunziata Pirro, Giuseppe Civitarese, Elena Mauri, and Vanessa Cardin

Long-term variability of the multiannual circulation inversions of the North Ionian Gyre (Bimodal Oscillating System - BiOS) was analyzed using the surface geostrophic vorticity time-series. The vorticity evolution within the period 1992-2021 in the South Adriatic Pit (SAP) area was compared to the North Ionian one to look for their possible relationship. In parallel, variations in the thermohaline properties from Argo float data in the SAP were analyzed to search for the role of baroclinic forcing in generating the vorticity variability. The long-term variations of the North Ionian vorticity show a clear BiOS signal with prevalently constant amplitude of the cyclonic mode. On the other hand, the anticyclonic mode displays a maximum in the early 1990s and then it decreases in amplitude. The maximum anticyclonic amplitude during this period is associated with the Eastern Mediterranean Transient. The vorticity curve of the SAP shows positive values (cyclonic curl) over the entire period with amplitude which changes rather weakly in the first part of the record up to 2006, while after 2006 it displays large multiannual oscillations showing also a higher long-term average value.  A comparison between the vorticity time-series and the salinity in the SAP shows that large amplitude variations in the second part of the vorticity record are in counterphase with respect to the average 0-150m salinity. This suggests that these large amplitude vorticity variations after the end of the EMT are driven by the horizontal density gradient, which is largely associated with the salinity variations, i.e., baroclinic in origin. As for the long-term trend in salinity over the 30-year time-series, the increase is quite significant.

How to cite: Menna, M., Martellucci, R., Gačić, M., Pirro, A., Civitarese, G., Mauri, E., and Cardin, V.: Long-term variability of the North Ionian Gyre (BiOS); characteristics and causes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6475, https://doi.org/10.5194/egusphere-egu23-6475, 2023.

EGU23-6743 | Orals | OS2.3

Connectivity analysis applied to mesoscale eddies in the Western Mediterranean basin 

Giuseppe Aulicino, Yuri Cotroneo, Paolo Celentano, Angelo Perilli, Federica Pessini, Antonio Olita, Pierpaolo Falco, Roberto Sorgente, Alberto Ribotti, Giannetta Fusco, and Giorgio Budillon

The Western Mediterranean basin (WMED) is characterized by the presence of energetic and dynamic mesoscale cyclonic and anticyclonic eddies. They mainly originate along the Algerian and the Northern currents and have a large influence on the basin circulation. Eddies can last for months, with longer lifetimes associated with the anticyclones, which can move far from their areas of origin. As they partially isolate and transfer water masses, they also have an impact on water properties (physical, chemical and biological), pollutant’s dispersion and transport of eggs, larvae and planktonic organisms. In this study, a connectivity analysis method is applied to the anticyclonic eddies (AEs) identified by an automated hybrid detection and tracking algorithm south of 42° N in the WMED. The same methodology is also applied to the trajectories of Lagrangian surface drifters available in the study area. The purpose is to highlight the connections between different areas of the basin linked to eddy activities in addition to the connectivity due to the mean surface circulation. Drifter data analysis showed that all the WMED sub-basins are strongly interconnected, with the mean surface circulation allowing a shortcut connection among many areas of the basin. The connectivity analysis of the AEs tracks shows that although AEs are ubiquitous in the WMED, their connectivity is limited to well-defined regions, depending on their origin location. Three main regions: the south-western, the south-eastern and the northern parts of the basin are characterized by AEs recirculation, with sporadic export of eddies to the other WMED zones.

How to cite: Aulicino, G., Cotroneo, Y., Celentano, P., Perilli, A., Pessini, F., Olita, A., Falco, P., Sorgente, R., Ribotti, A., Fusco, G., and Budillon, G.: Connectivity analysis applied to mesoscale eddies in the Western Mediterranean basin, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6743, https://doi.org/10.5194/egusphere-egu23-6743, 2023.

EGU23-6923 | ECS | Orals | OS2.3 | Highlight

Extreme marine summers in the Mediterranean Sea 

Dimitra Denaxa, Emmanouil Flaounas, Maria Hatzaki, and Gerasimos Korres

The Mediterranean Sea (MS) has been experiencing significant surface warming over the past decades, greater than the global ocean and particularly higher during summers. The present study proposes the concept of Extreme Marine Summers (EMS) and investigates their characteristics in the MS in a climatological framework, based on ECMWF ERA5 daily sea surface temperature (SST) data for the period 1950-2020. Main objectives are to explore the SST substructures within EMSs, the contribution of Marine Heatwaves (MHW) during EMSs and the driving role of air-sea heat fluxes in the EMS formation.

EMSs are defined as the summers (July-August-September) exhibiting a mean SST greater than the 95th percentile of the mean summer SST values within the study period. A marine summer may evolve as extreme under different SST substructures within the season, e.g., due to uniformly increased SST values throughout the summer or due to higher than usual SSTs of a specific part of the SST distribution during the season. Results suggest that EMSs identified in the greatest part of the basin are formed due to the warmest part of the ranked daily SST distribution being warmer than normal. SSTs within EMSs are organised under high dependency on the climatological SST variability: locations where the warmest (coldest) part of the ranked daily SST distribution is more variable climatologically, experience EMSs primarily due to the contribution of the warmest (coldest) part of the SST distribution.

MHWs in EMSs present greater intensity, duration and occurrence frequency with respect to mean MHW conditions, in the northern flanks of the Mediterranean basin and particularly in the Aegean and Adriatic Seas. Although the north-western part of the basin experiences the most intense EMSs and summer MHWs, the role of MHWs in the formation of EMSs appears more pronounced in the central and eastern MS. In the rest of the basin, and particularly in southern MS regions, MHWs in EMSs are less intense but longer lasting and more frequent than usual.

To quantify the driving role of the net surface heat flux (Qnet) in the EMS formation, a metric is proposed based on the surface heat budget equation. The proposed metric represents the mean contribution of Qnet during summer sub-periods within which SST is kept above climatology via a) faster warming or b) slower cooling compared to the corresponding climatological period. Results show that EMSs are largely driven by Qnet in the northern MS regions: a latitudinal gradient is generally observed in the basin with increasing contribution percentages while moving northerly. In areas where the observed SST anomalies are not entirely explained by surface heat fluxes, negative wind speed and mixed layer depth seasonal anomalies relative to climatology are commonly observed, suggesting that wind-induced mixed layer shoaling is a complementary EMS contributing mechanism. Moreover, results reveal a strong link between MHW properties and surface heat fluxes during EMSs, suggesting that Qnet modulates particularly the intensity of MHWs.

How to cite: Denaxa, D., Flaounas, E., Hatzaki, M., and Korres, G.: Extreme marine summers in the Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6923, https://doi.org/10.5194/egusphere-egu23-6923, 2023.

EGU23-6977 | Posters virtual | OS2.3

The residence time and overturning circulation of the Gulf of Gabès in the Eastern Mediterranean Sea 

Kristofer Döös, Jihene Abdennadher, and Moncef Boukthir
The water mass transformation in the Gulf of Gabès and its associated overturning circulation is investigated. The strong all year evaporation in the Gulf leads to a salinification of the entering water masses, which hence return with a strong salinity increase.  The heat transports in and out have a strong seasonal cycle, with approximately as much entering as exiting the Gulf in the yearly mean.
The overturning circulation is calculated from Lagrangian trajectories, which makes it possible to follow in detail the water mass transformation from where the water enters in the north, following an anticlockwise circuit along the coast in the Gulf until it exits in the southeast. The densest and most saline water exits, however, in the deepest middle part of the Gulf, where it tends to mix with the slightly fresher Mediterranean Waters. The trajectories are computed with the velocity and mass transport fields from a high-resolution (1/96°) hydrodynamic model, which includes the strong tides in this part of the Mediterranean.
 
Figure: Examples of trajectories entering and exiting the Gulf of Gabès. Colour for individual trajectories as a function of salinity. 

How to cite: Döös, K., Abdennadher, J., and Boukthir, M.: The residence time and overturning circulation of the Gulf of Gabès in the Eastern Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6977, https://doi.org/10.5194/egusphere-egu23-6977, 2023.

The North Aegean Sea is one of the most interesting seas of the Mediterranean, being under the dominant impact of the Black Sea waters though the so-called Turkish Strait System (TSS – including the Dardanelles and Bosphorus Straits and the Marmara Sea). Moreover, it constitutes a potentially deep water formation site of the Eastern Mediterranean Sea along with the Adriatic Sea. Previous studies for the region focused – rightly – on the crucial role of low salinity Black Sea waters in controlling the overall thermohaline function and dynamics of the North Aegean. None of the previous modeling approaches studied the impact of tides in the mixing processes and the production of extremely dense water, especially during 1987, 1992 and 1993 when major deep water formation events took place in the region. In this work we examine the tidal impact via several long term simulations using a high resolution (1.0 km) ocean model covering the period from 1985 to 2013.

The Regional Ocean Model System (ROMS) was used for two 28-year-long hindcasts. A computational grid of approximately 1.0 km horizontal resolution in both directions and 31 vertical sigma (σ) levels was develop to cover the region of interest that extends from 22.5ºE to 27.25º E in longitude and 38.35º N to 41.2º N in latitude. Atmospheric forcing fields from ECMWF ERA5 reanalysis dataset with a spatial resolution of 0.25 degrees and hourly time step were used. The inflow from the Black sea to the North Aegean was treated as an open (east) boundary condition and data from Vladimir Maderich work was used as input. The tidal forcing, in total eight (8) harmonics – four diurnal and four semidiurnal – came from Oregon State University (OSU) inverse global tidal model. Two identical simulation – in terms of model setup and input – were conducted: the first without and the second with tidal forcing.

After extensive validation of the model’s results, using all available in situ data from different platforms, a comprehensive analysis was conducted and our findings reveal that model results employing tidal forcing exhibit a closer proximity to observations than non-tidal results, thus validating the necessity to incorporate tidal forcing. Furthermore, the use of barotropic tidal forcing enchanced meridional exchanges of heat, salt and buoyancy between the North and South Aegean, thus increasing the stratification and buoyancy content of the upper water column prior to winter mixing. The most significant and surprising result however is that the dense-water volumes produced using tidal forcing were much higher than the ones without tides, a fact signifying the complexity of processes involved prior to and during dense-water formation.

This work was partly covered by the project “Coastal Environment Observatory and Risk Management in Island Regions AEGIS+” (MIS 5047038), implemented within the Operational Program “Competitiveness, Entrepreneurship and Innovation” (NSRF 2014-2020), co-financed by the Hellenic Government (Ministry of Development and Investments) and the European Union (European Regional Development Fund).

How to cite: Mamoutos, I., Zervakis, V., and Tragou, E.: Investigating the impact of tides in the North Aegean on the deep water formation events (DWFe) during Eastern Mediterranean Transient (EMT)., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8252, https://doi.org/10.5194/egusphere-egu23-8252, 2023.

EGU23-12054 | ECS | Orals | OS2.3

New Insights on the Formation and Breaking Mechanism of Convective Cyclonic Cones in the South Adriatic Pit during Winter 2018 

Annunziata Pirro, Elena Mauri, Riccardo Gerin, Riccardo Martellucci, Piero Zuppelli, and Pierre Marie Poulain

The deepwater formation in the northern part of the South Adriatic Pit (Mediterranean Sea) during winter 2018 is investigated using in-situ glider data. After a period of about 2 weeks from the beginning of the mixing phase, a homogeneous convective area ∼110-km-wide and ∼300-m deep, breaks up due to the baroclinic instability process in cyclonic cones made of geostrophically adjusted fluid. The base of these cones is located at the bottom of the mixed layer, and they extend up to the theoretical critical depth Zc. These cones, with a diameter on the order of internal Rossby radius of deformation (∼6 km), populate the convective site, develop beneath it, and have a short lifetime of weeks. Later on, they extend deeper and intrusion from deep layers makes their inner core denser and colder. The breaking mechanism of these cyclonic spinning features occurring during the spreading phase and some bio-geochemical aspects associated to their evolution are also addressed. The observed cones differ from the long-lived cyclonic eddies sampled in other ocean sites and formed at the periphery of the convective area in a postconvection period. In-situ data are also corroborated by theoretical studies, laboratory experiments and model simulations.

How to cite: Pirro, A., Mauri, E., Gerin, R., Martellucci, R., Zuppelli, P., and Marie Poulain, P.: New Insights on the Formation and Breaking Mechanism of Convective Cyclonic Cones in the South Adriatic Pit during Winter 2018, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12054, https://doi.org/10.5194/egusphere-egu23-12054, 2023.

EGU23-13187 | ECS | Orals | OS2.3

Dense water formation in the Eastern Mediterranean under global warming scenario 

Iván Manuel Parras Berrocal, Rubén Vázquez, William Cabos, Dmitry V. Sein, Oscar Álvarez, Miguel Bruno, and Alfredo Izquierdo

Dense water formation in the Eastern Mediterranean (EMed) is essential in sustaining the Mediterranean overturning circulation. Changes in the sources of dense water in the EMed point to changes in the circulation and the water properties of the Mediterranean Sea. Here we examine with a regional climate system model the changes in the dense water formation in the EMed through the twenty-first century under the RCP8.5 emission scenario. Our results show a shift in the dominant source of Eastern Mediterranean Deep Water (EMDW) from the Adriatic Sea to the Aegean Sea at the first half of twenty-first century. The projected dense water formation reduces by 75% for the Adriatic Sea, 84% for the Aegean Sea and 83% for the Levantine Sea by the end of the century. The reduction in the intensity of deep water formation is related to hydrographic changes of surface and intermediate water, that strengthen the vertical stratification hampering the vertical mixing and thus the convection. Those changes have an impact on the water that flows through the Sicilian Strait to the Western Mediterranean and therefore on the whole Mediterranean system.

How to cite: Parras Berrocal, I. M., Vázquez, R., Cabos, W., Sein, D. V., Álvarez, O., Bruno, M., and Izquierdo, A.: Dense water formation in the Eastern Mediterranean under global warming scenario, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13187, https://doi.org/10.5194/egusphere-egu23-13187, 2023.

EGU23-13320 | ECS | Posters on site | OS2.3

Mediterranean sea-surface and deep responses to large-scale atmospheric forcing in evaluation Med-Cordex simulations 

Eleonora Cusinato, Angelo Rubino, Silvio Gualdi, and Davide Zanchettin

The Mediterranean Sea is one of the few regions in the world where ocean deep convection events occur, contributing to trigger the local thermohaline circulation. The variability of this circulation is typically affected by large-scale atmospheric modes of variability of Atlantic and Eurasian origin, like, e.g., the North Atlantic Oscillation (NAO), the Eastern Atlantic pattern (EA), the Eastern Atlantic Western Russian pattern (EAWR) and the Scandinavian pattern (SCA). 

Whereas previous studies assessed the impacts of these modes on air-sea heat and freshwater fluxes over the Mediterranean Sea, few studies explored the propagation of these signals from the surface towards the interior of the Mediterranean Sea and mostly they relied on the use of single model simulations.

In this contribution we investigate the Mediterranean thermohaline response to winter forcing from NAO, EA, EAWR and SCA using a multi-model analysis of evaluation simulations belonging to the Med-Cordex initiative. We present results from a composite analysis around strong positive and negative phases of these modes to track the propagation of the associated signals from the sea surface towards the Mediterranean interior in key regions such as the South Adriatic, the Aegean and Levantine Seas and the Gulf of Lion. 

Different simulations show only a partial agreement as far as the identification of the modes mostly contributing to deep water formation is concerned.

How to cite: Cusinato, E., Rubino, A., Gualdi, S., and Zanchettin, D.: Mediterranean sea-surface and deep responses to large-scale atmospheric forcing in evaluation Med-Cordex simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13320, https://doi.org/10.5194/egusphere-egu23-13320, 2023.

EGU23-13363 | ECS | Posters virtual | OS2.3

Record-high salinity and interannual dense water formation variability in the Aegean Sea coincide with reduced inflow of Black Sea Water 

Manos Potiris, Ioannis G. Mamoutos, Vassilis Zervakis, Elina Tragou, Dimitris Kassis, and Dionysios Ballas

The observed warming and salinification of the eastern Mediterranean Sea (EMed) during the last decades could impact the dense water formation (DWF) and consequently the thermohaline circulation of the basin. The main drivers of interannual DWF variability in the EMed are the atmospheric heat fluxes, the internal redistribution of salt, and the exchange of heat and salt at its straits. Extremely high salinity has been observed recently in the Levantine and Adriatic Seas due to the superposition of the basin’s decadal variability and long-term trend.

In the Aegean Sea, a major DWF site of the EMed, record-high salinity is recorded in the upper and intermediate layers since 2018. Argo floats observations also show that the Aegean Sea is in the most prolonged state of increased DWF after the Eastern Mediterranean Transient (EMT) period.

The causes of increased salinity and DWF in the Aegean Sea were investigated using: 1) in situ hydrographic observations, 2) satellite observations of sea surface height (SSH), 3) in situ- and model-based gridded hydrography reanalysis products, 4) atmospheric forcing from model reanalysis, and 5) information of Black Sea Water (BSW) inflow in the Aegean Sea from a box model, literature, and an SSH-based index coined in this study.

The long-term increase of salinity in the Aegean Sea follows that of the EMed, and its interannual/decadal variability is dictated by the reversals of the North Ionian circulation and the inflow of BSW. The BSW inflow has a negative trend which results in the decreased dilution of the Aegean Sea and the reduced salinity difference between the Levantine and Aegean Seas, especially after 2012. Surface buoyancy loss also presents significant decadal variability, with peaks in 1993/2003/2012/2022 and anomalously high winter-mean heat loss from 2017 onwards, which coincides with the known post-EMT DWF events in the Aegean Sea. The record-high salinity observed in the Aegean Sea is attributed to the decreased BSW inflow and the anticyclonic reversal of the North Ionian circulation. The decreased BSW inflow and increased surface heat loss can explain the persistence of high salinity and increased DWF in the Aegean Sea from 2020 onwards, despite the cyclonic circulation of North Ionian Sea and the drop of salinity in the Levantine Sea since 2019. In particular, analysis from Argo observations and output of a data assimilating hydrodynamic model developed in the context of the project “Coastal Environment Observatory and Risk Management in Island Regions AEGIS+” revealed widespread formation of water with σ0 > 29.35 kg/m-3.

Post-EMT periods of minor DWF in the Aegean Sea coincide either with the anticyclonic circulation of the North Ionian Sea or with the increased surface buoyancy loss over the Aegean Sea, as a synchronous DWF-favoring phase of both drivers has not occurred yet. However, the common denominator of all major post-EMT DWF events in the Aegean -also true for the EMT period- is the reduced inflow of BSW, which seems to be controlled by the freshwater budget of the Black Sea rather than the temperature-driven increase of SSH in the Mediterranean Sea.

How to cite: Potiris, M., Mamoutos, I. G., Zervakis, V., Tragou, E., Kassis, D., and Ballas, D.: Record-high salinity and interannual dense water formation variability in the Aegean Sea coincide with reduced inflow of Black Sea Water, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13363, https://doi.org/10.5194/egusphere-egu23-13363, 2023.

EGU23-13547 | Orals | OS2.3

Evolution of a submesoscale cyclone in the Balearic Sea 

Pierre-Marie Poulain, Luca Centurioni, Tamay Ozgokmen, Irina Rypina, Amala Mahadevan, Leo Middelton, Shaun Johnston, and Eric D'Asaro

A submesoscale cyclonic eddy, less than 10 km in diameter, was observed in the Balearic Sea from inception to dissipation for more than a month in winter 2022 The feature was heavily sampled by freely-drifting (Lagrangian) instruments to study its kinematics, spatial structure and temporal evolution.  The Lagrangian sensors included drifters, wirewalkers and profiling floats. Additional shipboard data (underway CTD, ADCP) and remote sensing images revealed that the eddy was formed by doming isopycnals, extending more than 200 m in depth, with dense salty water at the center. The near-surface chlorophyll concentration was maximum in the eddy center, as clearly seen in ocean color satellite images.

The eddy formed in late February by pinching off from a larger cyclonic feature via the collapse of a sharp submesoscale ridge that connected it to a larger cyclone. Wavelet analysis of the drifter trajectories revealed that the submesoscale eddy had a maximum orbital speed of ~ 30 cm/s, at a radius of ~3 km. In its inner core, vorticity was as large as twice the local inertial frequency (Rossby number ~ 2). The surface drifters made looping tracks that were slightly elliptical. Tracked by the swarm of drifters until mid-March, the eddy remained surprisingly coherent as it moved to the South and then East with a drift speed between 2 and 5 cm/s. After a strong wind event, just a few drifters remained in the eddy until it weakened and dissipated in early April.

These observations were a part of the CALYPSO program, an ONR Departmental Research Initiative that addresses the challenge of observing, understanding and predicting the three-dimensional pathways by which water from the surface ocean makes its way into the deeper ocean. Vertical transports by submesoscale fronts and eddies can play an important role in ocean and climate dynamics.

How to cite: Poulain, P.-M., Centurioni, L., Ozgokmen, T., Rypina, I., Mahadevan, A., Middelton, L., Johnston, S., and D'Asaro, E.: Evolution of a submesoscale cyclone in the Balearic Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13547, https://doi.org/10.5194/egusphere-egu23-13547, 2023.

EGU23-13857 | ECS | Orals | OS2.3

Role of stratification in vorticity propagation throughout the entire water column: a Mediterranean example (Ionian Sea) 

Beatrice Giambenedetti, Nadia Lo Bue, Vincenzo Artale, and Federico Falcini

The Mediterranean is a climate change hot spot: it is warming 20% faster than the rest of the globe's oceans. Despite the importance of monitoring such dramatic changes and their consequences, the processes and the mechanisms involved in deep-sea variability are still unclear, due to a lack of long-term observations above 2000 m of depth. The availability of seafloor time series data and full-depth CTD profiles collected in the Ionian Sea allowed studying processes connecting the deep variability with the whole water column. The analysis of the in-situ seafloor time series showed a near-inertial peak in the current kinetic energy spectrum in the bottom layer, which hints at the presence of local vorticity. Moreover, the analysis of the CTD profiles revealed for the first time in this area the presence of variability at tidal periodicity in the deep layers (below 2000m), suggesting a connection with what was observed in the surface and subsurface layers. A unique opportunity to study and validate this mechanism was offered by the adjustment of the water stratification before and after the Eastern Mediterranean Transient, the major climate event occurred at the beginning of the 90s when warmer and saltier Aegean waters replaced colder and fresher Adriatic deep waters in the bottom layers of the Ionian basin. Data collected between 1999 and 2003 depict a stable water mass in the Ionian deep layers, identified as the Ionian Abyssal Water (IAW). The presence of the IAW layer could be a key condition for catching such variability in the deep. This allows studying the role that the stratification can have on the rapid propagation of the perturbation in depth, and also how the relative layer thicknesses and different densities can trigger the instability transport throughout the water column. The observed mean structure of the Ionian Sea stratification suggests that a 4-layer scheme should be enough to have a realistic yet straightforward theoretical representation. To study how much and under which conditions a potential vorticity input can propagate, a quasi-geostrophic equation has been considered, with 4 coupled layers of arbitrary thickness and density, simulated with a custom-designed algorithm. The relative stability of the coupled layers, and their response to external forcing, is crucial to understand how vorticity can propagate through the water column down/up and to/from the deepest layers. This case study aims to give more insight into how energy stored by the deep-sea layers can be released along the entire water column. This will enable a better parametrization of the deep processes also contributing to future Mediterranean climate numerical models.

How to cite: Giambenedetti, B., Lo Bue, N., Artale, V., and Falcini, F.: Role of stratification in vorticity propagation throughout the entire water column: a Mediterranean example (Ionian Sea), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13857, https://doi.org/10.5194/egusphere-egu23-13857, 2023.

EGU23-14117 | ECS | Orals | OS2.3

The characteristics and effects of tides on the general circulation of the Mediterranean Sea 

Bethany McDonagh, Emanuela Clementi, and Nadia Pinardi

Tidal forcing was not included in a large proportion of numerical models of the ocean from the past but is known to be necessary to forecast the ocean accurately, since tides dissipate around 3.5TW of energy in the global ocean, and are an important driver of mixing. The inclusion of tides in models affects not only the near-field dynamics such as local temperature and salinity, but also large-scale circulations that influence the entire global ocean. In the Mediterranean Sea, amplitudes of tides are typically low, but are known to have effects both at local scales where tidal amplitude is larger, and across the entire basin. However, their impact on processes such as circulation, vertical mixing, and internal tides at the basin scale are not well known. 

In this work, the characteristics of tides in the Mediterranean Sea were investigated using the hydrodynamic model NEMO (Nucleus for European Modelling of the Ocean) version 3.6, corresponding to the Copernicus Monitoring Environment Marine Service (CMEMS) system, a baroclinic forecasting model for the Mediterranean Sea, integrated over five years. 

Analysis of potential and kinetic energy due to tides showed that tides have impacts across a wide variety of spatial and temporal scales in the basin, both at the surface and at deeper levels. Increased kinetic energy at depth in the basin led to an exploration of internal tides, which have not been previously studied at the scale of the Mediterranean Sea using a numerical approach. Additionally, the effects of tides on salt transport through the Gibraltar Strait were analysed, and numerical results were compared to a two-layer box model of the Gibraltar Strait and Mediterranean Sea. This demonstrated the utility of simple theoretical frameworks to understand dynamics in the region, while highlighting the impact of increased vertical mixing in the Gibraltar Strait due to internal tides.

Our improved understanding of the impacts of tides across temporal and spatial scales lays out an argument for the inclusion of tides in ocean models ranging from local to global, and from short timescales to long term climate modelling. Our analysis also provides a novel understanding of dynamics such as internal tides and transport of salinity in the Mediterranean region.

How to cite: McDonagh, B., Clementi, E., and Pinardi, N.: The characteristics and effects of tides on the general circulation of the Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14117, https://doi.org/10.5194/egusphere-egu23-14117, 2023.

EGU23-14768 | Orals | OS2.3

Dominant features and variability of the mesoscale circulation and thermohaline structure of the eastern Levantine during the post POEM period 1995-2015 

Steve Brenner, Isaac Gertman, Tal Ozer, Simona Simoncelli, and George Zodiatis

An analysis of in-situ data gathered over the two decade post POEM period in the South-Eastern Levantine Basin from extensive hydrographic (CTD) campaigns and VOS XBT transects, along with data provided by the latest SeaDataCloud Mediterranean Sea Temperature and Salinity climatology (http://dx.doi.org/10.12770/3f8eaace-9f9b-4b1b-a7a4-9c55270e205a) and the Mediterranean Sea Physics Reanalysis from the Copernicus Marine Service (CMS; https://data.marine.copernicus.eu/product/MEDSEA_MULTIYEAR_PHY_006_004), have all provided insight on the dominant, coherent, meso-scale, circulation features as well as the evolution and variability of the thermohaline properties of the main water masses in this sub-basin. The most pronounced feature, the warm core Cyprus Eddy, migrates over the broad region of the Eratosthenes seamount and exhibits significant seasonal and inter-annual spatio-temporal variability. Another prominent structure is the anticyclonic Shikmona Eddy generated periodically due to instabilities of the strong northward flowing jet along the south-easternmost shelf and slope of the Levantine basin. Its evolution and co-existence with the Cyprus Eddy for periods of a few months, affects the temporal re-establishment of the Shikmona Gyre, which was first observed during the POEM cruises in the mid 1980s. The eastward flowing Mid Mediterranean Jet (MMJ) defines the northern flanks of these sub-basin scale eddies and transports the lower salinity Modified Atlantic Water (MAW) through the warmest and most saline region of the Mediterranean. Periodically the MMJ bifurcates and/or is diverted northward, along the western coast of Cyprus due to spatial fluctuations of the Cyprus Eddy. Four active periods were identified with either a dominant Cyprus Eddy only or coexisting Cyprus and Shikmona Eddies. This long term in-situ monitoring also provides an overview of the extent of the main water masses and characterizes their variability throughout the period considered. The temperature and salinity of the Levantine Surface Water (LSW) and of the subsurface MAW have increased. The Eastern Mediterranean Transient Water (EMTW) is shown to occupy the deep cavities, below the Eastern Mediterranean Deep Water (EMDW), in the vicinity of the Eratosthenes seamount while its upper boundary was lifted to shallower depths over the same period.

How to cite: Brenner, S., Gertman, I., Ozer, T., Simoncelli, S., and Zodiatis, G.: Dominant features and variability of the mesoscale circulation and thermohaline structure of the eastern Levantine during the post POEM period 1995-2015, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14768, https://doi.org/10.5194/egusphere-egu23-14768, 2023.

This study focuses on spatio-temporal climatology and long-term variability of sea surface temperature (SST) in the region of Turkish Straits System for the period 1980-2021. For this purpose, daily SST data from the Advanced Very High-Resolution Radiometer (AVHRR) version 5.3 were used. From this dataset, 40 years of monthly, seasonal, and yearly mean SST time series and spatial fields and their descriptive statistics were calculated. In addition, daily air temperature and sea temperature data that obtained from the Turkish State Meteorological Service (TSMS) for the period 1980-2021 were analysed and compared with AVHRR SST data. Interannual and interdecadal variability of the SST was investigated by using linear trend analysis. The results of this study showed that all regions are experiencing a steady warming trend. In comparison to the north Aegean Sea (0.050 °C.yr-1) and the western Black Sea (0.060 °C.yr-1), the Sea of Marmara shows the largest positive SST annual mean trend (0.064 °C.yr-1). The basin-averaged yearly mean SST anomalies exhibits a similar variability and pattern across all regions: From 1982 to 1998, negative anomalies dominant, from 1999 to 2006, anomalies generally fluctuate around normal, and from 2007 onward, positive anomalies predominant. The seasonal cycle is strong for all regions, with lower SST values in the winter months (January, February, and March) and higher SST values in the summer (July, August and September). From one decade to the next, the SST values in the seasonal cycle gradually increasing. According to the monthly mean climatic SST fields, due to the seasonal upwelling, the eastern Aegean Sea coast experiences lower SST values in the summer compared to all other regions. These findings imply that, over the 40-year study period, the SST values have consistently increased for all regions.

How to cite: Tokat, E. and Beşiktepe, Ş.: Climatology and Variability of Sea Surface Temperature in the Region of Turkish Straits System, 1982-2021, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15096, https://doi.org/10.5194/egusphere-egu23-15096, 2023.

EGU23-15206 | ECS | Orals | OS2.3 | Highlight

The oxygen balance analysis in the water column of the Black Sea based on a mathematical model 

Matvey Novikov, Anfisa Berezina, Svetlana Pakhomova, and Evgeniy Yakushev

The Black Sea contains the largest volume of sulphidic water in the world. The position of the upper boundary of hydrogen sulfide is associated with the supply of oxygen, which is used for the oxidation of organic matter and reduced compounds of several chemical elements, such as sulfur, manganese, iron, nitrogen, etc. Climate change and anthropogenic impact dramatically affect the biogeochemical regime of the Black Sea. The depth of the oxygen layer of the sea depends on vertical mixing, which transfers dissolved oxygen from the upper euphotic layer to deeper layers, and the consumption of dissolved oxygen for the oxidation of autochthonous organic matter (OM) produced in the sea and allochthonous OM delivered with coastal runoff, and for the reduced forms of the listed elements.
The study uses the BROM biogeochemical model, which describes biogeochemical processes in the water column. The BROM benthic-pelagic biogeochemical model combines a relatively simple ecosystem model with a detailed biogeochemical model for the water column, bottom boundary layer, and upper sediment, with a focus on changes in oxygen regime and redox conditions. BROM considers the interrelated transformations of chemical elements (N, P, Si, C, O, S, Mn, Fe) and organic matter (OM) in terms of nitrogen according to the Redfield ratio between the main nutrients.
In this work, we used the previously combined BROM-2DBP model within the FABM framework. In order to more accurately reproduce the fine structure of the redox layer by the model, the parameterization of the change in the vertical velocity of the suspended matter due to aggregation with Mn(IV) oxide was introduced:
WCi=WCi0+WMe∗Mn(IV)/(Mn(IV)+0.1) ,
where WCi is the total vertical velocity, WCi0 is the own vertical velocity of the suspended matter, Mn(IV) is the concentration of Mn(IV) oxide.
The hydrophysical forcing was hourly temperature, salinity, and orthogonal components of currents data for 2010 on a point with coordinates 43.5 °N. 37.75 °E from “Copernicus” portal. 
To take into account stationary recovery conditions, the upper 350 m were used in the calculations. The obtained data were compared with the field observations of the expedition aboard the R/V Knorr in March 2003. The obtained vertical distributions of hydrochemical parameters (a) are consistent with the existing hydrochemical structure of the Black Sea. Dissolved oxygen has a similar distribution in the model and observations, occupying the upper 70 m layer, its origin was located higher than the appearance of hydrogen sulfide at about 150 m. Within the redox layer, nitrate, Mn(IV), Mn(III ), Fe(III), elemental sulfur and a minimum of phosphate. Below the redox layer, the model reproduced the maxima of Mn(II) and Fe(II). Hydrogen sulfide appears at a horizon of about 80 m.
The introduced parametrization of the additional vertical velocity of suspended matter makes it possible to more accurately reproduce the processes of a relatively thin redox layer by taking into account its aggregation with Mn(IV) oxide, which, in turn, can shift the redox layer lower or higher, depending on the availability of Mn(IV) oxide.

How to cite: Novikov, M., Berezina, A., Pakhomova, S., and Yakushev, E.: The oxygen balance analysis in the water column of the Black Sea based on a mathematical model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15206, https://doi.org/10.5194/egusphere-egu23-15206, 2023.

EGU23-15714 | ECS | Posters virtual | OS2.3

Glider Survey reveals the evolution of the mesoscale and submesoscale structures in the Balearic Sea: Formation, Intensification, and Decay. 

Nikolaos Zarokanellos, Daniel Rudnick, Baptiste Mourre, Maximo Garcia-Jove, Pierre Lermusiaux, and Joaquín Tintoré

Mesoscale features and their corresponding submesoscale structures may generate a substantial vertical transport of carbon and biogeochemical tracers from the surface to the interior. The baroclinic instabilities formed from the Northern and Balearic Currents are associated with vigorous mesoscale eddy activity in the Balearic Sea. In the CALYPSO 2022 experiment, eight gliders were programmed to dive as deep as 700 m from 25 March until 21 June 2022. The glider fleet measured temperature, salinity, velocity, chlorophyll fluorescence, oxygen, and acoustic backscatter. The glider data was mapped utilizing objective mapping of the across-front, along-front, and time on 10 m vertical levels. The geostrophic velocity was inferred using a variational approach. We estimate the vertical and ageostrophic horizontal velocities using the omega equation. The glider observations provide a complete description of the evolution of the eddy field. The analysis of the uplifted isopycnal surface as the eddy formed showed consistency between the movement of the dynamic and biogeochemical tracers. Glider data show the evolution of a cyclonic eddy (20-30 km) in the area, where vertical velocities tend to be downward. As the eddy developed, its axis shifted westward. The isopycnal uplift inside the pycnocline can provide nutrients to the euphotic zone. While the initial cyclonic feature has dissipated, a second shoaling of the 28.9 isopycnal occurred in the east toward the end of April 2022, where the biggest relative vorticity (~0.5 ζ/f) was observed in the region. The eddy extended during its growing phase, showing a westward shift of the eddy axis. The observed peak downward vertical velocities were near 30 m day-1 during the eddy intensification, with the size of the cyclonic eddy varying between 20-30 km. The new cyclonic feature has been spreading in the area for a few days before dividing into two separate cyclonic eddies (15km) around the beginning of May. The two smaller cyclonic eddies moved north and west until they vanished from our study area. However, an anticyclonic structure (20km) was developed within their separation. The vertical velocity tended to be downward on the dense side of the front and upward on the light side, flattening the eddy characteristic. The glider observations reveal horizontal density gradients up to 0.5 kg m-3 over ~10 km. The obtained maximum velocities were up to 30 cm/s in the region. Upwelling and downwelling were also detected by chlorophyll fluorescence, oxygen, and acoustic backscatter near the frontal interface. Glider observations were integrated with remote sensing and modeling simulations to evaluate mesoscale and submesoscale variability in developing vertical velocities in the Balearic Sea and their impact on biological carbon storage.

 

How to cite: Zarokanellos, N., Rudnick, D., Mourre, B., Garcia-Jove, M., Lermusiaux, P., and Tintoré, J.: Glider Survey reveals the evolution of the mesoscale and submesoscale structures in the Balearic Sea: Formation, Intensification, and Decay., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15714, https://doi.org/10.5194/egusphere-egu23-15714, 2023.

EGU23-15973 | ECS | Posters virtual | OS2.3

On the role of Black Sea Waters in controlling the North Aegean buoyancy fluxes 

Stamatios Petalas, Elina Tragou, Ioannis Mamoutos, and Vassilis Zervakis

Understanding the processes that control the buoyancy fluxes of the Aegean Sea is important for various reasons. First, the Aegean is directly connected with the Black Sea and acts as a buffer between two opposite thermohaline systems, a concentration and a dilution basin (the Mediterranean vs the Black Sea), receiving and filtering the variability and changes of a much broader geographical area. Second, the Aegean is capable to produce large amounts of very dense water, having temporarily been the major originator of Eastern Mediterranean Bottom Water. These processes are controlled by the buoyancy fluxes, both through oceanic advection and atmospheric exchanges. In this work we examine the characteristics and variability of heat, freshwater and the overall buoyancy air-sea fluxes, focusing on the potential role of the interaction with the Black Sea. A thirty-year-long simulation (1985-2015) of the whole Eastern Mediterranean/Black Sea system, forced by ERA-Interim data, was used to estimate and analyze the seasonal and interannual variability of the buoyancy fluxes in the North Aegean. The climatological mean buoyancy flux over the North Aegean has been estimated to be about –10×10–6 kg m–1 s–3 (loss to the atmosphere). However, in the absence of Black Sea Water (BSW) inflow, the buoyancy loss would correspond to the high values observed over the Eastern Aegean, an area not directly affected by the presence of the BSW, i.e. about –30 ×10–6 kg m–1 s–3. It should be noted that the heat loss of the Aegean Sea to the atmosphere is much higher than all neighboring seas, including the Adriatic, the dominant dense-water formation site for the Eastern Mediterranean. Our analysis reveals that the thin surface layer of modified BSW acts as a moderator of the buoyancy loss from the upper water column. This layer not only absorbs the air-sea fluxes (acting as an effective insulator regarding dense-water formation processes), but also moderates or even reverses the buoyancy fluxes over its path. Thus, in addition to the significant lateral buoyancy input to the basin by the Black Sea inflow, an additional mechanism of reduction of winter heat losses to the atmosphere contributes to the control of dense water formation processes.

How to cite: Petalas, S., Tragou, E., Mamoutos, I., and Zervakis, V.: On the role of Black Sea Waters in controlling the North Aegean buoyancy fluxes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15973, https://doi.org/10.5194/egusphere-egu23-15973, 2023.

EGU23-16141 | Posters on site | OS2.3

Vertical pathways associated with a submesoscale density front in the Balearic Sea 

Maximo Garcia-Jove, Baptiste Mourre, Alex Santana, Nikolaos D. Zarokanellos, Pierre F. J. Lermusiaux, Daniel L. Rudnick, and Joaquín Tintoré

The CALYPSO research program, funded by the Office of Naval Research, aims to understand the coherent pathways from the surface ocean to the interior. In February and March 2022, the CALYPSO campaign surveyed the upper layers of the Balearic Sea (Western Mediterranean), providing high-resolution observations of mesoscale and submesoscale structures. This included submesoscale density fronts, stretching regions and small coherent eddies. In this work, we analyze the formation, evolution, and impact of these submesoscale structures in the development of vertical velocities and in the determination of three-dimensional pathways from the surface to the ocean interior. We combine multi-platform in-situ observations with high-resolution numerical simulations both in free-run and data-assimilative modes. In particular, the WMOP reanalysis  assimilates remote sensing observations of temperature and sea level anomaly as well as vertical profiles of temperature and salinity from floats, underway CTD and gliders obtained during the CALYPSO campaign. The simulations are shown to realistically reproduce the main characteristics of the Balearic front and some of the associated submesoscale patterns, providing an appropriate tool to analyze the processes responsible for vertical velocities development. Particle tracking analyses indicate pathways for vertical exchange of water between the surface and the ocean interior in the frontal region. Finally, the process of frontogenesis and the submesoscale structures play an important role in the development of the vertical velocities and the energy transfers.

How to cite: Garcia-Jove, M., Mourre, B., Santana, A., Zarokanellos, N. D., Lermusiaux, P. F. J., Rudnick, D. L., and Tintoré, J.: Vertical pathways associated with a submesoscale density front in the Balearic Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16141, https://doi.org/10.5194/egusphere-egu23-16141, 2023.

EGU23-16588 | Orals | OS2.3

The relative contribution of initial condition versus atmospheric forcing in 10-day forecasts of the Mediterranean Sea 

Giovanni Liguori, Pinardi Nadia, and Mahmud Hasan Ghani

Using a suite of initial-condition (IC) ensemble forecasting experiments for the Mediterranean Sea, we assess the relative contribution of initial conditions versus atmospheric forcing in 10-day forecasts. Each ensemble member is forced at the surface by ECMWF fields and forecasts the same 10-day period starting from a different initial condition, which is taken from an ocean analysis estimate of the preceding 10-day period. This IC-time-shifted ensemble scheme allows us to explore the forecast dependency from both the IC and the atmospheric forcing (i.e., ECMWF).  Generally, the surface forcing dominates the forecast trajectory at the surface, leading to an inter-member spread that decreases with time. There are also cases in which the initial spread at the surface increases with time, indicating the dominant role of the uncertainty in the IC. While much less common, there are specific times and regions in which the initial condition determines the forecast trajectory during multiple days, indicating that certain oceanic structures are intrinsically more predictable. The identification of these highly-predictable oceanic states might prove extremely valuable in predicting the uncertainty in the forecast.

How to cite: Liguori, G., Nadia, P., and Hasan Ghani, M.: The relative contribution of initial condition versus atmospheric forcing in 10-day forecasts of the Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16588, https://doi.org/10.5194/egusphere-egu23-16588, 2023.

In a semi-enclosed sea basin, like in the Mediterranean, determining the heat flux components of the heat budget is crucial for better understanding of the water budget and the regional climate. Due to its relatively small sea basin and existence of many islands, it’s always a complex and uncertain to settle with an accurate net heat balance. The variation in the net heat budget is referred as a heat budget “closure” problem, which has referred by many authors for the Mediterranean Sea. The value of net heat flux under this closure hypothesis should be negative, but there is a considerable range of variation for net heat budget in published literatures. In that context, we have computed the heat fluxes for in the Mediterranean Sea using a higher resolution atmospheric model analysis dataset (ECMWF) along with heat fluxes using a lower resolution dataset (ERA5) to compare. The computation of heat fluxes using high resolution ECMWF analysis dataset is a newer one for the Mediterranean Sea. The resulted long-term climatology of heat flux components (between ECMWF & ERA5) has shown a close agreement except a variation is observed in the Long Wave (LW) flux which matches a similar finding from Marullo et al. (2020). In addition to the net heat budget, this study aims to provide a newer aspect with the analysis of probability distributions of air-sea fluxes and uncertainty in those distributions. We have investigated the probability distributions of heat fluxes on the base of computed air-sea fluxes time series. We have analysed the probability distributions of air-sea fluxes using atmospheric analysis and reanalysis datasets and fitted with three parameters Probability Density Function (PDF). Then, we have evaluated the applied theoretical PDF fits with observed heat fluxes that have indicated areas with uncertainty through our statistical modelling approach for the turbulent heat flux distributions. The statistical analysis of air-sea fluxes is not a usual one for the Mediterranean Sea but an important one to obtain the statistical inference of air-sea flux distributions in relation to the probable uncertainty arises in the ocean forecasts. 

How to cite: Ghani, M. H. and Ligouri, G.: Reassessment of heat budget in the Mediterranean Seaand uncertainty in the probability distributions of heat fluxes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16776, https://doi.org/10.5194/egusphere-egu23-16776, 2023.

EGU23-17193 | Posters on site | OS2.3

Thermal penetration evidence recorded since 1999 in the deep Tyrrhenian Sea (Mediterranean Sea) 

Vincenzo Artale, Tiziana Ciuffardi, Nadia LoBue, Giancarlo Raiteri, and Franco Reseghetti

The warming trend is already well known for the Mediterranean region, which is considered a climate hotspot warming 20 % faster than the global average. Every year, the Mediterranean Sea reaches new records for seawater warming, and year after year, this heat is penetrating deeper and deeper into the sea. New temporal and spatial evidence of this thermal penetration were depicted in the Tyrrhenian Sea thanks to a twenty-year continuous XBT monitoring. This work aims at dealing with the Tyrrhenian Sea sub-basin dynamics and processes. In particular, the mechanisms responsible for penetration of warming signal down to the deep layers (1800 m). What can hinder or exacerbate this spread and what areas are mostly affected by mechanisms of propagation and why?

It’s well known that the seafloor's uneven topography and bottom roughness influences ocean circulation in two basic ways: first, it steers local vorticity flows; second, it provides barriers that prevent deep waters from mixing, except within deep passageways and straits that connect ocean basins or in hydraulically controlled overflow regions. The ways in which the warm signal entering from the south spreads rapidly northward affecting the entire Tyrrhenian Sea basin will be depicted, also considering its sub-basin peculiarities, such as features of the wind-driven surface circulation, strong stratification, and related mixing processes along the entire water column as well as its variability.

How to cite: Artale, V., Ciuffardi, T., LoBue, N., Raiteri, G., and Reseghetti, F.: Thermal penetration evidence recorded since 1999 in the deep Tyrrhenian Sea (Mediterranean Sea), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17193, https://doi.org/10.5194/egusphere-egu23-17193, 2023.

EGU23-17543 | Posters on site | OS2.3

Contribution of coastal anticyclones to Black Sea oxygen dynamics 

Arthur Capet, Evan Mason, Luc Vandenbulcke, and Marilaure Gregoire

The Black Sea is a largely enclosed basin that experiences minimal exchange with the Mediterranean through the 0.7 km wide Bosphorus Strait. It receives significant freshwater discharge from several large rivers. Mesoscale eddies are numerous in the Black Sea. They have been observed, tracked,  and sampled over several decades. Previous eddy identification efforts have focused on surface circulation, aided by sea surface height maps compiled  from space-borne altimeters. We use a 3d high-resolution model solution that solves both physical and biogeochemical variables that enable us to  provide a comprehensive evaluation of the oxygen dynamics within the near-shore Black Sea eddy field. By this, we confirm and explain the strong subsurface oxygen anomalies formerly revealed underneath anticyclones on the basis of Argo floats and detail the transport and the biogeochemical processes involved.

How to cite: Capet, A., Mason, E., Vandenbulcke, L., and Gregoire, M.: Contribution of coastal anticyclones to Black Sea oxygen dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17543, https://doi.org/10.5194/egusphere-egu23-17543, 2023.

EGU23-606 | Orals | BG1.7

The African greenhouse gases budget: flux trends and uncertainties for the 2009-2019 period 

Yolandi Ernst and Sally Archibald and the RECCAP2 Africa team

Africa contributes significantly to the global greenhouse gases (GHG) budget through extensive land use change that is driven by rapid population growth and low human development status. As part of the REgional Carbon Cycle Assessment and Processes Phase 2 (RECCAP2) project, we developed a comprehensive GHG budget for the period 2009-2019 for Africa. We considered bottom-up process-based models, data-driven remotely sensed products, and national greenhouse gas inventories in comparison with top-down atmospheric inversions, accounting also for lateral fluxes. We incorporated emission estimates derived from novel methodologies for termites, herbivores, and fire, which are of particular importance in Africa. We further constrained global biomass change products with high-quality local observation data. During the RECCAP2 period, Africa remains a net sink for carbon. Emissions from land cover change represents the largest contribution to the African budget. However, land cover change emissions in the drier savanna regions were largely offset by increased vegetation growth in the wet tropics. Additionally, fire emissions decreased as suggested by strong reductions in burned area. Burning of fuelwood has however increased. As expected, an upward trend in anthropogenic fossil fuel emissions was evident, ascribed to an increasing demand for energy by a growing and developing population. For all the component fluxes, uncertainty and interannual variability is large, which highlights the need for increased efforts to address Africa-specific data gaps. However, for RECCAP2, we have improved our overall understanding of many of the important components of the African GHG budget that will help to inform climate policy and action.

How to cite: Ernst, Y. and Archibald, S. and the RECCAP2 Africa team: The African greenhouse gases budget: flux trends and uncertainties for the 2009-2019 period, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-606, https://doi.org/10.5194/egusphere-egu23-606, 2023.

EGU23-1333 | Orals | BG1.7

Synthesis, homogenisation and regionalisation of inland water greenhouse gas budget estimates for the RECCAP2 initiative 

Ronny Lauerwald, George H. Allen, Bridget R. Deemer, Shaoda Liu, Taylor Maavara, Pete Raymond, Lewis Alcott, David Bastviken, Adam Hastie, Meredith A. Holgerson, Matthew S. Johnson, Bernhard Lehner, Peirong Lin, Alessandra Marzadri, Lishan Ran, Hanqin Tian, Xiao Yang, Yuanzhi Yao, and Pierre Regnier

Inland waters are important sources of the greenhouse gasses (GHGs) carbon dioxide (CO2), methane (CH4) and nitrous oxide (N2O) to the atmosphere. While a growing number of global estimates of inland water GHG emissions exists, the integration of inland waters into regional GHG budgets is often hampered by the lack of adequate geo-spatial datasets. Moreover, existing estimates diverge substantially, in part due to persisting uncertainties related to the size and distribution of effective inland water surface areas.  In the framework of the 2nd phase of the REgional Carbon Cycle Assessment and Processes (RECCAP-2) initiative, we synthesize existing estimates of GHG emissions from streams, rivers, lakes and reservoirs, and homogenize them with regard to underlying global maps of inland water surface areas and the effects of seasonal ice cover. We then produce estimates of inland water GHG emissions for 10 extensive land regions that are used for the regional land budgets of RECCAP2. According to our synthesis, global inland waters emit 5.6 (3.5-9.1) Pg CO2 yr-1, 101 (83-135) Tg CH4 yr-1 and 326 (254-592) Gg N2O yr-1. South American rivers contribute about one third of global inland water CO2 emissions. North-American and Russian lakes contribute together one third of global inland water CH4 emissions. Finally, North America alone contributes one fourth of global inland water N2O emissions.

The global inland water emissions sum up to a global warming potential (GWP) of an equivalent emission of 13.6 (10.0-20.3) and 8.3 (5.8-12.7) Pg CO2 yr-1 at a 20- and 100-year horizon, respectively. At 100-year horizon, the contribution of CO2 dominates the GWP of global inland water GHG emissions, with rivers being the largest emitters. At the 20-year horizon, on the contrary, lakes and rivers are equally important emitters, and the contributions of CH4 to the GWP of inland water GHG emissions even exceed those of CO2. Contributions of N2O to the GWP appear to be less significant at both time horizons. Normalized to the area of the RECCAP-2 land regions, South America and South East Asia show the highest inland water emission rates in terms of GWP, dominated by riverine CO2 emissions.

How to cite: Lauerwald, R., Allen, G. H., Deemer, B. R., Liu, S., Maavara, T., Raymond, P., Alcott, L., Bastviken, D., Hastie, A., Holgerson, M. A., Johnson, M. S., Lehner, B., Lin, P., Marzadri, A., Ran, L., Tian, H., Yang, X., Yao, Y., and Regnier, P.: Synthesis, homogenisation and regionalisation of inland water greenhouse gas budget estimates for the RECCAP2 initiative, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1333, https://doi.org/10.5194/egusphere-egu23-1333, 2023.

EGU23-1609 | Posters on site | BG1.7

The Qinghai-Tibet Plateau may have already shifted to carbon source: Evidence from OCO-2 satellite XCO2 observations 

Wei He, Fei Jiang, Weimin Ju, Hengmao Wang, Ngoc Tu Nguyen, and Jing M. Chen

As one of the most sensitive regions to climate change on the Earth's surface, the Qinghai-Tibet Plateau is experiencing lasting warming, which has been evidenced to enhance surface carbon uptake but also could lead to carbon emission due to accelerated permafrost degradation and ecosystem respiration. Due to the difficulties of limited observations and imperfect modeling techniques, whether the Qinghai-Tibet Plateau is a carbon sink or source has been an ongoing debate. The recent satellite XCO2 Observations could provide some useful constraints on the carbon budget in this region.  Here, based on the recent OCO-2 XCO2 observations and the inversion results from the OCO-2 v10 MIP, we estimated the net biome carbon fluxes for the Qinghai-Tibet Plateau. Our results suggest that this region has become a carbon source (around -0.10 PgC/year) already, which is supported by an upscaling estimate with intensified eddy covariance flux measurements over China. Meanwhile, we found this carbon source signal is not detected by either in-situ CO2 inversions or terrestrial biosphere model simulations. Currently, although some studies based on flux measurements report this region is a carbon sink and even keeps increasing recently, many others hold opposite viewpoints about it. Our result provides an important piece of evidence supporting that the Qinghai-Tibet Plateau becomes a carbon source, albeit additional evidence is needed, especially from in-situ CO2 observations and aerial CO2 observations (e.g., by aircraft, unmanned aerial vehicle, and AirCore). In principle, atmospheric CO2 measurements could provide a more complete picture of the carbon budget in this region compared to discrete and limited eddy flux measurements. In the future, enhanced in-situ and aerial CO2 observations are expected to disentangle the puzzle of this carbon budget issue in this region.

How to cite: He, W., Jiang, F., Ju, W., Wang, H., Nguyen, N. T., and Chen, J. M.: The Qinghai-Tibet Plateau may have already shifted to carbon source: Evidence from OCO-2 satellite XCO2 observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1609, https://doi.org/10.5194/egusphere-egu23-1609, 2023.

EGU23-2813 | ECS | Orals | BG1.7

Is destabilisation risk increasing in land carbon sinks? 

Marcos Fernández-Martínez, Josep Peñuelas, Frederic Chevallier, Philippe Ciais, Michael Obersteiner, Christian Rödenbeck, Jordi Sardans, Sara Vicca, Hui Yang, Stephen Sitch, Pierre Friedlingstein, Vivek K. Arora, Daniel Goll, Atul K. Jain, Danica L. Lombardozzi, and Patrick C. McGuire

Global net biome production (NBP), or net land carbon uptake, has been repeatedly shown to increase during recent decades. However, whether the temporal variability and autocorrelation of NBP has changed during this period remains elusive. Answering this question is particularly relevant given that an increase in both could indicate destabilising C sinks and potentially lead to abrupt changes. We investigated the trends and controls of net land C uptake and its temporal variability and autocorrelation, from 1981 to 2018, using two atmospheric inversion models, the amplitude of the seasonal cycle of atmospheric CO2 derived from nine monitoring stations distributed across the Pacific Ocean, and 12 dynamic global vegetation models. Spatially, we found that plant biodiversity presented a convex parabolic relationship with NBP and its temporal variability at the global scale while nitrogen deposition generally increased annual NBP. We also found that annual NBP and its interdecadal temporal variability globally increased, but temporal autocorrelation decreased. Regions characterized by increasingly variable NBP were usually with warmer and with increasingly variable temperatures, and lower and weaker trends in NBP compared to those where NBP variability did not increase, where NBP became stronger. Annual temperature increase and its increasing temporal variability were the most important drivers of declining NBP and increasingly its variability. Our results show that increasing regional NBP variability can be mostly attributed to climate change.

How to cite: Fernández-Martínez, M., Peñuelas, J., Chevallier, F., Ciais, P., Obersteiner, M., Rödenbeck, C., Sardans, J., Vicca, S., Yang, H., Sitch, S., Friedlingstein, P., Arora, V. K., Goll, D., Jain, A. K., Lombardozzi, D. L., and McGuire, P. C.: Is destabilisation risk increasing in land carbon sinks?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2813, https://doi.org/10.5194/egusphere-egu23-2813, 2023.

EGU23-3228 | ECS | Orals | BG1.7 | Highlight

The contemporary Amazon Forest carbon budget 

Thais M. Rosan, Stephen Sitch, Michael O’Sullivan, Christopher Wilson, Luana S. Basso, Dominic Fawcett, Viola A. Heinrich, Jefferson G. Souza, Celso von Randow, Lina M. Mercado, Emanuel Gloor, Luciana Gatti, Pierre Friedlingstein, Andy Wiltshire, Julia Pongratz, Clemens Schwingshackl, and Luiz E.O.C. Aragão and the TRENDY-v11 Team

The Amazon is the largest continuous tropical forest in the world and plays a key role in the global carbon cycle. Human-induced disturbances (e.g., deforestation and wildfires) in combination with climate change have impacted its carbon cycling. However, uncertainties remain on the magnitude of carbon fluxes associated with human-induced disturbances and the old-growth forest sink, and thus the net land carbon balance of the Amazon. Here we synthesize state-of-the-art estimates of the land carbon flux components in the Amazon. To quantify the human-disturbance fluxes from deforestation, land use and land cover changes and degradation, we use a set of bookkeeping models. The annual intact sink was quantified using a set of 16 Dynamic Global Vegetation Models (DGVMs). We then combine the carbon flux estimates from disturbances with the intact sink estimates to provide a bottom-up estimate of the net land carbon flux and compare them alongside top-down estimates from atmospheric model inversions. Between 2010 and 2018, the net land carbon flux in the Brazilian Amazon estimated with the bottom-up approach was -59 (±160) Tg C yr-1 and +36 (±125) Tg C yr-1 with the top-down approach. Despite disagreeing on the sign of the flux, this analysis suggests that the Brazilian Amazon was on average near carbon neutral over the 2010-2018 period, given the large uncertainties underlying both methods. The net land carbon fluxes for the years 2019 and 2020 based on the bottom-up approach were larger than for 2010-2018. This is likely primarily due to direct emissions related to an increase in deforestation although it may possibly be partly caused by a weakening of the forest carbon sink, both in response to deforestation and a warming climate. Spatially, both methodologies agree that the south-eastern Amazon was a net carbon source over the whole study period. These results have important implications for the mitigation potential of Brazilian ecosystems within the goals of the Paris Agreement. 

 

How to cite: Rosan, T. M., Sitch, S., O’Sullivan, M., Wilson, C., Basso, L. S., Fawcett, D., Heinrich, V. A., Souza, J. G., von Randow, C., Mercado, L. M., Gloor, E., Gatti, L., Friedlingstein, P., Wiltshire, A., Pongratz, J., Schwingshackl, C., and Aragão, L. E. O. C. and the TRENDY-v11 Team: The contemporary Amazon Forest carbon budget, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3228, https://doi.org/10.5194/egusphere-egu23-3228, 2023.

EGU23-3303 | ECS | Orals | BG1.7

Near-real-time global gridded daily CO2 emissions 

Xinyu Dou, Zhu Liu, Philippe Ciais, Jinpyo Hong, Frédéric Chevallier, Yilong Wang, Feifan Yan, Steven J. Davis, Monica Crippa, Greet Janssens-Maenhout, Diego Guizzardi, Efisio Solazzo, Xuanren Song, Da Huo, Piyu Ke, Hengqi Wang, and Zhu Deng

Timely, fine-grained gridded carbon emission datasets are particularly important for global climate change research. Often, fine-grained datasets are challenging to visualize over the globe, and clear visualization tools are also needed. Therefore, we present a near-real-time global gridded daily CO2 emissions dataset (GRACED). GRACED provides gridded CO2 emissions at a 0.1° × 0.1° spatial resolution and 1-day temporal resolution from cement production and fossil fuel combustion over seven sectors, including power, industry, residential consumption, ground transportation, domestic aviation, international aviation, and international shipping. GRACED is prepared from the near-real-time daily national CO2 emissions estimates (Carbon Monitor), multi-source spatial activity data and satellite NO2 data for time variations of those spatial activity data. Here, we examined the spatial patterns of sectoral CO2 emission changes from January 1, 2019, to December 31, 2021. In 2021, most regions showed rapid rebounds in carbon emissions compared with 2020, reflecting the continuing challenges to accelerate climate mitigation in the post-COVID era. GRACED provides the most timely and more refined overview than any other previously published datasets, which enables more accurate and timely identification of when and where fossil CO2 emissions have rebounded and decreased as the world recovers from COVID-19 and witnesses contrasted efforts to decarbonize energy systems. Uncertainty analysis of GRACED gives a grid-level two-sigma uncertainty of value of ±19.9%, indicating the reliability of GRACED was not sacrificed for the sake of higher spatiotemporal resolution that GRACED provides. In addition, we also examined the distribution of emission in a grid-wise perspective for major emission datasets, and compared it with GRACED. The similarity in emission distribution was observed in GRACED and other datasets. One of the advantages of our dataset is that it provides worldwide near-real-time monitoring of CO2 emissions with different fine spatial scales at the sub-national level, such as cities, thus enhancing our comprehension of spatial and temporal changes in CO2 emissions and anthropogenic activities. With the continued extension of GRACED time series, we present crucial daily-level input to analyze CO2 emission changes in the post-COVID era, which will ultimately facilitate and aid in designing more localized and adaptive management policies for the purpose of climate change mitigation in the post-COVID era.

How to cite: Dou, X., Liu, Z., Ciais, P., Hong, J., Chevallier, F., Wang, Y., Yan, F., Davis, S. J., Crippa, M., Janssens-Maenhout, G., Guizzardi, D., Solazzo, E., Song, X., Huo, D., Ke, P., Wang, H., and Deng, Z.: Near-real-time global gridded daily CO2 emissions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3303, https://doi.org/10.5194/egusphere-egu23-3303, 2023.

Determining the temperature dependence of wetland CH4 and CO2 emissions is critical for predicting the impacts of climate change on greenhouse gas (GHGs) emissions in wetland ecosystems. However, the spatial variation for temperature dependence of wetland CH4 and CO2 emissions is poorly understood, especially at the global scale. Here, we investigate the temperature dependencies of wetland CH4 and CO2 emissions across large-scale climatic gradients using 56,271 daily paired observations of ecosystem-level CH4 and CO2 emissions in 45 widely distributed wetlands from the FLUXNET-CH4 database. The temperature dependencies of CH4 and CO2 emissions show contrasting spatial patterns across globally geographic climate gradients. Specifically, the temperature dependence of CH4 emissions  increased with increasing mean annual temperature (MAT), but the opposite was true for that of CO2 emissions. The ratio of CH4 to CO2 emissions was positively dependent on temperature when only MAT and mean annual precipitation were greater than 4.7 °C and 483 mm, respectively. Our results imply that the relative contribution of CH4 to total GHG emissions increases with ambient temperature increases in a warmer and wetter climate region and could act as a positive feedback mechanism in the future. 

How to cite: Chen, H. and Zhou, X.: Contrasting patterns in the temperature dependence of wetland CH4 and CO2 emissions across globally geographic climate gradients, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4684, https://doi.org/10.5194/egusphere-egu23-4684, 2023.

India is primarily concerned with comprehending regional carbon source-sink response in tandem with changes in atmospheric carbon dioxide (CO2) concentrations or human-caused anthropogenic emissions. Atmosphere CO2 is the most significant greenhouse gas contributing to climate change and global warming. To develop a countrywide mitigation policy, it is therefore critical to identify underlying source-sink locations and their mechanisms at various temporal scales and regional levels. To better understand the variability of CO2 and its relationship with the climate variables requires long-term observations. Recent advancements in high-resolution satellite measurements provide a viable opportunity to examine CO2 variability at a regional level. In this work, we presented the long-term variations and growth rates of the Greenhouse Gas Observing Satellite (GOSAT) and Orbiting Carbon Observatory-2 (OCO-2) satellite retrieved column-averaged dry-air mole fraction of CO2 (XCO2 ) and the relationship of XCO2 growth rate with ENSO and climate parameters (temperature, precipitation, soil moisture, and NDVI) over India for the period 2010 to 2021. Results revealed an increase of 2.54 (2.43) ppm/yr of XCO2 in GOSAT (OCO-2) retrievals during overlapping measurement period (2015-2021). In addition, a wavelet analysis shows an increase in XCO2 every year for GOSAT; however, OCO-2 decreases and increases in XCO2 every 5-6 months. This is attributable to high resolutions measurements of OCO-2 favouring better capture of source (high XCO2)-sink (low XCO2) signal than GOSAT. The Principal Component Analysis (PCA) analysis on XCO2 anomalies showed EOF-1 contributed mainly by the south and southeast of India. Further analysis demonstrated that the trend and seasonal cycle of XCO2 regulates the variability. The XCO2 growth rates strongly correlate with ENSO and NDVI (clear during major ENSO events), whereas precipitation and temperature show a weak correlation. Further, lag correlation analysis reveals that ENSO and climate parameters precede the GOSAT XCO2 growth rates, with soil moisture, NDVI, and ENSO having a good correlation with 8,4 and 3 months of leads, respectively.

How to cite: Das, C. and Kunchala, R. K.: Understanding long-term carbon dioxide (CO2) variability and its link with ENSO and climate parameters over India using satellite retrievals, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4738, https://doi.org/10.5194/egusphere-egu23-4738, 2023.

EGU23-5420 | ECS | Posters on site | BG1.7

A global tracer release experiment to help estimate OH tropospheric concentrations and benchmark chemistry-transport models 

Joel Thanwerdas, Dominik Brunner, and Stephan Henne

Despite the urgent need for reduction of greenhouse gas concentrations, their emissions remain at high levels worldwide. Atmospheric inverse modelling allows to quantify these emissions by leveraging observations of greenhouse gas mole fractions and chemistry-transport models. However, this technique largely relies on models with an imperfect representation of transport and chemical processes and the resulting errors propagate to emission estimates. Atmospheric scientists can improve their models by comparing simulated processes against available observational data.

One efficient, although challenging, way of acquiring such validation data is to perform a tracer release experiment. It consists of releasing one or multiple decaying tracers into the atmosphere at one or multiple locations in the world, and then observe their time-evolving mixing ratios to understand transport pathways, mixing and decay rates. To the best of our knowledge, tracer release experiments have only been performed at local or regional scales to study transport processes, but never at the global scale. A global tracer release experiment could generate invaluable data against which to compare model outputs. However, modelers must be able to disentangle transport and chemical processes from the data, which requires that the experiment be carefully designed. Subject to this requirement being met, it could help to better quantify and even reduce 1) transport errors by investigating inter- and intra-hemispheric transport and 2) chemistry errors by constraining OH tropospheric concentrations. These data could also help to create a benchmarking methodology to highlight the strengths and weaknesses of the regional and global models that are currently used to quantify greenhouse gas emissions.

Here, we present design considerations for such a global tracer release experiment based on simulations with the 3-D chemistry-transport model ICON-ART. Our first results indicate that releasing several hundred tons of two tracers with different lifetimes as pulses could be sufficient to obtain a good estimate of OH concentrations along the parcel trajectories. This method could be applied at different locations in order to sample a large part of the world and at different times, e.g., to account for seasonal variations in OH concentrations. However, we also show that many parameters influence the results and therefore we enumerate the benefits but also the limits of such an experiment.

How to cite: Thanwerdas, J., Brunner, D., and Henne, S.: A global tracer release experiment to help estimate OH tropospheric concentrations and benchmark chemistry-transport models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5420, https://doi.org/10.5194/egusphere-egu23-5420, 2023.

EGU23-6152 | ECS | Posters on site | BG1.7

The seasonal cycle of atmospheric CO2 in South America over the last ten years seen by GOSAT 

Lukas Artelt, Eva-Marie Metz, Sanam Vardag, Sourish Basu, and André Butz

The number of in-situ CO2 measurements in the Southern Hemisphere is very limited. This leads to large 
uncertainties in estimates of regional carbon fluxes by in-situ based inverse models. Satellite-based CO2 
measurements, on the other hand, are available in the Southern Hemisphere with a dense spatial 
coverage. By evaluating these, the regional carbon cycle can be studied in more detail and the results of 
carbon cycle models can be validated against the satellite data.

Here, we present a comparison of atmospheric CO2 data provided by the Greenhouse gases Observing 
SATellite (GOSAT) and in-situ based inverse models for South America from 2009 to 2019. The seasonal 
cycle of atmospheric CO2 concentrations measured by the GOSAT satellite shows differences in both,
amplitude and timing, compared to in-situ based atmospheric inversions. To determine the reason for
these discrepancies, we use the TM5-4DVar atmospheric inversion model assimilating GOSAT satellite 
data to obtain GOSAT based land-surface fluxes. This allows us to identify sub-regions responsible for the 
differences. In order to gain a deeper understanding of the underlying processes, we also analyse various 
climate parameters, fire emission data, and vegetation proxies (for example Solar Induced Fluorescence, 
SIF). By doing so, we aim at improving our understanding of the mechanisms that influence the seasonal 
carbon cycle in South America.

How to cite: Artelt, L., Metz, E.-M., Vardag, S., Basu, S., and Butz, A.: The seasonal cycle of atmospheric CO2 in South America over the last ten years seen by GOSAT, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6152, https://doi.org/10.5194/egusphere-egu23-6152, 2023.

EGU23-6173 | ECS | Orals | BG1.7

Carbon fluxes from different fire types in the Amazon and Cerrado biomes quantified using Earth-observation based modelling 

Dominic Fawcett, Leo Ng, Amos Tai, Xiaoyu Yan, Thais Rosan, Celso Silva Junior, Ana Bastos, Philippe Ciais, Clément Albergel, Luiz Aragão, and Stephen Sitch

Fires in the tropics are linked to both climate and land-use change. While in the Amazon, deforestation-related fires decreased following a substantial reduction in deforestation activities until 2012, there have been recent upturns in deforestation and forest fires. Furthermore, earth system models predict a further increase in the intensity of dry seasons in this region in the 21st century. Therefore, carbon emissions from drought-induced forest fires can counteract further pledged deforestation reductions in the following decades, yet they are only partially accounted for in national carbon emission estimates. Improved assessments of fire impacts, including the carbon fluxes arising from post-fire mortality and regrowth, are therefore highly important. 
Combining a range of available satellite products enables spatially specific fire emissions estimations. We developed a remote sensing based approach where biomass maps, observed forest loss, burned area and active fire data are combined to generate updated fuel load and emission estimates. In addition, space-for-time methods are employed to derive estimates of post-fire mortality as a function of pre-fire biomass. This high-resolution model guarantees an improved separation of fire types, and we can report emissions associated with deforestation, forest degradation and savanna fires for the entire Amazon basin and the Brazilian Cerrado at monthly intervals. 
Results show that over 2015-2020 fires cause annual gross emissions of ~300 Tg C over the Amazon and Cerrado. While instantaneous emissions from forest fires are small, the fire-induced mortality and subsequent decomposition cause legacy fluxes which are closer to deforestation fire emissions in magnitude, highlighting their importance. Recent upturns in deforestation fire emissions were observed, including in conservation areas established before 2004. There is overall good agreement with previous instantaneous fire emission estimates from other approaches (GFED4s, GFED 500 m) while remaining disagreements highlight areas of uncertainties, such as combustion completeness values, which could benefit from additional field measurements and spatial modelling supported by EO products.
Outputs from this work can further be used to improve regional greenhouse gas budgets and inform emission reduction and mitigation efforts.

How to cite: Fawcett, D., Ng, L., Tai, A., Yan, X., Rosan, T., Silva Junior, C., Bastos, A., Ciais, P., Albergel, C., Aragão, L., and Sitch, S.: Carbon fluxes from different fire types in the Amazon and Cerrado biomes quantified using Earth-observation based modelling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6173, https://doi.org/10.5194/egusphere-egu23-6173, 2023.

Increasing extreme events and drastic shifts in the variability, intensity and frequency of droughts, heavy precipitation and frost are predicted to accompany further climate change. It is most likely that an increasing occurrence of such events will be accompanied by soil feedback of GHG emissions, particularly of nitrous oxide (N2O) known to be an extremely sensitive GHG. The increase in extreme events can lead to an increased occurrence of short-term emission pulses, referred to as ‘hot moments’, which can contribute significantly to the total annual N2O emission balance.
To account for this potential feedback to the climate system, biogeochemical models driven by climate projections of multi-model ensembles (CPM) can be used to generate scenarios observing future trends in N2O emission behavior.
Most commonly, the CPM average is used as climate input in biogeochemical models. While averaging CPM’s may provide the best overall comparison with real mean climate change, it poses the risk of ‘averaging out’ expected extreme events, thereby biasing soil-atmosphere feedbacks and future N2O emission trends! 

We follow the hypothesis, that for nitrogen-saturated soils as common in industrialized countries, the annual N2O emissions simulated by the averaged CPM differ from the average annual N2O emissions simulated by the individual CPM’s, as hot moment inducing extreme climate events are averaged as well.

For our biogeochemical model simulations, we used weather data from ten selected individual climate-projections based on the multi-model ensemble of the EURO-CORDEX initiative. To focus on the effects of climate and to exclude possible biases, remaining input parameters were unified, i.e., homogeneous soil horizons and a single crop rotation were assumed. In addition, each simulation period was initialised with the same parameters to exclude possible changes in fluxes resulting from soil carbon and nitrogen cycling.

First results with CANDY and LDNDC seem to support our hypothesis, showing that annual N2O emissions simulated with the averaged CPM differ clearly from those resulting from the output mean of the individual CPM’s.

This emphasises to consider using the averaged output based on individual CPM’s rather than relying solely on averaged CPM’s for predicting future N2O emission trends.

How to cite: Hey, L., F. Jungkunst, H., and H. E. Meurer, K.: A potential bias using averaged climate projection multi model ensembles when forecasting nitrous oxide emissions from soils under climate change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8208, https://doi.org/10.5194/egusphere-egu23-8208, 2023.

EGU23-8372 | Orals | BG1.7

Why atmospheric methane surged in 2020? 

Shushi Peng, Xin Lin, Rona Thompson, Yi Xi, Gang Liu, Xin Lan, Didier Hauglustaine, Benjamin Poulter, Michel Ramonet, Marielle Saumois, Yi Yin, Zhen Zhang, Bo Zheng, and Philippe Ciais

Methane (CH4) levels in the atmosphere increased by 15.1 ± 0.4 ppb in 2020, the highest annual increase from 1984 to 2020, despite a likely decrease in anthropogenic CH4 emissions during COVID-19 confinements. Here, we used bottom-up and top-down methods to quantify the changes in different sources of CH4, and in its atmospheric sink due to the hydroxyl radical (OH) in 2020 compared to 2019. Bottom-up methods showed that, globally, total anthropogenic emissions slightly decreased by ~1.2 Tg CH4 yr-1, fire emissions were lower than in 2019 by ~6.5 Tg CH4 yr-1, and wetland emissions increased by 6.0 ± 2.3 Tg CH4 yr-1. In addition to higher wetland emissions in 2020 than 2019 from bottom-up, we found a decrease of 1.6–1.8% in tropospheric OH concentration relative to 2019, mainly due to lower anthropogenic NOx emissions and associated lower free tropospheric ozone during the confinements. Based on atmospheric CH4 observations from the surface network, and considering the decrease in OH, using top-down inversions, we infer that global net emissions increased by 6.9 ± 2.1 Tg CH4 yr-1 in 2020 relative to 2019, while the global CH4 removal from reaction with OH in the atmosphere decreased in 2020 by 7.5 ± 0.8 Tg CH4 yr-1. Therefore, we attribute the positive growth rate anomaly of atmospheric CH4 in 2020 relative to 2019 to lower OH sink (53 ± 10%) and higher natural emissions (47 ± 16%), mostly from wetlands. Warmer and wetter climate conditions in the Northern Hemisphere promoted wetland emissions, but fires decreased in the Southern Hemisphere, compared to the previous year. Our study highlights that northern microbial emissions of CH4 are highly sensitive to a warmer and wetter climate and could act as a positive feedback in the future. Our study also hints that the global CH4 pledge must be implemented by taking into account NOx emissions trend, whose reduction lengthens the lifetime of atmospheric CH4.

How to cite: Peng, S., Lin, X., Thompson, R., Xi, Y., Liu, G., Lan, X., Hauglustaine, D., Poulter, B., Ramonet, M., Saumois, M., Yin, Y., Zhang, Z., Zheng, B., and Ciais, P.: Why atmospheric methane surged in 2020?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8372, https://doi.org/10.5194/egusphere-egu23-8372, 2023.

EGU23-9695 | ECS | Orals | BG1.7

Biomass recovery after fires dominates the carbon sink of boreal forests over the last three decades 

Yidi Xu, Philippe Ciais, Wei Li, Sassan Saatchi, Maurizio Santoro, Alessandro Cescatti, Dmitry Shchepashchenko, Guojin He, Ceccherini Guido, Jiaying He, Lei Fan, Martin Brandt, Rasmus Fensholt, Jean-Pierre Wigneron, Heather Kay, Stephen Sitch, Ana Bastos, Simon Bowing, François Ritter, and Ibrahim Fayad

Wildfires are an integral part of boreal forest dynamics. Understanding the carbon loss/recovery associated with fires is crucial to assess the stability of these slow-growing forests.  Yet, the carbon balance from fires and post-fire forest recovery remain uncertain at the biome scale due to the lack of spatial details about rates of forest regrowth. Here, we quantify carbon losses from fire emissions and gains from post-fire regrowth using high spatial-resolution satellite data and a bookkeeping model. We combined a 35-year long record of burned area from the Landsat satellites since 1985 with local biomass-age regrowth curves derived from high-resolution satellite-based above ground biomass (AGB) datasets. We found that forests in Eurasia tend to recover faster and reach higher biomass levels than those in North America. Young forests recovering from post-1985 wildfires produced a carbon sink of 652±200 TgC during the period 1985 to 2020. The additional recovery of older secondary forests that burned before 1985 further adds a cumulative sink of 1659±346 TgC. Comparatively, old-growth forests that did not burn accumulated 930±233 TgC during the period 1985-2020. This result shows 71% of the contemporary carbon sink in AGB is contributed by recovery from fires. After accounting for fire emissions each year and for the slow decay of coarse woody debris after burning, the net AGB carbon sink in boreal forests is 2108±234 TgC during 1985-2020. This study provides the first spatially explicit aboveground observation-based carbon budget of boreal forests and provides insights on the key factors that will control its future evolution.

How to cite: Xu, Y., Ciais, P., Li, W., Saatchi, S., Santoro, M., Cescatti, A., Shchepashchenko, D., He, G., Guido, C., He, J., Fan, L., Brandt, M., Fensholt, R., Wigneron, J.-P., Kay, H., Sitch, S., Bastos, A., Bowing, S., Ritter, F., and Fayad, I.: Biomass recovery after fires dominates the carbon sink of boreal forests over the last three decades, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9695, https://doi.org/10.5194/egusphere-egu23-9695, 2023.

EGU23-10462 | Posters virtual | BG1.7

An assessment of sea-air CO2 flux in the Arctic Ocean from 1985 to 2018 

Sayaka Yasunaka, Manfredi Manizza, Jens Terhaar, Are Olsen, Ryohei Yamaguchi, Peter Landschützer, Eiji Watanabe, Dustin Carroll, Hanani Adiwira, Jens Müller, and Judith Hauck

As a contribution to the Regional Carbon Cycle Assessment and Processes phase 2 (RECCAP2) project, we present synthesized estimates of the Arctic Ocean CO2 uptake and their uncertainties from state-of-the-art surface ocean pCO2-observation products, global and regional ocean biogeochemical models and atmospheric inversions. For the period of 1985−2018, the Arctic Ocean represents a net sink of CO2 of 103 ± 19 TgC yr−1 in the pCO2 products and 92 ± 30 TgC yr−1 in the ocean biogeochemical models. While the long-term mean CO2 uptake in the Arctic Ocean is primarily caused by steady-state fluxes of natural carbon, it is enhanced 28% by the atmospheric CO2 increase and 15% by climate change. Moreover, the climate effect in the Arctic Ocean has become more important in recent years. The CO2 uptake peaks in late summer and early autumn, and is low in winter because the sea ice cover inhibits sea-air fluxes. The annual mean of CO2 uptake increased due to the decreasing sea ice concentration both in the pCO2 products and the ocean biogeochemical models. Both, the mean CO2 uptake and the trend, is substantially weaker in the atmospheric inversions. Uncertainty across all estimates is large especially in the estimated surface ocean pCO2 values in the East Siberian Sea and the Laptev Sea, due to scarcity of observations and missing processes in models, such as land-sea fluxes and sediment dynamics.

How to cite: Yasunaka, S., Manizza, M., Terhaar, J., Olsen, A., Yamaguchi, R., Landschützer, P., Watanabe, E., Carroll, D., Adiwira, H., Müller, J., and Hauck, J.: An assessment of sea-air CO2 flux in the Arctic Ocean from 1985 to 2018, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10462, https://doi.org/10.5194/egusphere-egu23-10462, 2023.

An increasing trend is observed in the frequency of climate extremes. Drought is a widely observed extreme event that has a significant influence on the terrestrial ecosystem functioning and carbon balance. Interannual variability in the Indian summer monsoon (ISM) rainfall, an important meteorological phenomenon providing 90 percent of the country’s annual precipitation, also significantly influences the vegetation carbon processes and carbon balance. Identifying the changes in vegetation greenness and terrestrial carbon fluxes to droughts and variability in ISM is essential for planning mitigation strategies and policy making. The main objective of this study is to identify the impact of drought and ISM variability in terrestrial biosphere carbon processes and their impact on the national carbon budget. Here we attempt a comprehensive study using different meteorological datasets available and CO​2 flux data prescribed from inversion, process-based, and LUE-based models to quantify the impact of extreme events and monsoonal variability on the ecosystem behavior and, thereby, on the atmosphere-biosphere  CO​2 exchange fluxes over the Indian region while considering prominent vegetation classes. We also use the inference from the satellite-derived  Solar Induced Fluorescence (SIF) and eddy covariance flux observations over the region. Preliminary results will be presented and discussed. 

How to cite: Ravi P, A. and K Pillai, D.: Assessing the impact of climate extremes and Indian summer monsoon variability on terrestrial biosphere carbon fluxes over Indian region using satellite observations and modeling., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10881, https://doi.org/10.5194/egusphere-egu23-10881, 2023.

EGU23-10894 | Orals | BG1.7

Seasonal variabiltiy of the surface ocean carbon cycle: a global synthesis 

Keith Rodgers and the RECCAP2 coauthors: seasonal variabiltiy in surface ocean carbon cycle

Here we present a synthesis of surface ocean pCO2 and air-sea CO2 flux seasonality for a modern climatology and      their decadal trends between the 1980s and 2010s, as part of the REgional Carbon Cycle Assessment and Processes Phase 2 (RECCAP2) project. Working with both surface ocean pCO2-observation products (pCO2 products) and global ocean biogeochemistry models (GOBMs), our main findings are: (i) Over biome scales, both pCO2 products and GOBMs confirm increases in the seasonal amplitude of pCO2 and integrated CO2 fluxes between 1985-1989 and 2014-2018. (ii) For the 2014-2018 climatology, GOBMs exhibit a systematic bias with too-weak biologically-driven seasonal variability in surface dissolved inorganic carbon (DIC), such that the pCO2 seasonal cycle in subtropical biomes is spuriously large and both the amplitude and phase of seasonal pCO2 variations diverge from those in the pCO2 products in subpolar and circumpolar biomes. (iii) Decadal increases in pCO2 seasonal cycle amplitude in subtropical biomes are attributed to being largely driven by reducing CO2 buffering capacity and increasing sensitivity to temperature due to increasing anthropogenic carbon (Cant) content insurface waters for both the pCO2 products and GOBMs. In subpolar and circumpolar biomes, the seasonality change for GOBMs is dominated by Cant invasion, whereas for pCO2 products modulations of the climate state are equally important. (iv) Considered together, the subtropical biomes exhibit decadal increases in CO2 flux seasonality that are larger during winter than summer, consistent with the mechanism described by Fassbender et al. (2022) and potentially promoting a negative feedback in the climate system by increasing the CO2 uptake in winter, by virtue of surface winds being stronger in winter than summer. (v) Large ensemble simulations with ESMs were applied to confirm the validity of biomes as aggregation domains for identifying forced signals. Despite compromises to DIC seasonality impacting pCO2 seasonality, the chosen biome-scale is appropriate for representing the decadal rate of increase of pCO2 seasonality for both GOBMs  and pCO2 products.

How to cite: Rodgers, K. and the RECCAP2 coauthors: seasonal variabiltiy in surface ocean carbon cycle: Seasonal variabiltiy of the surface ocean carbon cycle: a global synthesis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10894, https://doi.org/10.5194/egusphere-egu23-10894, 2023.

EGU23-11163 | ECS | Posters on site | BG1.7

A new gap-filling method to avoid systematic bias in carbon balance estimates in northern ecosystems 

Henriikka Vekuri, Juha-Pekka Tuovinen, Liisa Kulmala, Dario Papale, Pasi Kolari, Mika Aurela, Jari Liski, Tuomas Laurila, and Annalea Lohila

Climate change mitigation requires – besides greenhouse gas emission reductions – actions to increase carbon sinks and storages in terrestrial ecosystems. However, quantification of sources and sinks of carbon depends on reliable estimates of the net ecosystem exchange of carbon dioxide (CO2). This also involves the eddy covariance technique (EC), a key method to directly measure the CO2 fluxes between ecosystems and the atmosphere. Various methods have been used to impute, or gap-fill, missing EC data and previous comparisons have shown that the accuracy of the best-performing methods, e.g. the widely-used marginal distribution sampling (MDS), is reaching the noise limit of measurements. However, knowledge on the performance of gap-filling methods is lacking from northern ecosystems.

By analyzing an extensive global data set, we show that MDS causes significant carbon balance errors for northern ecosystems. MDS systematically overestimates the carbon dioxide (CO2) emissions of carbon sources and underestimates the CO2 sequestration of carbon sinks. We discuss reasons for the errors and show how a machine learning method called extreme gradient boosting or a modified version of MDS can be used to minimize the northern site bias.

How to cite: Vekuri, H., Tuovinen, J.-P., Kulmala, L., Papale, D., Kolari, P., Aurela, M., Liski, J., Laurila, T., and Lohila, A.: A new gap-filling method to avoid systematic bias in carbon balance estimates in northern ecosystems, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11163, https://doi.org/10.5194/egusphere-egu23-11163, 2023.

EGU23-11303 | ECS | Posters on site | BG1.7

Recent methane trends derived from S5P/TROPOMI data 

Jonas Hachmeister, Oliver Schneising, Michael Buchwitz, John P. Burrows, Justus Notholt, and Matthias Buschmann

Methane (CH4) has a relatively long tropospheric lifetime and is consequently a well-mixed greenhouse gas. CH4, released by several
types of human activity and natural processes, is one important driver of climate change. The global mean concentration of CH4 has
increased by 156% between the beginning of the industrial revolution around 1750 and 2019, reaching roughly 1866 ppb in 2019 (IPCC).
The time dependence of this increase is not well understood. For example, it is not entirely clear why CH4 growth rates reached record 
high values in 2020 and 2021. Furthermore, the number of published growth rates (annual methane increases) is limited and includes data
from NOAA and the Copernicus Climate Change Service. Hence the rate of increase of CH4 calculated from independent data sources are
valuable for cross-verification and in furthering our understanding of the methane cycle.
The TROPOMI instrument onboard the Sentinel-5P satellite provides daily CH4 data with a spatial resolution of roughly 7x7 km²
and global coverage. We analyze the TROPOMI CH4 data with the goal of determining robust values of the annual methane increases (AMI)
for both global and zonally resolved data. For this we utilize a dynamic linear model approach to separate the underlying methane level,
the seasonal and short-term variations. The AMIs are defined as the difference in the underlying (i.e. fitted) methane level between
the first and last day of a year. In this contribution, we present first results for global and zonal TROPOMI AMIs for the years 2019-2022.
We compare the resulting global TROPOMI AMIs with data from NOAA and Copernicus and discuss the distribution of zonal AMIs for the given years.

How to cite: Hachmeister, J., Schneising, O., Buchwitz, M., Burrows, J. P., Notholt, J., and Buschmann, M.: Recent methane trends derived from S5P/TROPOMI data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11303, https://doi.org/10.5194/egusphere-egu23-11303, 2023.

EGU23-12203 | ECS | Posters on site | BG1.7

Fire emission estimates for Australian extreme fire season 2019/2020 using FLEXPART  

Ines Dillerup, Christopher Lüken-Winkels, Eva-Marie Metz, Sanam Vardag, Nicholas Deutscher, David Griffith, and André Butz

In Australia, increasing temperatures and prolonged drought periods lead to an intensification of wildfires. In particular, severe fires are expected to occur more frequently in Southeast Australia’s eucalyptus forests leading to strongly enhanced CO2 emissions and preventing the renewed uptake of the released CO2 by vegetation. However, current fire emission estimates presented by conventional fire emission databases show significant discrepancies in their emission estimates of extreme fire events like the Australian fire season 2019/2020.

Here, we investigate the fire emissions released during the Australian summer 2019/2020 based on total column measurements of CO2 and CO using the Lagrangian Particle Dispersion Model FLEXPART. We calculate footprints and backward trajectories of trace gases to inversely retrieve carbon emission estimates. In a first case study we focus on TCCON total column measurements of CO and CO2 taken in Wollongong located close to the hot-spot of eucalyptus fires. As the measurements show a significant enhancement of all mentioned tracers during the fire event, FLEXPART is used to calculate emission estimates for southeast Australia. Furthermore, we retrieve emission factors between the trace gases. Our results are compared to the conventional databases like GFED, GFAS and FINN and emission estimates published by other studies.

How to cite: Dillerup, I., Lüken-Winkels, C., Metz, E.-M., Vardag, S., Deutscher, N., Griffith, D., and Butz, A.: Fire emission estimates for Australian extreme fire season 2019/2020 using FLEXPART , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12203, https://doi.org/10.5194/egusphere-egu23-12203, 2023.

EGU23-12424 | ECS | Posters on site | BG1.7

Constraining land surface CO2 fluxes by ecosystem and atmospheric observations using atmospheric transport 

Samuel Upton, Wouter Peters, Markus Reichstein, Santiago Botia, Fabian Gans, Basil Kraft, and Ana Bastos

The growth rate of atmospheric CO2 mole fractions can be measured with high accuracy, but there are still large uncertainties in our ability to separate anthropogenic and natural sources and sinks. One major source of uncertainty is the net flux of carbon from the biosphere to the atmosphere, or Net Ecosystem Exchange (NEE). There are two major approaches to quantifying NEE; top-down approaches that typically use atmospheric inversions, and bottom-up estimates using process-based or data-driven terrestrial biosphere models, upscaled to the regional or global scale. Both approaches have known limitations. A system that harmonizes these approaches, providing a high-quality estimate of the spatial distribution of NEE, and an accurate integral of NEE at regional and global scales, would improve our ability to model the full carbon budget. With other component fluxes, a harmonized product could help improve our monitoring of regional and national greenhouse gas budgets, and thus verify the trajectory towards CO2 emission goals.

This study builds upon our previous work that connected the bottom-up eddy-covariance model to top-down estimates of regional NEE from atmospheric inversions using fixed regional linear oper-ators. That work demonstrated that top-down estimates of atmospheric CO2 provide an important additional constraint to a data-driven bottom up model. The use of top-down constraints improved the regional and global upscaling of NEE, leveraging the strengths of the two different approaches. However, the previous work had a simplified computational link between the top-down and bottom-up fluxes of NEE, and did not access the very large volume of atmospheric observations of atmospheric CO2. Here, we replace the regional atmospheric inversion estimates of NEE with direct observations of the atmospheric mole fractions of CO2. The fixed regional linear operators are replaced by estimating the near-field sources of an observation using an atmospheric transport model. For training, the bottom-up model is run for the source locations. We apply this technique to observations from to tropical, extra-tropical and boreal tall-tower sites over different meteorological conditions where we infer NEE from the observed atmospheric mole fraction, corrected for CO2 background and non-biogenic CO2 fluxes. This inference is combined in the objective function with tower-level inferences, and directly used to update the bottom-up model. The model can ‘see’ more varied inputs in the dynamic footprints, and the size of our pool of training data is increased. The new process improves our ability to accurately infer the regional and global distribution of NEE by directly learning across spatial scales, using diverse observations of CO2.

How to cite: Upton, S., Peters, W., Reichstein, M., Botia, S., Gans, F., Kraft, B., and Bastos, A.: Constraining land surface CO2 fluxes by ecosystem and atmospheric observations using atmospheric transport, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12424, https://doi.org/10.5194/egusphere-egu23-12424, 2023.

EGU23-12786 | Orals | BG1.7

Constraining regional and global ocean carbon fluxes in RECCAP2 

Judith Hauck, Nicolas Gruber, Masao Ishii, and Jens Daniel Müller and the RECCAP2 ocean chapter leads

Keeping global warming in line with the Paris Agreement requires rapid reductions in CO2 emissions. Tracking these reductions demands a thorough bookkeeping of natural and anthropogenic carbon fluxes. The second REgional Carbon Cycle Assessment and Processes (RECCAP2) activity of the Global Carbon Project aims to accurately assess land and ocean CO2 sources and sinks through the efforts of hundreds of scientists around the globe. 

For the ocean component, regional budgets are developed for the global ocean and five large regions for the period 1980-2018. In addition, four ‘special focus’ themes, namely the biological carbon pump, the seasonal cycle, the coastal ocean and model evaluation are addressed. We use state-of-the-art ocean models and observation-based datasets to provide robust estimates of regional CO2 budgets and constrain their uncertainties. Here, we will provide an overview of RECCAP2 activities, and showcase key results focusing on mean ocean carbon fluxes, and their trends and variability.

How to cite: Hauck, J., Gruber, N., Ishii, M., and Müller, J. D. and the RECCAP2 ocean chapter leads: Constraining regional and global ocean carbon fluxes in RECCAP2, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12786, https://doi.org/10.5194/egusphere-egu23-12786, 2023.

EGU23-12963 | ECS | Posters on site | BG1.7

High-resolution quantification of aboveground carbon change over the tropics 

Yu Feng, Philippe Ciais, Yidi Xu, Jean-Pierre Wigneron, Xiaojun Li, and Lei Fan

Tropical ecosystems play an important role in regulating the global carbon balance. Existing studies have extensively analyzed the carbon dynamics of tropical forests, the largest terrestrial component of the global carbon budget, showing a likely neutral contribution of tropical forests to the global carbon cycle. However, high-resolution dynamics of aboveground carbon (AGC) change of the whole tropical terrestrial ecosystem and its processes remain rarely investigated. In this study, we first used low-frequency L-band passive microwave observations to derive wall-to-wall maps of annual AGC stocks over the tropics at 25-km spatial resolution. Using high-resolution satellite observations of land-cover change and biomass maps and random forest models, we separated the AGC stock into various ecosystems, including forest, shrub, and short-vegetation (grass and crop), and attributed the change to different degradation processes such as fires and deforestation at 100-m resolution. Our preliminary results show that total AGC stocks in tropical ecosystems increased by  +2.25 [+1.19,+3.29] PgC (the range represents the minimum and maximums of the multiple estimates) from 2010 to 2020. The coast of Brazilian Mata Atlantica, Central African Republic, and east Tanzania are the hotspots of net increase, while the Arc of Deforestation in the Amazon basin and the Congo Basin show substantial net losses. Gross losses from non-fire deforestation and fire totaled -1.62 [-1.38,-1.86] PgC yr-1. We also observed strong recovery in African burned regions, possibly due to post-fire regrowth and additional recovery resulting from declining fires in the region. Our results highlight the importance of explicit temporal and spatial mapping of tropical carbon dynamics at high resolution, which can help us better understand the role of tropical terrestrial ecosystems in the global carbon cycle.

How to cite: Feng, Y., Ciais, P., Xu, Y., Wigneron, J.-P., Li, X., and Fan, L.: High-resolution quantification of aboveground carbon change over the tropics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12963, https://doi.org/10.5194/egusphere-egu23-12963, 2023.

EGU23-13759 | Orals | BG1.7

An assessment of CO2 storage and sea-air fluxes for the Atlantic Ocean and Mediterranean Sea between 1985 and 2018  

Fiz F. Perez, Marion Gehlen, Jerry Tjiputra, Are Olsen, Meike Becker, Marta Lopez-Mozos, Jens D. Müller, Nadine Goris, and Judith Hauck

The dynamic and thermohaline characteristics of the Atlantic Ocean linked to the Atlantic Meridional Overturning Circulation (AMOC) give it a specific role in the accumulation of heat and CO2, either of natural or anthropogenic origin (Cant), from the surface layer to the deep waters, significantly mitigating the impacts of anthropogenic climate change. Here, we evaluate the annual mean, long-term trends, seasonal cycle and interannual variability of net sea-air CO2 fluxes (FCO2) between 1985 and 2018 based on observation products (pCO2-products) and global ocean biogeochemical models (GOBMs) for the Atlantic from 30ºS to the Nordic Seas (~79ºN) and the Mediterranean. The mean contemporary FCO(sum of anthropogenic and natural components) is estimated to be 0.362 ± 0.067 and 0.47 ± 0.15 Pg C yr-1 using pCO2-products and GOBMs, respectively. The GOBMs show consistent growth trends in CO2 uptake with rates similar to the atmospheric CO2 growth, however trends obtained from CO2-products show a sharp increase from the pre-2000 period to the post-2000 period. There is overall agreement between pCO2-products and GOBMs results for mean values, seasonal cycle and interannual variability in all biomes, except for the North Atlantic subpolar biome, where pCO2-products show lower mean values, larger trends, and a different seasonal cycle than GOBMs. The GOBMs and pCO2-products show very concordant values in equatorial and subtropical regions, where CO2 variability is strongly determined by temperature. For the period 1994-2007, GOBMs show concordant values in annual Cant storage rate with carbonate marine system observations (Gruber et al., 2019) with values of 0.506 ± 0.106 Pg C yr-1 vs 0.673 ± 0.066 Pg C yr-1, respectively. The Cant storage rate agreement between GOBMs and observations are also registered in the different biomes, although in both permanently stratified subtropical in North and South Atlantic biomes, the storage rates in GOBMs show a larger spread with their mean values 30 and 40% lower than those estimated from observations. In general, the Atlantic accumulates more Cant than that inferred from the cumulative FCO2 changes, partly due to a significant lateral Cant transport from the Southern Ocean (about 30%).

How to cite: Perez, F. F., Gehlen, M., Tjiputra, J., Olsen, A., Becker, M., Lopez-Mozos, M., Müller, J. D., Goris, N., and Hauck, J.: An assessment of CO2 storage and sea-air fluxes for the Atlantic Ocean and Mediterranean Sea between 1985 and 2018 , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13759, https://doi.org/10.5194/egusphere-egu23-13759, 2023.

EGU23-13792 | Orals | BG1.7

Impacts of land use and environmental change on the Eastern European land carbon sink 

Karina Winkler, Hui Yang, Raphael Ganzenmüller, Richard Fuchs, Guido Ceccherini, Grégory Duveiller, Giacomo Grassi, Julia Pongratz, Ana Bastos, Anatoly Shvidenko, Arnan Araza, Martin Herold, and Philippe Ciais

Land-based mitigation is essential in reducing carbon emissions. Yet, the attribution of land carbon fluxes to their sinks and sources remains highly uncertain, in particular for the forest-rich but data-poor region of Eastern Europe. Here we integrate various data sources (from top-down and bottom-up modelling, earth observation, inventories) to show that Eastern Europe accounted for an annual aboveground biomass (AGB) carbon sink of ~0.49 GtC in 2010‑2019, or about 75% of the entire European carbon uptake. However, we find that the land-based carbon sink is declining. This declining trend is mainly driven by changes in land use and land management, but also by increasing natural disturbances due to ongoing climate change. Despite the high overall importance of environmental factors such as soil moisture, nitrogen and CO2 for enhancing the land-based carbon sink, we find indicators of a saturation effect of the regrowth in abandoned former agricultural areas, combined with an increase in wood harvest, particularly in European Russia. Our results contribute to a better understanding of the regional carbon budget of Eastern Europe and its trend. This study sheds light on land use and management as drivers of the land-based carbon sink and their role for climate mitigation.

How to cite: Winkler, K., Yang, H., Ganzenmüller, R., Fuchs, R., Ceccherini, G., Duveiller, G., Grassi, G., Pongratz, J., Bastos, A., Shvidenko, A., Araza, A., Herold, M., and Ciais, P.: Impacts of land use and environmental change on the Eastern European land carbon sink, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13792, https://doi.org/10.5194/egusphere-egu23-13792, 2023.

EGU23-14171 | ECS | Posters on site | BG1.7

Numerical simulation of the atmospheric CH4 increase and the corresponding decrease of δ13C(CH4) after 2007 

Anna-Leah Nickl, Franziska Winterstein, and Patrick Jöckel

The global atmospheric CH4 growth rate stagnated between 2000 and 2007, and has continued to grow since 2007. This renewed CH4 rise has been analysed with respect to a 2007 onward decline in  δ13C(CH4), indicating changes in the relative contribution of CH4 sources. However, this is still subject to debate and a variety of hypotheses have been put forward. In our work, we present numerical sensitivity simulations that investigate the impact of different inventories of methane emission fluxes on the globally averaged δ13C(CH4) signature. We apply the state-of-the-art global chemistry-climate model EMAC and use a simplified approach to simulate methane loss. We include methane isotopologues and take the kinetic isotope effects in physical and chemical processes into account. We further consider regional differences in the isotopic signatures of individual emission source categories, such as, for example, the differences between signatures of tropical and boreal wetlands emissions. Based on recent emission inventories and isotopic source signatures from the literature, our chemistry climate model reproduces the actual atmospheric methane and δ13C(CH4) distribution adequately. We show that our setup is suitable to constrain the individual influence of different CH4 sources on the global average δ13C(CH4). We further present an approach to optimize the global methane level with respect to station measurements probing for a strategy to include the isotopic information into such an optimization process.

How to cite: Nickl, A.-L., Winterstein, F., and Jöckel, P.: Numerical simulation of the atmospheric CH4 increase and the corresponding decrease of δ13C(CH4) after 2007, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14171, https://doi.org/10.5194/egusphere-egu23-14171, 2023.

EGU23-15006 | ECS | Orals | BG1.7

A comprehensive synthesis of anthropogenic and natural sources and sinks of Australasia carbon budget (2010-2019) 

Yohanna Villalobos, Pep Canadell, Peter Briggs, Ian Harman, Elizabeth D. Keller, Beata Bukosa, Sara E. Mikaloff-Fletcher, Ben Smith, Miko UF. Kirschbaum, Donna Giltrap, Liyin Liang, Ronny Lauerwald, Judith Rosentreter, Taylor Maavara, Laure Resplandy, Peter J. Rayner, Eva Schöemann, and Sourish Basu

Accurate national carbon budget assessments allow nations to evaluate their progress in cutting carbon emissions and therefore be aligned with the Paris Climate Agreement goals. To support the initiative of The REgional Carbon Cycle Assessment and Processes (RECCAP-2), we built a synthesis of the Australasia (Australia and New Zealand) terrestrial carbon budget for 2010-2019 based on top-down and bottom-up approaches. Major carbon flux components in the bottom-up budget (e.g., net primary productivity and heterotrophic respiration) were simulated by CABLE model, Biome-BGC model and Cewn simulations. In addition, this budget include carbon flux components from the land-ocean aquatic continuum, such as inland waters, estuaries, blue carbon ecosystems, and continental shelves and carbon fluxes embodied in trade (export and import) of crops, woods, livestock and fossil fuel. We reconciled Australia and New Zealand bottom-up budgets separately with fluxes derived from regional and global OCO-2, GOSAT flux inversions, as well as fluxes obtained from in-situ measurement only (CarbonWatchNZ). We found that annual mean budgets for Australia agree relatively well (within the uncertainty range) with regional and global top-down GOSAT and OCO-2 flux estimates. New Zealand's annual bottom-up carbon budget also agrees relatively well with fluxes derived from CarbonWatchNZ inversion and GOSAT but disagrees with global flux estimates from OCO-2.

How to cite: Villalobos, Y., Canadell, P., Briggs, P., Harman, I., Keller, E. D., Bukosa, B., Mikaloff-Fletcher, S. E., Smith, B., Kirschbaum, M. UF., Giltrap, D., Liang, L., Lauerwald, R., Rosentreter, J., Maavara, T., Resplandy, L., Rayner, P. J., Schöemann, E., and Basu, S.: A comprehensive synthesis of anthropogenic and natural sources and sinks of Australasia carbon budget (2010-2019), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15006, https://doi.org/10.5194/egusphere-egu23-15006, 2023.

EGU23-15146 | ECS | Orals | BG1.7

A new approach for estimating anthropogenic carbon relying on an observational back-calculation method 

Marta López-Mozos, Fiz F. Pérez, Lidia I. Carracedo, Geoffrey Gebbie, and Antón Velo

Around 31% of carbon dioxide derived from human activities (Canth) has been absorbed by the ocean (DeVries, 2014; Gruber et al., 2019; Sabine et al., 2004). This accumulation helps to mitigate atmospheric carbon dioxide (CO2), but in turn leads to severe consequences on marine systems (IGBP, IOC, SCOR, 2013). Both components of CO2, i.e. anthropogenic and natural, present high variability and uncertainties difficult to observe and quantify. In particular, the Canth signal represents a small fraction of the total dissolved inorganic carbon pool (CT) and it is not directly distinguishable from the natural component, resulting in the emergence of back-calculation techniques (Brewer 1978; Chen and Millero, 1979) to derive it indirectly. Over the years, back-calculation techniques have undergone remarkable improvements (Gruber et al., 1996; Sabine et al., 2004; Touratier et al., 2004, 2007; Vázquez-Rodríguez et al., 2009a, 2009b, 2012), resulting in different methods for estimating Canth that, despite providing helpful and advanced results, show various biases and limitations. Here, we present a new approach for estimating Canth that relies on a back-calculation methodology, purely based on carbon data, and provides results that show good agreement with previous global Canth climatologies. Our approach mainly differs from previous methodologies by pioneering using the transport matrix output from a data‐assimilating ocean circulation inverse model (TMI: Total Matrix Intercomparison; Gebbie and Huybers, 2010) to obtain preformed properties, instead of the historical use of Optimum Multiparameter analysis (OMP). This improvement prevents from the need to use (sub)surface-property linear regressions to estimate preformed alkalinity or air-sea CO2 disequilibrium, and allows introducing different corrections for denitrification and, as a novelty, oxygen disequilibrium.

How to cite: López-Mozos, M., Pérez, F. F., Carracedo, L. I., Gebbie, G., and Velo, A.: A new approach for estimating anthropogenic carbon relying on an observational back-calculation method, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15146, https://doi.org/10.5194/egusphere-egu23-15146, 2023.

EGU23-15166 | ECS | Posters virtual | BG1.7

Significance of biological forcing on the spatio-temporal variability of carbon dioxide fluxes over the Northern Indian Ocean 

Lekshmi Krishna, Rishikesh Bharti, and Chandan Mahanta

The oceanic uptake and release of carbon dioxide (CO2) play a critical role in global carbon cycle since oceans can act both as sink and source of CO2 which vary spatially and temporally. The ocean primary productivity has significant effects on the CO2 flux, as it consumes the dissolved CO2 at the sea surface for the photosynthetic carbon production, reducing the surface carbon content, while higher production rates at surface layers cause higher respiration rates in the subsurface layers, thereby increasing the sea water CO2 partial pressures (pCO2) in these layers. Northern Indian Ocean is found to be a perennial source of CO2 and also one of the most productive regions of Indian Ocean, however, while the western sub basin acts as an annual source, the eastern counterpart is a seasonal sink, especially during the monsoon and winter seasons. The major factors contributing to its high productivity is the summer and winter blooms caused by the wind-driven upwelling and winter cooling as well as convective mixing. The present study attempts to understand the relation between the CO2 fluxes and primary productivity in the western and eastern sub basins of the northern Indian Ocean. The study divides the Sea in to North, West, East and Central parts based on the productivity and analyses the spatial and temporal variation of the CO2 exchange between the sea and atmosphere in connection with the primary production. Satellite as well as climatological data were used to derive the monthly CO2 fluxes and ocean primary productivity. Both sub basins exhibited high rates of productivity during the monsoon and winter seasons; high monsoon and winter CO2 outfluxes were observed over the western sub basin in the northern waters towards the coast, while the eastern basin was found to have strong influxes in both the seasons over the northern waters. Towards the open ocean part, both fluxes and productivity showed decreasing trends in the western basin, whereas, the eastern sub basin showed an increasing trend of CO2 outflux over the open ocean waters in the south. Surface stratification and limited nutrient availability have resulted in the low productivity rates during the pre- and post-monsoon seasons in both basins, while the absence of the surface mixing resulting from the stratification along with photosynthetic consumption lowered the fluxes. The primary production was observed to have a significant influence over the western basin fluxes while the fluxes over the eastern basin were primarily affected by the physical forcing i.e., the thermohaline stratification.

How to cite: Krishna, L., Bharti, R., and Mahanta, C.: Significance of biological forcing on the spatio-temporal variability of carbon dioxide fluxes over the Northern Indian Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15166, https://doi.org/10.5194/egusphere-egu23-15166, 2023.

EGU23-16001 | Orals | BG1.7

The land-to-ocean loops of the global carbon cycle: How much do we know about long-term trends and drivers of changes in CO2 fluxes ? 

Pierre Regnier, Laure Resplandy, Judith Rosentreter, Raymond Najjar, and Philippe Ciais

This contribution presents a new view of the global carbon cycle which accounts for the land-to-ocean transport of carbon through inland waters, estuaries, tidal wetlands and continental shelf waters—the ‘land-to-ocean aquatic continuum’ (LOAC). We highlight how biogeochemical and ecological processes from land-to-ocean have been perturbed by human interventions, including atmospheric composition change, climate change and land-use change. The extend to which these anthropogenic perturbations have altered regional and global CO2 budgets and trends along the LOAC are also presented and the knowledge gaps that are key to reduce uncertainties in future assessments of LOAC fluxes are identified. Finally, broader implications regarding the quantification of the terrestrial and open ocean sinks of anthropogenic carbon are briefly discussed 

How to cite: Regnier, P., Resplandy, L., Rosentreter, J., Najjar, R., and Ciais, P.: The land-to-ocean loops of the global carbon cycle: How much do we know about long-term trends and drivers of changes in CO2 fluxes ?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16001, https://doi.org/10.5194/egusphere-egu23-16001, 2023.

EGU23-16482 | Posters on site | BG1.7

Measurement of the isotopic signature of boreal wetland methane emissions 

Rebecca Fisher, Ceres Woolley Maisch, David Lowry, James France, Thomas Rockmann, Carina van der Veen, C. Mary R. Fowler, and Euan G. Nisbet

The use of δ2H as well as δ13C methane isotope measurements will help improve regional and global source apportionment and understanding of reasons for methane’s continued and accelerating growth. However more data on regional variability in isotopic signatures of the main sources is required as well as regular measurements of both isotopes in methane in background air.

Field campaigns across Canada in June 2022 and to northern Finland and Norway in August 2022 were carried out to collect air samples for methane δ13C and δ2H isotopic characterisation from boreal wetlands.

In Finland and Norway a road campaign with continuous measurements of methane mole fraction was carried out from Södankyla, Finland to Aidejavri, Norway, with a generally decreasing gradient in methane from south to north and this has been compared with land cover maps. Air samples for isotopic analysis were collected at Södankyla, Kaamanen and Lompolojänkkä fens in Finland and Aidejavri and Suossjavri degrading palsa mires in Norway. In Canada δ2H and δ13C isotopic signatures were determined in methane emitted by wetlands in northern Ontario including at Fraserdale, and northern Saskatchewan (East Trout Lake).

Overall the mean signatures of emissions from the boreal samples collected were -67‰ for δ13C and -320‰ for δ2H, but there was significant local variability when sampling air close to ground level. Aircraft campaigns would be a better way of identifying the integrated isotopic signature of regional wetland emissions (as demonstrated previously for δ13C signatures across northern European wetlands). Weekly sampling for methane δ13C and δ2H was started at Pallas Sammaltunturi in northern Finland in August 2022. These data will be used to identify the regional source signature of emissions.

How to cite: Fisher, R., Woolley Maisch, C., Lowry, D., France, J., Rockmann, T., van der Veen, C., Fowler, C. M. R., and Nisbet, E. G.: Measurement of the isotopic signature of boreal wetland methane emissions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16482, https://doi.org/10.5194/egusphere-egu23-16482, 2023.

EGU23-16842 | Orals | BG1.7

Magnitude, trends, and variability of the global ocean carbon sink from 1985-2018 

Timothy DeVries, Kana Yamamoto, and Rik Wanninkhof and the RECCAP2 Global Ocean Team

The RECCAP2 global ocean project provides an assessment of the mean, trends, and variability of the global ocean carbon sink for the period 1985-2018. The analysis is based on a comprehensive assessment of models and observation-based products, including global ocean biogeochemical models (GOBMs), pCO2 observation-based air-sea CO2 flux products, ocean data assimilation models, and DIC-observation based products. We find that the mean ocean CO2 sink from 1985-2018 is -1.7±0.3 PgC yr-1 as diagnosed by pCO2-observation based air-sea CO2 flux products. The dominant component of the global air-sea CO2 flux is the oceanic uptake of anthropogenic CO2, which is estimated at between -2.0 to -2.6 PgC yr-1 using a range of GOBMs, assimilation models and DIC-based products. The second largest component of the global air-sea CO2 flux is the outgassing of terrestrially-derived CO2, which is estimated at 0.65±0.3 PgC yr-1 but is not yet fully resolved by RECCAP2 models. The trend in the global air-sea CO2 flux from 1985-2018 ranges from -0.26 PgC yr-1 decade-1 in the GOBMs to -0.39 PgC yr-1 decade-1 in the pCO2 products. Over the 2001-2018 period, when the pCO2-based estimates benefit from improved data coverage, they predict a strengthening trend in the ocean carbon sink of -0.63 PgC yr-1 decade-1. This is driven primarily by the trend in anthropogenic carbon uptake of -0.41 PgC yr-1 decade-1, and secondarily by a climate-forced trend of -0.28 PgC yr-1 decade-1. This climate-forced strengthening of the ocean carbon sink since 2001 is not diagnosed in the GOBMs, and the reasons for this trend remain unclear. We find that the interannual to decadal variability of the global carbon sink is mainly driven by climate variability, with the climate-driven variability exceeding the CO2-forced variability by 2-3 times. GOBMs suggest that the climate-driven variability is about 4-8% of the global mean carbon sink, while the climate-driven variability is about 9-14% of the global mean flux in the observation-based pCO2 products. In all, the RECCAP2 analysis provides a state-of-the-art summary of our current knowledge of the ocean carbon sink, and the mechanisms driving its magnitude, trends, and variability over time.

How to cite: DeVries, T., Yamamoto, K., and Wanninkhof, R. and the RECCAP2 Global Ocean Team: Magnitude, trends, and variability of the global ocean carbon sink from 1985-2018, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16842, https://doi.org/10.5194/egusphere-egu23-16842, 2023.

EGU23-16920 | Orals | BG1.7

Greenhouse gas budget for South Asia region 

Atul Jain, Jatin Anand, Naveen Chandra, and Prabir Patra

Understanding climate change and possible solutions to recent increases in concentrations of major GHG concentrations dependent upon quantifying the emission inventory of these gases. The objective of this study, which is part of the Regional Carbon Cycle Assessment and Processes-2 (RECCAP2) project, is to estimate the country-specific GHGs budget (sources and sinks) for the South Asia (SA) region for the 2010s. The region comprises seven countries: Afghanistan, Bangladesh, Bhutan, India, Nepal, Pakistan, and Sri Lanka. Each country in the region is experiencing rapid changes due to the continuous development of agriculture, deforestation, reforestation, afforestation, and the increased demand for land for people to live in. In this study, we synthesize top-down (TD) and bottom-up (BU) model results and ground-based and other data sets to estimate the GHG emissions for carbon dioxide (CO2), methane (CH4), and nitrous oxide (N2O) due to anthropogenic and natural biospheric activities. Major contributing factors include net biome productivity, fossil fuel emissions, inland waters, and wetland and wet/dry soils. Our study shows that the SA region was the net source of atmospheric CO2 for the 2010s. BU estimates for CO2, CH4, and N2O emissions were 1974, 1047, and 715 Tg CO2eq, and TD estimates were 2010, 1247, and 799 Tg CO2 eq. The total GHG emission for the region based on BP and TD were 3736 and 4056 Tg CO2 eq. Among SA countries, India was the most significant contributor to the total GHG emission.

How to cite: Jain, A., Anand, J., Chandra, N., and Patra, P.: Greenhouse gas budget for South Asia region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16920, https://doi.org/10.5194/egusphere-egu23-16920, 2023.

EGU23-17328 | Orals | BG1.7

RECCAP2 – Southern Ocean carbon fluxes and storage 

Lavinia Patara, Judith Hauck, and Luke Gregor and the RECCAP2 Southern Ocean team

Cool temperatures, vigorous overturning circulation, and high biological productivity make the Southern Ocean a key region for the air-sea CO2 exchanges. It is also the main gateway for anthropogenic CO2 into the ocean owing to the upwelling of old water masses with low anthropogenic CO2 concentration, and the transport of the newly equilibrated surface waters into the ocean interior. Here we present results from the Southern Ocean chapter of RECCAP2, which is the Global Carbon Project’s second systematic study on Regional Carbon Cycle Assessment and Processes. We analyse Southern Ocean contemporary carbon fluxes and anthropogenic carbon accumulation in 1985-2018 from a wide range of global ocean biogeochemical models (GOBMs), surface ocean pCO2-based data products (pCO2-products), and data-assimilated models, with the aim of identifying patterns of regional and temporal variability, model limitations and future challenges. Our results highlight agreement of GOBMs and pCO2-products on the mean Southern Ocean contemporary CO2 uptake (0.75 ± 0.28 PgC yr-1 and 0.74 ± 0.07 PgC yr-1 respectively). Compared with RECCAP1 (where the database of model- and observation-based estimates was significantly smaller), the new estimates suggest a weaker sink, possibly due to better representation of winter outgassing. Strong discrepancies exist between GOBMs and pCO2-products in seasonality and trend estimates between 1985-2018. The pCO2-products show the presence of a stagnation in uptake through the 1990’s followed by a rapid increase in uptake, while GOBMs show consistent uptake throughout the 1985-2018 period. On a regional level, the subtropical seasonally stratified (STSS) biome has the largest air-sea CO2 flux with uptake of CO2 peaking in winter, whereas the ice (ICE) biome is characterised by a generally small magnitude of fluxes into and out of the ocean and a pronounced seasonal cycle with the largest ocean uptake of CO2 in summer. Connecting these two, the subpolar seasonally stratified (SPSS) biome has intermediate flux magnitude, with GOBMs showing spread in the strength of winter outgassing and difficulties in simulating the strongest CO2 uptake in summer. The biases in GOBMs originate mainly from the non-thermal component of air-sea CO2 flux, and in particular from the difficulty in simulating the competing effects of circulation and biology on carbon draw-down in summer. Our analysis reveals a distinct zonal asymmetry (secondary to the latitudinal gradient) between the Atlantic, Pacific and Indian sectors. The zonal asymmetry is observed in the mean uptake and amplitude of the seasonal cycle rather than the phasing of the seasonal cycle. GOBMs show a 20% spread and an overall underestimate of their simulated anthropogenic carbon accumulation, pointing to insufficient water mass formation and interior ventilation. These first results confirm the global relevance of the Southern Ocean carbon sink and highlight the strong regional and interannual variability of the Southern Ocean carbon uptake in connection to physical and biogeochemical processes. 

How to cite: Patara, L., Hauck, J., and Gregor, L. and the RECCAP2 Southern Ocean team: RECCAP2 – Southern Ocean carbon fluxes and storage, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17328, https://doi.org/10.5194/egusphere-egu23-17328, 2023.

In the wake of Chernobyl and Fukushima accidents radiocesium has become a radionuclide of most environmental concern. The ease with which this radionuclide moves through the environment and is taken up by plants and animals is governed by its chemical forms and site-specific environmental characteristics. Distinctions in climate and geomorphology, as well as 137Cs speciation in the fallout result in differences in migration rates of 137Cs in the environment and rates of its natural attenuation. In Fukushima areas 137Cs was found to be strongly bound to soil and sediment particles, its bioavailability being reduced as a result.  Up to 80% of the deposited 137Cs on the soil were reported to be incorporated in hot glassy particles (CsMPs) insoluble in water. Disintegration of these particles in the environment is much slower than of Chernobyl-derived fuel particles. The higher annual precipitation and steep slopes in Fukushima contaminated areas are conducive to higher erosion and higher total radiocesium wash-off. Typhoons Etou in 2015 and Hagibis in 2019 demonstrated the pronounced redistribution of 137Cs on river watersheds and floodplains, and in some cases natural self-decontamination occurred. Among the common features in 137Cs behavior in Chernobyl and Fukushima is a slow decrease in 137Cs activity concentration in small, closed, and semi-closed lakes and its particular seasonal variations: increase in summer and decrease in winter.

How to cite: Konoplev, A.: Fukushima and Chernobyl: similarities and differences of radiocesium behavior in the soil-water environment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1081, https://doi.org/10.5194/egusphere-egu23-1081, 2023.

After the Fukushima nuclear accident, atmospheric 134Cs and 137Cs measurements were taken in Fukushima city for 8 years, from March 2011 to March 2019. The airborne surface concentrations and deposition of radiocesium (radio-Cs) were high in winter and low in summer; these trends are the opposite of those observed in a contaminated forest area. The effective half-lives of 137Cs in the concentrations and deposition before 2015 (0.754 and 1.30 years, respectively) were significantly shorter than those after 2015 (2.07 and 4.69 years, respectively), which was likely because the dissolved radio-Cs was discharged from the local terrestrial ecosystems more rapidly than the particulate radio-Cs. In fact, the dissolved fractions of precipitation were larger than the particulate fractions before 2015, but the particulate fractions were larger after 2016. X-ray fluorescence analysis suggested that biotite may have played a key role in the environmental behavior of particulate forms of radio-Cs after 2014. 

Resuspension of 137Cs from the contaminated ground surface to the atmosphere is essential for understanding the long-term environmental behaviors of 137Cs. We assessed the 137Cs resuspension flux from bare soil and forest ecosystems in eastern Japan in 2013 using a numerical simulation constrained by surface air concentration and deposition measurements. In the estimation, the total areal annual resuspension of 137Cs is 25.7 TBq, which is equivalent to 0.96% of the initial deposition (2.68 PBq). The current simulation underestimated the 137Cs deposition in Fukushima city in winter by more than an order of magnitude, indicating the presence of additional resuspension sources. The site of Fukushima city is surrounded by major roads. Heavy traffic on wet and muddy roads after snow removal operations could generate superlarge (approximately 100 μm in diameter) road dust or road salt particles, which are not included in the model but might contribute to the observed 137Cs at the site.

The current presentation based on the two published papers: Watanabe et al., ACP, https://doi.org/10.5194/acp-22-675-2022 (2022) and Kajino et al., ACP, https://doi.org/10.5194/acp-22-783-2022 (2022). The presenters would like to thank all of the co-authors of the two papers for their significant contributions.

How to cite: Kajino, M. and Watanabe, A.: Eight-year variations in atmospheric radiocesium in Fukushima city and simulated resuspension from contaminated ground surfaces in eastern Japan, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1607, https://doi.org/10.5194/egusphere-egu23-1607, 2023.

EGU23-2540 | Posters on site | GI2.2

Hydrological setting control 137Cs and 90Sr concentration at headwater catchments in the Chornobyl Exclusion Zone 

Yasunori Igarashi, Yuichi Onda, Koki Matsushita, Hikaru Sato, Yoshifumi Wakiyama, Hlib Lisovyi, Gennady Laptev, Dmitry Samoilov, Serhii Kirieiev, and Alexei Konoplev

Concentration-discharge relationships are widely used to understand the hydrologic processes controlling river water chemistry. We investigated how hydrological processes affect radionuclide concentrations (137Cs and 90Sr) in surface water in the headwater catchment at the Chornobyl exclusion zone in Ukraine. In flat wetland catchment, the depth of saturated soil layer changed little throughout the year, but changes in saturated soil surface area during snowmelt and immediately after rainfall affected water chemistry by changing the opportunities for contact between suface water and the soil surface. On the other hand, slope catchments with little wetlands, the water chemistry in river water is formed by changes in the contribution of "shallow water" and "deep water" due to changes in the water pathways supplied to the river. Dissolved and suspended 137Cs concentrations did not correlate with discharge rate or competitive cations, but the solid/liquid ratio of 137Cs showed a significant negative relationship with water temperature, and further studies are needed in terms of sorption/desorption reactions. 90Sr concentrations in surface water were strongly related to water pathways for each the catchments. The contact between surface water and the soil surface and the change in the contribution of shallow and deep water to stream water could changes 90Sr concentrations in surface water for in wetland and slope catchments, respectively. In this study, we revealed that the radionuclide concentrations in rivers in Chornobyl is strongly affected by the water pathways at headwater catchments.

How to cite: Igarashi, Y., Onda, Y., Matsushita, K., Sato, H., Wakiyama, Y., Lisovyi, H., Laptev, G., Samoilov, D., Kirieiev, S., and Konoplev, A.: Hydrological setting control 137Cs and 90Sr concentration at headwater catchments in the Chornobyl Exclusion Zone, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2540, https://doi.org/10.5194/egusphere-egu23-2540, 2023.

EGU23-2561 | Posters on site | GI2.2

Dispersion of particle-reactive elements caused by the phase transitions in scavenging 

Kyeong Ok Kim, Vladimir Maderich, Igor Brovchenko, Kyung Tae Jung, Sergey Kivva, Katherine Kovalets, and Haejin Kim

A generalized model of scavenging of the reactive radionuclide 239,240Pu was developed, in which the sorption-desorption processes of oxidized and reduced forms on multifraction suspended particulate matter are described by first-order kinetics. One-dimensional transport-diffusion-reaction equations were solved analytically and numerically. In the idealized case of instantaneous release of 239,240Pu on the ocean surface, the profile of concentrations asymptotically tends to the symmetric spreading bulge in the form of a Gaussian moving downward with constant velocity. The corresponding diffusion coefficient is the sum of the physical diffusivity and the apparent diffusivity caused by the reversible phase transitions between the dissolved and particulate states. Using the method of moments, we analytically obtained formulas for both the velocity of the center mass and apparent diffusivity. It was found that in ocean waters that have oxygen present at great depths, we can consider in the first approximation a simplified problem for a mixture of forms with a single effective distribution coefficient, as opposed to considering the complete problem. This conclusion was confirmed by the modeling results for the well-ventilated Eastern Mediterranean. In agreement with the measurements, the calculations demonstrate the presence of a maximum that is slowly descending for all forms of concentration. The ratio of the reduced form to the oxidized form was approximately 0.22-0.24. At the same time, 239,240Pu scavenging calculations for the anoxic Black Sea deep water reproduced the transition from the oxidized to reduced form of 239,240Pu with depth in accordance with the measurement data.

How to cite: Kim, K. O., Maderich, ., Brovchenko, ., Jung, . T., Kivva, ., Kovalets, ., and Kim, .: Dispersion of particle-reactive elements caused by the phase transitions in scavenging, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2561, https://doi.org/10.5194/egusphere-egu23-2561, 2023.

EGU23-3049 | ECS | Posters on site | GI2.2

Changes in Air Dose Rates due to Soil Water Content in Forests in Fukushima Prefecture, Japan 

Miyu Nakanishi, Yuichi Onda, Hiroaki Kato, Junko Takahashi, Hikaru Iida, and Momo Takada

Radionuclides released and deposited by the 2011 Fukushima Daiichi Nuclear Power Plant accident caused an increase in air dose rates in forests in Fukushima Prefecture. It has been reported that air dose rates increase during rainfall, but we found that air dose rates decreased during rainfall in forests in Fukushima. This is said to be due to the shielding effect of soil moisture. This study aimed to develop a method for estimating changes in air dose rates due to rainfall even in the absence of soil moisture data. Therefore, we used the preceding rainfall (Rw), an indicator that also takes into account past rainfall; we calculated Rw in Namie-Town, Futaba-gun, Fukushima Prefecture from May to July 2020, and estimated air dose rates. In this area, air dose rates decreased with increasing soil moisture. Furthermore, air dose rates could be estimated by combining Rw with a half-life of 2 hours and 7 days, and by considering hysteresis in the absorption and drainage processes. The coefficient of determination (R2) exceeded 0.70 for the estimation of soil water content at this time. Furthermore, good agreement was also observed in the estimation of air dose rates from Rw (R2 > 0.65). The same method was used to estimate air dose rates at the Kawauchi site from May to July 2019. Due to the high water repellency of the Kawauchi site, the increase in soil water content was very small and the change in air dose rate was almost negligible when soil water content was less than 15% and rainfall was less than 10 mm. This study enabled the estimation of soil water content and air dose rate from rainfall and captured the effect of rainfall on the decreasing trend of air dose rate. Therefore, in the future, This study can be used as an indicator to determine whether temporary changes in air dose rates are caused by influences other than rainfall. This study also contributes to the improvement of methods for estimating external dose rates for humans and terrestrial animals and plants in forests.

How to cite: Nakanishi, M., Onda, Y., Kato, H., Takahashi, J., Iida, H., and Takada, M.: Changes in Air Dose Rates due to Soil Water Content in Forests in Fukushima Prefecture, Japan, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3049, https://doi.org/10.5194/egusphere-egu23-3049, 2023.

Wet scavenging modeling remains a challenge of the atmospheric transport of 137Cs following the Fukushima Daiichi Nuclear Power Plant accident, which significantly influences the detailed spatiotemporal 137Cs distribution. Till now, numerous wet deposition schemes have been proposed for 137Cs, but it is often difficult to evaluate them consistently, due to the limited resolution of meteorological field data and detailed differences in model implementations. This study evaluated the detailed behavior of 25 combinations of in- and below-cloud wet scavenging models in the framework of the Weather Research and Forecasting-Chemistry model, using high-resolution (1 km × 1 km) meteorological input. The above implementation enables consistent evaluation with great details, revealing complex local behaviors of these combinations. The 1-km-resolution simulations were compared with simulations obtained previously using 3-km-resolution meteorological field data, with respect to the rainfall pattern of the east Japan during the accident, atmospheric concentrations acquired at the regional SPM monitoring sites and the total ground deposition. The capability of these models in reproducing local-scale observations were also investigated with a local-scale observations at the Naraha site, which his only 17.5 km from the Fukushima Daiichi Nuclear Power Plant. The performance of the ensemble mean was also evaluated. Results revealed that the 1-km simulations better reproduce the cumulative rainfall pattern during the Fukushima accident than those revealed by the 3-km simulations, but showing with spatiotemporal variability in accuracy. And rainfall below 1 mm/h is critical for the simulation accuracy. Those single-parameter wet deposition models that rely solely on the rainfall showed improvements in performance in the 1-km simulations relative to that in the 3-km simulations, because of the improved rainfall simulation in the 1-km results. Those multiparameter models that rely on both cloud and rainfall showed more robust performance in both the 3-km and -1km simulations, and the Roselle–Mircea model presented the best performance among the 25 models considered. Besides rainfall, wind transport showed substantial influence on the removal process of atmospheric 137Cs, and it was nonnegligible even during periods in which wet deposition was dominant. The ensemble mean of the 1-km simulations better reproduces the high deposition area and the total deposition amount is closer to the observations than the 3-km simulation. At the local scale, the 1-km-resolution simulations effectively reproduced the 137Cs concentrations observed at the Naraha site, but with deviations in peak timing, mainly because of biased wind direction. These findings indicate the necessity of a multi-parameter model for robust regional-scale wet deposition simulation and a refined wind and dispersion model for local-scale simulation of 137Cs concentration.

How to cite: Zhuang, S., Dong, X., Xu, Y., and Fang, S.: Modeling and sensitivity study of wet scavenging models for the Fukushima accident using 1-km-resolution meteorological field data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4152, https://doi.org/10.5194/egusphere-egu23-4152, 2023.

EGU23-4697 | ECS | Orals | GI2.2

Quantifying the riverine sources of sediment and associated radiocaesium deposited off the coast of Fukushima Prefecture 

Pierre-Alexis Chaboche, Wakiyama Yoshifumi, Hyoe Takata, Toshihiro Wada, Olivier Evrard, Toshiharu Misonou, Takehiko Shiribiki, and Hironori Funaki

The Fukushima-Daiichi Nuclear Power Plant (FDNPP) accident trigged by the Great East Japan Earthquake and subsequent tsunami in March 2011 released large quantities of radionuclides in terrestrial and marine environments of Fukushima Prefecture. Although radiocaesium (i.e. 134Cs and 137Cs) activity in these environments has decreased since the accident, the secondary inputs via the rivers draining and eroding the main terrestrial radioactive plume were shown to sustain high levels of 137Cs in riverine and coastal sediments, which are likely deposited off the coast of the Prefecture. Accordingly, identifying the sources of sediment is required to elucidate the links between terrestrial and marine radiocaesium dynamics and to anticipate the fate of persistent radionuclides in the environment.

The objective of this study is to develop an original sediment source tracing technique to quantify the riverine sources of sediment and associated radionuclides accumulated in the Pacific Ocean. Target coastal sediment cores (n=6) with a length comprised between 20 and 60cm depth were collected during cruise campaigns between July and September 2022 at the Ota (n=2), Niida (n=1) and Ukedo (n=3) river mouths. Prior to gamma spectrometry measurements, sediment cores were opened and cut into 2 cm increments, oven-dried at 50°C for at least 48 hours, ground and passed through a 2-mm sieve.

Preliminary results regarding the spatial and depth distribution of radiocaesium in these samples show a strong heterogeneity, with highest radiocaesium levels (up to 134 ± 2 and 4882 ± 11 Bq kg-1 for 134Cs and 137Cs, respectively) found in coastal sediment cores located at the Ukedo river mouth. On the opposite, no trace or low levels of Fukushima-derived radiocaesium were found in the Niida and in one sediment core of the Ota River mouths. Additional measurements will be conducted to determine the physico-chemical properties of this sediment, in order to select the optimal combination of tracers, which will then be introduced into un-mixing models. This increase knowledge will undoubtedly be useful for watershed and coastal management in the FDNPP post-accidental context.

How to cite: Chaboche, P.-A., Yoshifumi, W., Takata, H., Wada, T., Evrard, O., Misonou, T., Shiribiki, T., and Funaki, H.: Quantifying the riverine sources of sediment and associated radiocaesium deposited off the coast of Fukushima Prefecture, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4697, https://doi.org/10.5194/egusphere-egu23-4697, 2023.

EGU23-4925 | Posters on site | GI2.2

Verification of reproductivity of 137Cs activity concentration in the database by an ocean general circulation model 

Daisuke Tsumune, Frank Bryan, Keith Lindsay, Kazuhiro Misumi, Takaki Tsubono, and Michio Aoyama

Radioactive cesium (137Cs) is distributed in the global ocean due to global fallout from atmospheric nuclear tests, release from reprocessing plants in Europe, and supply to the ocean due to the Fukushima Daiichi Nuclear Power Plant accident. In order to detect future contamination by radionuclides, it is necessary to understand the global distribution of radionuclides such as 137Cs. For this purpose, the IAEA is compiling a database of observation results (MARIS). However, since the spatio-temporal densities of observed data vary widely, it is difficult to obtain a complete picture from the database alone. Comparative validation using ocean general circulation model (OGCM) simulations is useful in interpreting these observations, and global ocean general circulation model (CESM2, POP2) simulations were conducted to clarify the behavior of 137Cs in the ocean. The horizontal resolution is 1.125° longitude and 0.28° to 0.54° latitude. The minimum spacing near the sea surface is 10 m, and the spacing increases with depth to a maximum of 250 m with 60 vertical levels. Climatic values were used for driving force. As a source term for 137Cs to the ocean, atmospheric fallout from atmospheric nuclear tests was newly established based on rainfall data and other data, and was confirmed to be more reproducible than before. Furthermore, the release from reprocessing plants in Europe and the leakage due to the accident at the Fukushima Daiichi Nuclear Power Plant were taken into account. 2020 input conditions were assumed to continue after 2020, and calculations were performed from 1945 to 2030. The simulated 137Cs activities were found to be in good agreement, especially in the Atlantic and Pacific Oceans, where the observed densities are large. On the other hand, they were underestimated in the Southern Hemisphere, suggesting the need for further improvement of the fallout data. 137Cs concentrations from the Fukushima Daiichi Nuclear Power Plant accident in March 2011 were generally in good agreement, although the reproducibility remained somewhat problematic due to insufficient model resolution. In other basins, the concentration characteristics were able to be determined, although the observed values were insufficient. Radioactivity concentrations of atmospheric nuclear test-derived 137Cs may continue to be detected in the global ocean after 2030. The results of this simulation are useful for planning future observations to fill the gaps in the database.

How to cite: Tsumune, D., Bryan, F., Lindsay, K., Misumi, K., Tsubono, T., and Aoyama, M.: Verification of reproductivity of 137Cs activity concentration in the database by an ocean general circulation model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4925, https://doi.org/10.5194/egusphere-egu23-4925, 2023.

EGU23-4947 | ECS | Posters on site | GI2.2

Vertical distribution of radioactive cesium-rich microparticles in forest soil of Hamadori area, Fukushima Prefecture 

Takahiro Tatsuno, Hiromichi Waki, Naoto Nihei, and Nobuhito Ohte

A lot of radionuclides were scattered after the Fukushima Daiichi Nuclear Power Plant (FDNPP) accident. Previous studies showed that there were FDNPP-derived radioactive cesium-rich microparticles (CsMPs) with the size of a few μm in the soil and river water around Fukushima Prefecture[1]. CsMPs have high radioactive cesium (Cs) concentration per unit mass, therefore they can be one of the factor in overestimating the Cs concentration in samples. Because Cs in CsMPs may not react directly with clay particles unlike the Cs ion in liquid phase, it is considered that CsMPs work as Cs carrier in soils[2]. However, unlike ionic Cs and Cs adsorbed onto clay particles, the distribution and dynamics of CsMPs in soils have not been clarified. In this study, we investigated vertical distribution of CsMPs in the forest soil and the soil properties in Fukushima Prefecture, Japan.

Soil samples were collected from the forest in the difficult-to-return zone, approximately 10 km away from the FDNPP. The undisturbed soil samples were collected from 0-35 cm soil depth at 5 cm intervals using core sampler to investigate soil properties. Furthermore, litter samples on the surface soil layer were collected. Using these samples, the vertical distribution of Cs concentration in the soil and Cs derived from CsMPs were investigated. Cs concentration in samples placed in 100 mL of U8 container was measured using a germanium semiconductor detector. Cs derived from CsMPs was evaluated using an Imaging plate with reference to the method ffor quantification of CsMPs[3].

Like Cs adsorbed on the soil, CsMPs were also mostly distributed in the soil surface layer between o and 5 cm of soil depth. We considered that straining may be one of the mechanism of CsMPs retention on the soil surface. Bradford et al. (2006) [4] showed that straining might be a significant mechanism for colloid retention when the average particle size in the porous medium is less than 200 times larger than the colloidal particle size. In this study, assuming the CsMPs size of approximately 1 µm, the average particle size of the soil collected from surface layer 0-5 cm was less than 200 times that of CsMPs. However, the average particle size decreased in deeper layer than 5 cm, therefore, it was considered that straining mechanism could be stronger.

This work was supported by FY2022 Sumitomo Foundation and FY2022 Internal Project of Institute of Environmental Radioactivity, Fukushima University.

 

References

[1] Igarashi, Y. et al., 2019. J. Environ. Radioact. 205–206, 101–118.

[2]  Tatsuno, T et al., 2022. J. Environ. Manage. 329, 116983.

[3] Ikehara et al., 2018. Environ. Sci. Technol. 52, 6390–6398.

[4] Bradford et al., 2003. Environ. Sci. Technol. 37, 2242–2250.

How to cite: Tatsuno, T., Waki, H., Nihei, N., and Ohte, N.: Vertical distribution of radioactive cesium-rich microparticles in forest soil of Hamadori area, Fukushima Prefecture, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4947, https://doi.org/10.5194/egusphere-egu23-4947, 2023.

EGU23-5042 | ECS | Posters on site | GI2.2

Changes in 90Sr transport dynamics in groundwater after large-scale groundwater drawdown in the vicinity of the cooling pond at the Chornobyl Nuclear Power Plant 

Hikaru Sato, Naoaki Shibasaki, Maksym Gusyev, Yuichi Onda, and Dmytro Veremenko

Migration of long-lived radioactive 90Sr introduced by nuclear accidents and radioactive waste requires long-term monitoring and protection management due to its half-life of 28.8 years and high mobility in water. Presently, 37 years have passed since the largest worldwide 90Sr contamination was released and deposited around the Chornobyl Nuclear Power Plant (ChNPP). In the vicinity of the ChNPP, the water level of the cooling pond (CP) has declined since May 2014 following the decommissioning phase of the Unit 3 reactor. The drawdown of the CP lowered the groundwater level in a massive vicinity (about 70 km2), and the change in the groundwater system due to the drawdown has caused concerns about possible changes in 90Sr concentrations in water and transport dynamics to the Pripyat River. Therefore, this study evaluated how 90Sr transport dynamics were influenced due to changes in the groundwater flow system from 2011 to 2020 based on observed data and results of the groundwater flow simulation in the CP vicinity.

The numerical simulation was conducted from 2011 to 2020 on monthly time-step using USGS MODFLOW with PM11 GUI and calibrated to groundwater heads measured at monitoring wells. In the location between the CP and the Pripyat River, estimated pore velocities near the river were reduced compared to velocities before the CP drawdown due to the decrease in the hydraulic gradient between the CP and the river. Decrease in groundwater velocity results decrease in groundwater discharge and delay of 90Sr transport. Therefore, the amount of 90Sr transported from the CP to the river is smaller than the period prior to the CP drawdown. The reduced 90Sr transport is expected to have less impact on the radioactivity in the river water even in the Pripyat River floodplain northwest of the CP where 90Sr concentrations significantly increased after the CP drawdown. In addition, the measured and simulated changes in groundwater flow direction and velocity suggested the possibility of 90Sr accumulation at the floodplain caused by stagnant groundwater from reduced velocity and additional 90Sr infiltration from surrounding ponds located at the Pripyat River floodplain. Therefore, enhancing the current monitoring of 90Sr concentrations near the floodplain would be needed for long-term monitoring and protection management to prevent the risk.

How to cite: Sato, H., Shibasaki, N., Gusyev, M., Onda, Y., and Veremenko, D.: Changes in 90Sr transport dynamics in groundwater after large-scale groundwater drawdown in the vicinity of the cooling pond at the Chornobyl Nuclear Power Plant, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5042, https://doi.org/10.5194/egusphere-egu23-5042, 2023.

The 3D model THREETOX was applied for the long-term simulation of the planned release of radioactively contaminated water from Fukushima storage tanks to marine environment. Two radionuclides were considered: 3H that has the largest activity in tanks and 129I that can caused the largest dose of radiation to human. The constant release rate of 3H equal to 22 TBq/y according to TEPCO estimations and the constant release rate of 129I equal to 361 MBq/y according to estimations from the current study were used in the simulations.

The THREETOX model used monthly averaged currents from the KIOST-MOM model. A dynamic food web model was included in the THREETOX model. In the model, organisms uptake the activity directly from water and through the food chain. The food chain consists of phytoplankton, zooplankton, non-piscivorous (prey) fish, and piscivorous (predatory) fish. In case of 129I, macro-algae was also considered. The modelling area covers Fukushima coastal waters and extends for 1600 km from the coast to the East. From North to South this area extends for 1300 km.

From model results, we can see how contamination will spread along the coast in different seasons. For example, in summer time the currents near the coast are directed to the North that leads to contamination of the Sendai Bay. This means that at different points along the coast, the concentration of radionuclides can periodically change according to currents that change during the year. Calculated concentrations of activity at several points along the coast of Japan, which correspond to largest cities in the area of interest, were extracted from model results. For example, calculated concentration of 3H in water in Tomioka point, which is quite close to FDNPP, sometimes can exceed 200 Bq/m3. In Soma point, the concentration will exceed 50 Bq/m3, while in point Iwaki-Onahama – 20 Bq/m3 at some moments of time. In other points, the calculated concentration of 3H in water will not exceed 10 Bq/m3 that is less than background concentration 50 Bq/m3. Concerning 129I, its maximum concentration in water will be around 10-3 – 10-2 Bq/m3 in points close to FDNPP and around 10-4 Bq/m3 in points further from the NPP that is around 100 000 times less than the calculated concentrations of 3H.

Calculated concentrations of OBT (organically bounded tritium) in predatory and prey fish are less than 0.01 Bq/kg in all points except FDNPP point where it is around 0.02 Bq/kg. This value is 10 times less than measured concentration of OBT in fish (0.2 Bq/kg) that was made in 2014 in the coastal area near the damaged NPP. Calculated concentrations of 129I in predatory and prey fish are in the range 10-6 – 10-4 Bq/kg in all considered points. Concentrations of 129I in macro-algae are about 100 times higher due to ability of iodine to accumulate in macro-algae. 

How to cite: Bezhenar, R., Takata, H., and Maderich, V.: Transport of H-3 and I-129 in water and their uptake by marine organisms due to the planned release of Fukushima storage water, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6019, https://doi.org/10.5194/egusphere-egu23-6019, 2023.

EGU23-6026 | Orals | GI2.2

Dynamic change of dissolved Cs-137 from headwaters to downstream in the Kuchibuto River catchment 

Yuichi Onda, Taichi Kawano, Keisuke Taniguchi, and Junko Takahashi

The Fukushima Daiichi Nuclear Power Plant (FDNPP) accident on March 11, 2011 resulted in the release of large amounts of radioactive cesium-137 (137Cs) into the environment. It is important to characterize the Cs-137 dynamics throughout the river from the headwaters to the downstream. Previous studies have suggested the importance of dissolved forms of Cs-137 in organic matter in small watersheds and dissolved forms in suspended solids in large watersheds. Since the concentration of suspended-form Cs has been shown to decrease significantly after decontamination in evacuated areas (Feng et al. 2022), this rapid decrease in suspended-form Cs-137 concentration can be used to determine the cause of dissolved-form Cs. Therefore, we attempted to evaluate whether the dissolved Cs-137 was derived from organic matter or suspended solids by comparing data before and after decontamination.

 The objective of this study is to compare the decreasing trends of Cs-137 concentrations in decontaminated and undecontaminated areas based on long-term monitoring of suspended solids, dissolved solids, and coarse organic matter Cs-137 concentrations since 2011. The study area includes four headwater basins and four river basins (eight sites in total) in the Kuchibuto River watershed in the Yamakiya district of Fukushima Prefecture, located approximately 35 km northwest of the FDNPP.

In the Kuchibuto River watershed, a large inflow of decontaminated soil with low Cs-137 concentrations due to an increase in the amount of bare land caused by decontamination resulted in a rapid decrease in the concentration of suspended-form 137Cs in the decontaminated area in the headwaters and in the upper reaches of the river. However, no clear effect of decontamination was observed in the concentrations of dissolved Cs-137 and Cs-137 in coarse organic matter. Comparison of the slopes of Cs-137 concentrations in the suspended, dissolved, and coarse organic matter showed that the slope of the dissolved form was similar to that of the coarse organic matter in the source watersheds, and similar to that of the SS in the downstream watersheds. These results suggest that the contribution of dissolved Cs-137 from organic matter in small watersheds and that from suspended solids in large watersheds is significant.

How to cite: Onda, Y., Kawano, T., Taniguchi, K., and Takahashi, J.: Dynamic change of dissolved Cs-137 from headwaters to downstream in the Kuchibuto River catchment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6026, https://doi.org/10.5194/egusphere-egu23-6026, 2023.

EGU23-10093 | Posters on site | GI2.2

Riverine 137Cs dynamics and remoralization in coastal waters during high flow events 

Yoshifumi Wakiyama, Hyoe Takata, Keisuke Taniguchi, Takuya Niida, Yasunori Igarashi, and Alexei Konoplev

Understanding riverine 137Cs dynamics during high-flow events is crucial for improving predictability of 137Cs transportation and relevant hydrological responses. It is frequently documented that the majority of 137Cs is exported during high-flow events triggered by intensive rainfall. Studies on 137Cs in coastal seawater suggested that a huge high-flow events resulted in high dissolved 137Cs concentration in seawater. Different temporal patterns of 137Cs concentrations in river water are found in the existing literature on 137Cs dynamics during high-flow events. Although such differences may reflect catchment characteristics, there is no comprehensive analysis for the relationships. This study explores catchment characteristics affecting 137Cs transport via river to ocean based on datasets obtained by sampling campaigns during high-flow events. 137Cs datasets obtained at 13 points in 6 river water systems were subject to the analysis. The analyses intended to explore relationship between catchment characteristics (scale and land use composition) and 137Cs dynamics in terms of variations in concentration, fluxes, and potential remobilization in seawater. We could not find any significant correlations between the parameters of catchment characteristics and mean values of normalized concentrations of 137Cs and apparent Kd. However, when approximating 137Cs concentrations and Kd value as a power function of suspended solid concentration (Y=α X^β), the power of β in the equations for dissolved 137Cs concentration and Kd showed negative and positive correlations with the logarithm of the watershed area, respectively, and the positive β was found when the catchment area was on the order of 100 km2 or larger and vice versa. This indicates that the concentration of dissolved 137Cs tends to decrease with increased water discharge in larger catchments for smaller catchments. These results suggest that the temporal pattern of dissolved 137Cs concentrations depends on watershed scale. 137Cs flux during a single event ranged from 1.9 GBq to 1.1 TBq and accounted for 0.00074% to 0.22% of total 137Cs deposited in relevant catchments. Particulate 137Cs flux accounted for more than 92% of total 137Cs flux, except for Ukedo River basin with a large dam reservoir. R-factor, an erosivity index in the Universal Soil Loss Equation model family, is a good parameter for reproducing sediment discharge and particulate 137Cs flux. Efficiency of particulate 137Cs flux, calculated by dividing the flux by R-factor of event, tended to be high in catchments with relatively low forest cover. Desorption ratio of 137Cs, obtained by 1-day shaking experiment of SS in seawater, ranged from 2.8 to 6.6%. The ratio was almost proportional of ratio of exchangeable 137Cs. The estimated amounts of desorbed 137Cs, obtained by multiplying particulate 137Cs and the desorption ratios, were greater than direct flux of dissolved 137Cs. Reanalysis of riverine 137Cs dataset in high flow events is revealing relationship between catchment characteristics and 137Cs dynamics. Further analyses, such as evaluation of decontamination impacts and inter-catchment comparisons of 137Cs fluxes, are required for better understanding.

How to cite: Wakiyama, Y., Takata, H., Taniguchi, K., Niida, T., Igarashi, Y., and Konoplev, A.: Riverine 137Cs dynamics and remoralization in coastal waters during high flow events, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10093, https://doi.org/10.5194/egusphere-egu23-10093, 2023.

EGU23-10539 | Posters on site | GI2.2 | Highlight

Long-term dynamics of 137Cs accumulation at an urban pond 

Honoka Kurosawa, Kenji Nanba, Toshihiro Wada, and Yoshifumi Wakiyama

It is known that the semi-enclosed water area such as pond and dam reservoir is readily subject to 137Cs accumulation because of the secondary inflow from the catchment area. We present the long-term monitoring data of the 137Cs concentration in bottom sediment and pond water in an urban pond located in the central area of Koriyama City, Fukushima Prefecture to discuss the 137Cs dynamics of the urban pond. The pond was decontaminated by the bottom sediment removal in 2017. The bottom sediment core and pond water were collected in 2015 and 2018-2021. The inflow and outflow water were collected in 2020-2021. The river water around the pond was collected in 2021. The bottom sediment and water samples were measured for 137Cs concentration, particulate size distribution, and N and C stable isotopes. Compared between 2015 and 2018, the 137Cs inventory and 0-10 cm depth of 137Cs concentration in the bottom sediment at 7 points were decreased by 81 % (mean 1.50 to 0.28 MBq/m2) and 85 % (mean 31.5 to 4.8 kBq/kgDW), respectively. Although mean 137Cs inventory in bottom sediment did not drastically change during 2018-2021, its variability became wider. Points with increased 137Cs inventory in bottom sediment showed year-by-year increase in thickness of layer with concentrations higher than 8 kBq/kgDW, a criterion for considered decontamination. The 137Cs concentration in suspended solids (SS) in pond water was lowered after decontamination, although it still remained above 8 kBq/kgDW. The 137Cs concentrations in SS of inflow water were also high, exceeding 8 kBq/kgDW. The 137Cs concentration in SS of the river water around the pond was higher when it passed through the urban area, suggesting that the inflow of particles from urban origin maintained high 137Cs level in the pond. 

How to cite: Kurosawa, H., Nanba, K., Wada, T., and Wakiyama, Y.: Long-term dynamics of 137Cs accumulation at an urban pond, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10539, https://doi.org/10.5194/egusphere-egu23-10539, 2023.

EGU23-10868 | Posters on site | GI2.2

Estimation of annual Cesium-137 influx from the FDNPP to the coastal water 

Shun Satoh and Hyoe Takata

Due to the accident at the Fukushima Daiichi Nuclear Power Plant (1F) in March 2011, radionuclides were introduced into the environment, and one of the release pathways to the ocean is the direct discharge from the 1F (on-going release). This was mainly caused immediately after the accident, but even now, the on-going release is continuing. In this study, firstly we estimated the on-going release of 137Cs from 1F over 10 years after the accident, using the TEPCO’s 137Cs monitoring results in the coastal area around 1F. Secondly, change in the monitoring data related to countermeasures by TEPCO (e.g. construction of iced walls) to reduce the introduction of contaminated water into the ocean or detect 137Cs in nearby seawater, so their effects on the on-going release estimation were also discussed. A box model including inside and outside of the port was assumed for the area around 1F, and the amount of 137Cs in the box was estimated (estimated value: modeled data). Then, the difference between the estimated value and the amount of 137Cs obtained from actual observed concentrations (measured value: monitoring data) was calculated. The result showed that the measured value was higher than the estimated value, suggesting the on-going release from 1F. As for decrease in monitoring data after the countermeasures, it is implied that the estimation of rate of on-going release has been reduced by the countermeasures.

How to cite: Satoh, S. and Takata, H.: Estimation of annual Cesium-137 influx from the FDNPP to the coastal water, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10868, https://doi.org/10.5194/egusphere-egu23-10868, 2023.

EGU23-11671 | Posters on site | GI2.2

Changes in Cs-137 concentrations in river-bottom sediments and their factors in Fukushima Prefecture rivers 

Naoyuki Wada, Yuichi Onda, Xiang Gao, and Chen Tang

The Fukushima Daiichi Nuclear Power Plant accident (FDNPP) in 2011 resulted in the release of large amounts of Cs-137 into the atmosphere. Cs-137 deposited on land was mainly distributed in forests, but some of it has been discharged to the sea through rivers. The dissolved and suspended forms of Cs-137 in rivers have been focused on, and it is known that the discharge mechanism and concentration formation of Cs-137 differ depending on the land use in the river basin. On the other hand, there are few cases that focus on the dynamics of Cs-137 in river bottom sediments. River-bottom sediment is less likely to flow downstream than suspended sediments, so contamination in the downstream area may be long-term.
We will clarify the migration mechanism of Cs-137 in rivers including river-bottom sediment.Therefore, we will analyze data collected from 2011 to 2018 in 89 watersheds in Fukushima prefecture. In analyzing the data, we removed sampling points with brackish water using electrical conductivity and corrected for particle size to standardize the surface area of particles that absorb Cs-137.As a result, it was found that unlike dissolved and suspended forms, the Cs concentration in river-bottom sediments can increase within the initial year. This is related to the average initial deposition in the watershed and the amount of initial deposition at the river-bottom sediment sampling sites, with a tendency to increase with relatively higher initial deposition in the upstream area. It was also known that the decrease in suspended Cs concentration was more pronounced when anthropogenic activities in the watershed were more active, but there was no clear relationship between land use in the watershed and changes in river-bottom sediment Cs concentration. This indicates that suspended sediment Cs concentrations are controlled by initial deposition to suspended sediment production sources, whereas river-bottom Cs concentrations are controlled by multiple factors such as sediment traction and Cs supply from river water.

How to cite: Wada, N., Onda, Y., Gao, X., and Tang, C.: Changes in Cs-137 concentrations in river-bottom sediments and their factors in Fukushima Prefecture rivers, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11671, https://doi.org/10.5194/egusphere-egu23-11671, 2023.

EGU23-12670 | ECS | Orals | GI2.2

Minimizing the loss of radioactively contaminated sediment from the Niida watershed (Fukushima, Japan) through spatially targeted afforestation. 

Floris Abrams, Lieve Sweeck, Johan Camps, Grethell Castillo-Reyes, Bin Feng, Yuichi Onda, and Jos Van Orshoven

Government-led decontamination of agricultural land in the Fukushima accident (2011) region has lowered the on-site radiation risk considerably. From 2013 to early 2017, 11.9% of the land in the Fukushima disaster affected Niida watershed in Japan was remediated through topsoil removal. However, this resulted in a 237.1% increase in suspended sediment loads in the river for 2016 compared to 2013.  In contrast, sediment loads decreased by 41% from 2016 to 2017; this can be attributed to the effect of natural vegetation restoration on sediment yield and transfer patterns (Bin et al., 2022). Since radiocaesium firmly binds to the clay minerals in the soil, it is inevitably transported along with the sediments downstream to the river systems. These observations confirm that rapid, spatially targeted interventions, such as revegetation, e.g., through afforestation, have the potential to decrease the magnitude and period of increased exports of contaminated sediments. The CAMF tool (Cellular Automata-based Heuristic for Minimizing Flow) (Vanegas et al., 2012) was originally designed to find the cells in a raster representation of a watershed for which afforestation would lead to a maximal reduction of sediment exports with minimal effort or cost while taking sediment flow from cell to cell into account. In our research, we adapted the CAMF tool to account for the radiocaesium budgets associated with the transported sediments. We applied the approach to the Niida catchment, where land-cover changes in upstream decontaminated regions are detected using drone imagery and linked to increased sediment loads in the Niida river using long-term river monitoring systems. For example In 2014, agricultural land (18.02 km2) was one of the major land uses in the regions where decontamination was ordered, resulting in increased sediment loads from 2014 to 2016. By recognizing both the on- and off-site impacts of the remediation interventions and their temporal dynamics, the modified CAMF tool offers scope for supporting the formulation of spatio-temporal schemes for the remediation of agricultural land. These schemes aim to decrease the radiation risk for downstream communities and minimize the potential recontamination of already decontaminated sites.

How to cite: Abrams, F., Sweeck, L., Camps, J., Castillo-Reyes, G., Feng, B., Onda, Y., and Van Orshoven, J.: Minimizing the loss of radioactively contaminated sediment from the Niida watershed (Fukushima, Japan) through spatially targeted afforestation., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12670, https://doi.org/10.5194/egusphere-egu23-12670, 2023.

EGU23-13366 | Orals | GI2.2

Similarity of long-term temporal decrease in atmospheric Cs-137 between Chernobyl and Fukushima 

Kentaro Akasaki, Shu Mori, Eiichi Suetomi, and Yuko Hatano

We compare the atmospheric concentrations of Cs-137 after a decade between Chernobyl and Fukushima cases. We plotted 8 datasets on log-log axes (5 cases in Chernobyl and 3 cases Fukushima) and found that they appear to follow a single function.

There have been measured the atmospheric concentration after the Chernobyl accident for more than 30 years [1]. On the other hand, several teams of Japanese researchers have been measured in Fukushima and its vicinity for almost 10 years. [2][3] In this study, we compare 5 sites in Chernobyl (Pripyat, Chernobyl, Baryshevka, Kiev, and Polesskoe) and 3 sites in Fukushima (FDNPP O-6 and O-7, Univ. Fukushima).

We adjust the magnitude of the data because it depends on the amount of the initial deposition. After the adjustment, we plot the 8 cases on a log-log plot. We found that the 8 cases collapse together, with the power index of -1.6. Namely,

C(t) ~ t^{-1.6}.               …(1)

Incidentally, we have been proposed a formula which reproduce the long-term behavior of atmospheric concentration at a fixed location as

C(t) = A exp(-bt) t^{-4/3}    …(2)

where A is a parameter which relates to the amount of the initial deposition and b as the reaction rate of all the first-order reactions (including the radioactive decay rate, the vegetation uptake rate, the runoff rate, etc). We will investigate the difference in the power-law index in Eq. (1) and (2). The parameter b is highly dependent on the environment. When we take a proper value of b, the apparent decrease of the concentration will change from t^{-4/3}. We may make the apparent power-index close to -1.6.

 

[1] E. K. Garger, et al., J. Env. Radioact., 110 (2012) 53-58.

[2] A. Watanabe, et al., Atmos. Chem. Phys. 22 (2022) 675-692.

[3] T. Abe, K. Yoshimura, Y. Sanada, Aerosol and Air Quality Research, 21 (2021) 200636.

How to cite: Akasaki, K., Mori, S., Suetomi, E., and Hatano, Y.: Similarity of long-term temporal decrease in atmospheric Cs-137 between Chernobyl and Fukushima, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13366, https://doi.org/10.5194/egusphere-egu23-13366, 2023.

EGU23-13486 | ECS | Posters virtual | GI2.2

Distributions of tritium in the marine water and biota around Rokkasho Reprocessing Plant 

Satoru Ohtsuki, Yuhei Shirotani, and Hyoe Takata

For decommissioning of Fukushima Daiichi Nuclear Power Station (FDNPS), it is one of the biggest problems to treat the radioactive contaminated stagnant water in the building. It is difficult to remove H-3 from the contaminated water by only Advanced Liquid Processing System (ALPS) treatment. Thus, the Japanese Government announced to release the ALPS treated water containing H-3. To predict the alteration of the dose rate of the marine biota by the change of H-3 concentration in marine water after the release of ALPS water, it is necessary to understand the dynamics of H-3 in marine ecosystem. In this study, we studied the behavior of H-3 in the marine environment (water and biota) off Aomori and Iwate prefectures from FY2003 to FY2012, as the background data of the Pacific Ocean along the coast of the North East Japan. To clarify the dynamics of H-3 in marine biota, we compared H-3 and Cs-137. Excluding the period of the intermittent test operation of the Rokkasho Reprocessing Plant (FY2006-FY2008), the concentration of H-3 in seawater, tissue free water tritium (TFWT) and organically bound tritium (OBT) were 0.052-0.20 Bq/L with a mean of 0.12±0.031 Bq/L, 0.050-0.34 Bq/kg-wet with a mean of 1.1±0.039 Bq/kg-wet and 0.0070-0.099 Bq/kg-wet with a mean of 0.042±0.019 Bq/kg-wet, respectively. Before the FDNPS accident (FY2003-FY2010), Cs-137 concentration in seawater and marine biota were 0.00054-0.0027 Bq/L with a mean of 0.0016±0.00041 Bq/L and 0.022-1.8 Bq/kg-wet with a mean of 0.090±0.037 Bq/kg-wet, respectively. Concentration Ratio (CR), the ratio of the concentration of marine biota and seawater for TFWT, was to be 0.34-2.37 with a mean of 0.97±0.31 in all spices, meaning the concentration of marine biota was almost equal to seawater. For Cs-137, CR were 46-78 with a mean of 56±22. We compared CRs for TFWT of Gadus macrocephalus, Lophius litulon and Oncorhynchus keta with those of Cs-137. Comparing CR-TFWT and CR-Cs-137 for these three species, Spearman-R was <0.4 and p was >0.05, indicating that the dynamics of TFWT and Cs-137 in marine ecology is decoupled.

How to cite: Ohtsuki, S., Shirotani, Y., and Takata, H.: Distributions of tritium in the marine water and biota around Rokkasho Reprocessing Plant, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13486, https://doi.org/10.5194/egusphere-egu23-13486, 2023.

EGU23-15515 | Posters on site | GI2.2

137Cs transport flux to surface water due to shallow groundwater discharge from forest hillslope 

Yuma Niwano, Hiroaki Kato, Satoru Akaiwa, Donovan Anderson, Hikaru Iida, Miyu Nakanishi, Yuichi Onda, Hikaru Sato, and Tadafumi Niizato

Groundwater systems and surface water can interact in a complex manner that influences catchment discharge, which then becomes more complex in forest slopes. A large amount of Radioactive cesium (137Cs) deposited on forests due to the Fukushima Daiichi Nuclear Power Plant accident remains in terrestrial environments and is transported downstream as suspended or dissolved forms by surface water. Generally, the concentration of dissolved 137Cs in surface water increases especially during runoff. While the leaching behavior of 137Cs from contaminated forest materials and soils to surface water has been heavily studied, the influence of 137Cs concentration in shallow groundwater systems in forest slopes have not been investigated. Therefore, detailed hydrological observations of groundwater on a forest hillslope will enable quantitative analysis of the influence of groundwater flow on the formation of dissolved 137Cs concentrations in surface water during base flow and during runoff. Our results showed that the dissolved 137Cs concentration in surface water increases during water discharge. The average concentration of dissolved 137Cs in shallow groundwater was 0.64 Bq/L, which was higher than that in surface water (average 0.10 Bq/L). Furthermore, it was also observed that a part of the shallow groundwater on the slope moves toward the river channel at the time of water runoff. This suggests that shallow groundwater may have flowed into the surface water during the outflow and contributed to the increase of 137Cs in the surface water. In this study, the contribution of groundwater in forest slopes to the dissolved 137Cs concentration in surface water was estimated using the hydrodynamic gradient distribution of groundwater in forest slopes and the measured dissolved 137Cs concentration in groundwater.

How to cite: Niwano, Y., Kato, H., Akaiwa, S., Anderson, D., Iida, H., Nakanishi, M., Onda, Y., Sato, H., and Niizato, T.: 137Cs transport flux to surface water due to shallow groundwater discharge from forest hillslope, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15515, https://doi.org/10.5194/egusphere-egu23-15515, 2023.

EGU23-189 | ECS | Posters on site | NH5.1

How are Singapore and the rest of Southeast Asia affected by tsunami from the Manila Trench? 

Elaine Tan, Linlin Li, Qiang Qiu, Constance Ting Chua, Masashi Watanabe, and Adam Switzer

The 2004 Indian Ocean, 2010 Chile and 2011 Tohoku-Oki tsunami events have demonstrated the destructiveness of tsunami to both near and far-field communities. Globally, many coastal cities have started to place more emphasis on preparing for these rare but potentially catastrophic events by developing probabilistic tsunami hazard assessments (PTHAs). Previous work in the region has identified the Manila Trench to be a potential tsunami source within the South China Sea. Here we model the wave propagations from heterogeneous fault slips, for magnitudes ranging from 7.4 to 8.4, along the southern segment of the Manila Trench, and develop hazard curves for 52 sites in equatorial Southeast Asia. Our results show that the hazard, based on wave heights and arrival times, is variable on both the regional and local scales. Amongst the Southeast Asian countries studied, the Philippines and Vietnam are identified to be most at risk, with high mean peak nearshore amplitudes and short wave travel times. The least impacted countries include Singapore, western Malaysia, Indonesia (excluding the Natuna Islands), Thailand and Cambodia. Although the hazard for Singapore appears to be low, tides and wave run-up are not accounted for in this regional study. To address this we re-model the worst-case scenario adjusting for the highest astronomical tides and bottom friction. Our preliminary results show that Singapore can experience maximum wave heights up to 0.15 m. The relatively low wave heights yield low maximum inundation distances and suggest that the tsunamigenic hazard in Singapore is low. Hazard from tsunami currents, however, remains undetermined at this stage.

How to cite: Tan, E., Li, L., Qiu, Q., Chua, C. T., Watanabe, M., and Switzer, A.: How are Singapore and the rest of Southeast Asia affected by tsunami from the Manila Trench?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-189, https://doi.org/10.5194/egusphere-egu23-189, 2023.

EGU23-506 | ECS | Orals | NH5.1

A meteotsunami in the north Indian Ocean triggered by Hunga Tonga volcanic eruption. 

Anup Nambiathody, Vijith Vijayakumaran, Rohith Balakrishnan, Sreeraj Puthiyadath, Linta Rose, Arjun Sabu, Sudeep Kumar B L, Krishnamohan Krishnapillai Sukumarapillai, Sunil Anakuzhikkal Sudarsanan, and Sunil Poikayil Sukumaran

The Hunga Tonga Volcano in the southwest Pacific islands of Tonga erupted in January 2022. The massive explosion resulted in the generation of Lamb waves that propagated globally with a speed of ~ 300m/s and generated a tsunami that has affected numerous Pacific countries. In this study, we use observations and a numerical model to show the impact of this volcanic eruption on the Indian coastline. The Lamb wave took roughly 10 to 11 hours to reach the Indian coast, as observed in atmospheric pressure at mean sea level. Further, the signatures of high-frequency sea-level perturbations were observed from coastal tide-gauge networks along the Indian coastline. Our analysis shows that sea-level oscillations with considerable amplitude (10-20 cm) were observed along the Indian coastline during this period. The predominant frequency and amplitude, and oscillation were different at different locations. Further, an asymmetry between east and west coast stations was observed in the nature of high-frequency oscillations forced by the Hunga Tonga volcanic eruption. Finally, a numerical model was utilised to demonstrate how topography contributes to the observed sea-level disturbances. The model simulations imply that bathymetry is crucial to the observed sea-level variability. Thus, a 12000 km away event has significantly impacted the sea level along the Indian coastline. This work paves the way for understanding the importance of high-frequency variabilities along the Indian coastline and discusses the necessity to enhance the capability of our early warning systems by incorporating these variabilities.

How to cite: Nambiathody, A., Vijayakumaran, V., Balakrishnan, R., Puthiyadath, S., Rose, L., Sabu, A., Kumar B L, S., Krishnapillai Sukumarapillai, K., Anakuzhikkal Sudarsanan, S., and Poikayil Sukumaran, S.: A meteotsunami in the north Indian Ocean triggered by Hunga Tonga volcanic eruption., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-506, https://doi.org/10.5194/egusphere-egu23-506, 2023.

EGU23-5215 | ECS | Posters on site | NH5.1

Analysis of tsunami signals from tide gauges and ocean-bottom pressure gauges through Iterative Filtering 

Cesare Angeli, Alberto Armigliato, Stefano Lorito, Fabrizio Romano, Martina Zanetti, and Filippo Zaniboni

Time-series from coastal tide gauges and ocean-bottom pressure gauges play a fundamental role in the study and monitoring of tsunami. A typical tsunami record is the result of the superposition with the tsunami itself of different physical phenomena, such as tides, and seismic waves that relatively close to the earthquake source may overlap with the tsunami. In the case of coastal gauges, nonlinear interactions with local bathymetric and coastal morphology features characterize the tsunami evolution. In this study, we apply the recently developed Iterative Filtering (IF) technique, specifically tailored to non-stationary and non-linear signals, to tsunami time-series. IF is a data-driven algorithm that decomposes signals into elementary oscillatory components, called Intrinsic Mode Functions (IMFs), each containing distinct frequency bands. This technique attempts to separate different physical phenomena present in the time-series into different IMF.

To complement the decomposition, a time-frequency analysis technique called IMFogram is used. The IMFogram relies on computing for each IMF the local frequency, computed based on the distribution of zero-crossings, and local amplitude, computed interpolating the absolute values of relative maxima. Despite their simplicity, these definitions produce a time-frequency representation that generalizes the traditional spectrogram. The output of the IMFogram algorithm, given in matrix form, can be used to pinpoint time and amplitude of special features of the signal both graphically and quantitatively.

The ability to separate the different components of a measured record into different IMFs and analyze their spectral properties is shown by applying the technique to available real-world data, for tsunami of different “intensity” and frequency content. The results are compared to other techniques, such as classical filtering techniques and the Empirical Mode Decomposition (EMD). It is shown that IF results, unlike classical linear filters, do not depend on experts’ choice and, unlike the EMD, are stable w.r.t. to noise. Special attention is given to recent events in the Mediterranean Sea, where robust analysis of each signal is needed to remedy the  absence of deep sea tsunami sensors, the sparsity of coastal tide gauges, and the morphological complexity. At last, the possibility of real-time application in early warning system is considered.

How to cite: Angeli, C., Armigliato, A., Lorito, S., Romano, F., Zanetti, M., and Zaniboni, F.: Analysis of tsunami signals from tide gauges and ocean-bottom pressure gauges through Iterative Filtering, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5215, https://doi.org/10.5194/egusphere-egu23-5215, 2023.

The estimation of expected damage and losses from natural hazards requires that uncertainties in the modelling and knowledge of future events be quantified and taken into consideration. This is true not only in a fully probabilistic context but also in future scenario calculations, particularly when looking at two or more cascading hazards in which the link between them is not univocal. An offshore earthquake that triggers a tsunami would be one such case. Even if the moment magnitude and rupture size and location of the earthquake were fully defined, it is not possible to know a priori the slip distribution along the rupture and the subsequent co-seismic topographic displacements. Many feasible slip distributions can be associated with the same moment magnitude and dimensions of the rupture, and these lead to a distribution of subsequent topographic displacements and, with that, a diversity of tsunami outcomes. Exactly how much variety exists in the resulting tsunamis, in terms, for example, of maximum wave height or maximum flow velocity at points of interest, and, ultimately, damage to buildings and losses, is the question driving the present study, which is part of the “risk workflow for CAScading and COmpounding hazards in COastal urban areas” (CASCO) project. The ultimate objective is to understand the relevance of this uncertainty and whether it needs to be modelled in the whole damage/loss calculation chain.

To investigate this, 500 realisations of stochastically generated rupture slip have been produced for the 1908 Mw 7.1 Messina earthquake, whose rupture source is taken from the Italian Database of Individual Seismogenic Sources (DISS). The subsequent realisations of ground surface deformation (at the bottom of the sea and on land) were used as input to run realisations of the resulting tsunami in the Strait of Messina, eastern Sicily and western Calabria with the TsunAWI software. Maximum wave heights, maximum absolute velocities and maximum flux can vary significantly for selected observation points along the coast and within the Messina Strait. While a weak correlation has been identified between these tsunami outputs and inputs such as the maximum initial co-seismic vertical displacement, a stronger correlation has been observed with respect to the distance to the centroid of rupture slip. So far, results indicate that the uncertainty in the co-seismic slip along the rupture and the subsequent vertical displacements has a relevant impact on the resulting tsunami, suggesting that this source of uncertainty should not be entirely neglected in models. Using these tsunami outputs to estimate damage to buildings in the area allows us to understand the ultimate final impact on damage and loss calculations, and to develop and test strategies to reduce the resulting computational demand.

How to cite: Nievas, C. I., Androsov, A., and Weatherill, G.: Earthquake-Triggered Tsunamis: Impact of the Uncertainty in the Rupture Slip Distribution on the Resulting Tsunami Wave Heights and Flow Velocities, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6291, https://doi.org/10.5194/egusphere-egu23-6291, 2023.

EGU23-6414 | Posters on site | NH5.1

Nonlinear processes in tsunami simulations for the Peruvian coast with a focus on Lima/Callao 

Alexey Androsov, Sven Harig, and Natalia Zamora

Numerical simulations of the tsunami inundation processes require a highly nonlinear scheme. The main inundation properties, such as the
flow depth and velocity depend critically on topographical imprints and bottom friction parameters. Here, we investigate the tsunami inundation in Lima and Callao resulting from the extensive 1746 (Mw 9.0) earthquake that ruptured along the Peruvian coast.

Two numerical tsunami codes have been used in this analysis based on shallow water equations. We determine the relative importance of different parts in these equations with a focus on nonlinear terms. Particular focus is put on the momentum advection, bottom friction, and volume conservation in different mesh (triangular meshes and nested grids). We determine the influence on large-scale quantities like inundation extent and volume, flow velocities, and small-scale fluctuations. In that respect, also sensitivities regarding the bottom friction parameters are investigated.

How to cite: Androsov, A., Harig, S., and Zamora, N.: Nonlinear processes in tsunami simulations for the Peruvian coast with a focus on Lima/Callao, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6414, https://doi.org/10.5194/egusphere-egu23-6414, 2023.

EGU23-6878 | Orals | NH5.1

Energy transfer optimum in subaerial landslide impulse waves 

AmirHossein Parvinashtiani, Stephane Abadie, Kamal El Omari, and Yves Le Guer

Subaerial landslides can generate impulsive waves which, in turn, may cause significant damages to the facilities and people on the surrounding coasts. In spite of the numerous studies related to this complex phenomenon in the last decades, there is still a lot to understand, especially physically speaking.

The present work aims at better understanding the energy transformation process from the slide initial potential energy to the final wave train energy. In particular, we would like to emphasize the existence of an optimum energy rate of transformation and investigate the reason for this existence.

To do so, we rely on a Navier-Stokes two or three phases model (OpenFoam) and perform numerical experiments, fixing a few parameters (slope, density, rheology) and studying the effect of the others. The physics of the phenomenon is highly complex, involving liquid phases interaction, transient wave formation, nonlinear wave processes, dispersion, wave breaking, etc. Such a numerical model, despite its inherent uncertainty, is anyway able to provide a rich information, which may be later completed with experimental results. In particular, the model gives access to all the flow variables which allows to characterize in depth the energy processes. The free surface signal analysis is also valuable for wave celerity, and hence generation zone extent and dispersion analysis.

In terms of research strategy, in order to restrict the complexity and allow a better understanding of the phenomenon, the idea is to start with a very simple rheology, the inviscid case, and progressively increase the numbers of rheological parameters (i.e., viscous flows, Bingham and finally Herschell Bulkley).

During the conference, we will first illustrate the existence of an optimum in the rate of energy transformation for the inviscid slide by progressively increasing the slide volume. We will try to relate this optimum with the physical processes at stake (liquid mass interaction, wave breaking types, dispersion, etc.). Next, we will show the influence of the slide rheology in the process of energy transfer and in particular how the energy optimum varies with respect to the rheological parameters.  

How to cite: Parvinashtiani, A., Abadie, S., El Omari, K., and Le Guer, Y.: Energy transfer optimum in subaerial landslide impulse waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6878, https://doi.org/10.5194/egusphere-egu23-6878, 2023.

EGU23-7313 | ECS | Orals | NH5.1

Wave generation due to the collapse of partially and fully submerged granular columns in large-scale laboratory experiments 

Erica Treflik-Body, Elisabeth Steel, Andy Take, and Ryan Mulligan

Under changing climate, coastal regions are increasingly vulnerable to a variety of hazards, including rapid subaerial and submarine landslides. These hazards can generate tsunamis and dense turbidity currents, which threaten both onshore and offshore infrastructure. Due to the complex geomechanics of failure, limited physical modelling has been conducted that encompasses both the triggering of granular landslides and subsequent waves associated with partially and fully submerged mass failures. Further, experimental modelling of submerged failures has primarily focused on the waves generated in the direction of failure (seaward) and not on the waves formed above and behind the failure (shoreward). To this effect, a series of large-scale granular collapse experiments were conducted by releasing 0.75 m and 0.5 m tall columns of 9.25 mm nominal diameter river stone into reservoir depths ranging from 0.20 m to 1.10 m to explore the wave generation and runup processes in both seaward and shoreward directions. The columns were released by a pneumatically-actuated vertically rising gate designed for the 2.10 m wide and 1.20 m high glass-walled flume. The gate lifts rapidly in 0.7 s, which enables the instantaneous loss of support of the source volumes and results in granular collapse. The wave amplitude is measured using wave capacitance gauges and the failure mechanics are captured with high speed cameras. Overall, the wave amplitudes measured in these highly instrumented large-scale physical models are in good agreement with empirical relationships developed in a previous study using smaller-scale models. The large-scale experimental results provide insight and opportunity to develop relationships between the initial column submergence depth and the magnitude of the shoreward propagating waves, which has previously not been explored. Connecting the amplitude of the waves with the tsunamigenic potential for partially to fully submerged granular materials will assist in understanding risk to offshore infrastructure and communities in coastal regions.

 

 

How to cite: Treflik-Body, E., Steel, E., Take, A., and Mulligan, R.: Wave generation due to the collapse of partially and fully submerged granular columns in large-scale laboratory experiments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7313, https://doi.org/10.5194/egusphere-egu23-7313, 2023.

In the framework of operational conditions, the real time coastal modeling in near field is challenging to obtain accurate and reliable tsunami warning products for flooding hazard. Maps of inundation and impacts for planning community response can be produced through coastal predictions with run-up computation by solving numerically high-resolution forecast models in real time, taking into account all local effects. However, these runs are too time consuming in near field and operational context. An alternative approach is based on early prediction tools of the coastal wave amplitude calculated from empirical laws or transfer functions derived from these laws. Such tools are suitable in near field context (almost ten times faster than the high-resolution runs), but all local effects are not well taken into account and the assessment of run-up is missing. The linear approximations of coastal tsunami heights are provided very quickly using the maximum wave heights from a computationally cheap regional forecast, with global and conservative estimates.

Within the French Tsunami Warning Center (CENALT), a forecasting tool based on a transfer function method is being implemented. This fast prediction technique is based upon a recently extended version of the usual Green's Law (Giles et al., 2022[1]), which introduces local amplification parameters with the aim of capturing the neglected localized effects. The method includes an automated approach which optimizes for these local amplification parameters by minimizing a cost function.

Local amplification parameters are calculated for the entire French Mediterranean coastline at 25 m resolution from a data set of 12 scenarios (high-resolution simulations). The forecasting results capabilities are analyzed, and shown for several coastal sites. The local tsunami wave heights modeled from the transfer function present a good agreement with the time-consuming high resolution models. The linear approximation is obtained within 1 min and provides globally estimates within a factor of two in amplitude. Although the resonance effects in harbors and bays are not reproduced and the horizontal inundation calculation needs to be studied further, this tool is well suited for an early first estimate of the coastal tsunami threat forecast.


[1] Giles, D., Gailler, A., & Dias, F. (2022). Automated Approaches for Capturing Localized Tsunami Response—Application to the French Coastlines. Journal of Geophysical Research: Oceans, 127(6), e2022JC018467.

How to cite: Gailler, A. and Hébert, H.: Fast coastal tsunami amplitude forecasting along the French Mediterranean shoreline based on a transfer function method, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7359, https://doi.org/10.5194/egusphere-egu23-7359, 2023.

EGU23-7459 | ECS | Orals | NH5.1

Site specific emulators for tsunami run-up simulations 

Erlend Storrøsten, Steven Gibbons, and Finn Løvholt

Local Probabilistic Tsunami Hazard Analysis (PTHA) aims to quantify the probability distribution of inundation intensity parameters, such as maximum flow-depth, at a given location over a specified period of time. In a Monte Carlo framework such an analysis is dependent on the simulation of a large number of scenarios. A particularly expensive step, from a computational point of view, is the solving of the nonlinear shallow water equations associated with the tsunami run-up. This problem is even more pronounced in the context of Tsunami Early Warning and Probabilistic Tsunami Forecasting (PTF). A site specific (local) tsunami run-up emulator, trained on precalculated simulation results, enables rapid estimation of inundation maps allowing an assessment of a large number of scenarios with limited computational resources. While high dimensional input and output, dependence on topography and nonlinear dynamics has made the problem intractable for traditional statistical methods, the problem has recently been approached using new techniques developed within the field of Machine Learning. In this work we consider the problem of predicting onshore maximal flow-depth based on timeseries associated with simulated offshore gauge measurements. The site of study is the town of Catania in eastern Sicily. The dataset comprises more than 32,000 tsunami simulations for different earthquake sources in the Mediterranean Sea. Promising results have been obtained using only a small fraction of the total number of simulations as training data. The ML-based inundation predictions for locations close to the water's edge, which are flooded in many of the scenarios, show excellent correspondence with the numerical simulation results. Predicting inundation at locations further inland, which are flooded in only a small number of the simulations, is more challenging.

How to cite: Storrøsten, E., Gibbons, S., and Løvholt, F.: Site specific emulators for tsunami run-up simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7459, https://doi.org/10.5194/egusphere-egu23-7459, 2023.

EGU23-7763 | ECS | Orals | NH5.1

Deep learning approach for real-time tsunami impact forecasting in near field context – application to the French Mediterranean coastline 

Pierre Andraud, Audrey Gailler, Frédéric Dias, and Nicolas Vayatis

Tsunami warning systems currently focus on the first parameters of the earthquake, based on a 24-hour monitoring of earthquakes, seismic data processing (Magnitude, location), and tsunami risk modelling at basin scale.

The French Tsunami Warning Center (CENALT) runs actually two tsunami modelling tools where the water height at the coast is not calculated (i.e., Cassiopee based on a pre-computed database, and Calypso based on real time simulations at basin scale). A complete calculation up to the coastal impact all along the French Mediterranean or coastline is incompatible with real time near field or regional forecast, as nonlinear models require fine topo-bathymetric data nearshore and indeed a considerable computation time (> 45 min). Predicting coastal flooding in real time is then a major challenge in such context. To overcome these limitations, non conventional approches such as machine learning methods are being explored. Among the huge number of actual models, deep learning techniques are becoming increasingly popular. Severals studies have shown the interest of using MLPs (Multilayer perceptrons) and CNNs (Convolutional neural networks) to quickly transform a deep ocean simulation result into a coastal flooding model. Once trained on a specific output area with a large dataset, the networks are able to predict in seconds the tsunami inundation map from any earthquake scenario drawn from a seismic source database representative of the seismotectonic context of the region of interest.

A first study training neural networks to predict the maximum water height maps was performed on three specific French cities (Nice, Antibes and Cannes) to evaluate the capacity of the models to reproduce the ground truth. The objective here is to extend the method to predict, in addition to maximum wave heights and runups, maximum retreats and currents along the entire French Mediterranean coastline. The spatial resolution of the finer bathymetric grids is set to 25 meters. To be representative of reality, the training dataset is fed with seismic scenarios derived from the CENALT fault database and taking into account a stochastic slip distribution. The method provides promising early results.

How to cite: Andraud, P., Gailler, A., Dias, F., and Vayatis, N.: Deep learning approach for real-time tsunami impact forecasting in near field context – application to the French Mediterranean coastline, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7763, https://doi.org/10.5194/egusphere-egu23-7763, 2023.

EGU23-9530 | Orals | NH5.1

Comparison between the uncertainty in the tsunami forecast from slip models obtained from geophysical data inversion and by a Phase Variation Method 

Fabrizio Romano, Patricio Catalan, Stefano Lorito, Escalante Sanchez Cipriano, Simone Atzori, Thorne Lay, Roberto Tonini, Manuela Volpe, Alessio Piatanesi, Macias Sanchez Jorge, and Castro Diaz Manuel J

Subduction zones are the most seismically active regions in the world and hosted many great tsunamigenic earthquakes in the past, often with destructive coastal consequences. Hence, an accurate estimate of the tsunami forecast is crucial in Tsunami Early Warning Systems (TEWS) framework. However, the inherent uncertainties associated with the tsunami source estimation in real-time make tsunami forecasting challenging. 

In this study, we consider the South American subduction zone, where in the last 15 years occurred, three M8+ tsunamigenic earthquakes; in particular, we focus on the 2014 Mw 8.1 Iquique event.

Here, we evaluate the variability of the tsunami forecasting for the Chilean coast as resulting i) from the coseismic slip model obtained by geophysical data inversion and ii) from an expeditious method for the tsunami source estimation, based on an extension of the well-known spectral approach. 

In the former method, we estimate the slip distribution of the 2014 Iquique earthquake by jointly inverting tsunami (DARTs and tide-gauges) and GPS data; we adopt a 3D fault geometry and Green’s functions approach.

On the other hand, a set of stochastic slip models in the latter is generated through a Phase Variation Method (PVM), where realizations are obtained from both the wavenumber and phase spectra of the source.

In the analysis, we also evaluate how the different physics complexity included in the tsunami modelling (e.g. by including dispersion or not) can be mapped into the tsunami forecasting uncertainty. Finally, as an independent check, we compare the predicted deformation field from the slip models (inverted or by PVM) with the RADARSAT-2 InSAR data.

 

How to cite: Romano, F., Catalan, P., Lorito, S., Cipriano, E. S., Atzori, S., Lay, T., Tonini, R., Volpe, M., Piatanesi, A., Jorge, M. S., and Manuel J, C. D.: Comparison between the uncertainty in the tsunami forecast from slip models obtained from geophysical data inversion and by a Phase Variation Method, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9530, https://doi.org/10.5194/egusphere-egu23-9530, 2023.

EGU23-10851 | ECS | Posters on site | NH5.1

Sensitivity analysis of tsunami heights to shallow bathymetric resolution 

Raquel Felix, Judith Hubbard, and Adam Switzer

Both retrospective tsunami analyses and assessments of future tsunami hazards depend on accurate modeling of how tsunami waves generated offshore propagate through shallow waters near the coast. Accurate models of tsunami propagation in shallow water require high-resolution bathymetric maps, but these are often inaccessible because of the time and cost required to acquire them. In addition, tsunami models based on high resolution bathymetry have high computational processing requirements. Hence, it has been common to use globally available datasets with coarser resolutions, such as the GEBCO dataset, in modeling.

Here, we examine how variations in bathymetric resolution, from 5 m to ∼455 m (GEBCO), affect simulated coastal tsunamis. Our case study includes four study sites with available LiDAR bathymetry datasets (1 m resolution). At each site 30 sets of points were randomly extracted from the LiDAR bathymetry datasets and used to generate bathymetric grids with resolutions of 5, 10, 20, 30, 40, 50, 100, 200, and 300 m at each site. These were also compared to a bathymetry based purely on the GEBCO dataset for that region (∼455 m resolution), that we modified to match the coastlines of the other bathymetry models. Tsunami waves offshore were generated by setting up an instantaneous rupture sourced from a hypothetical fault model and we used the commonly used COMCOT software to model tsunami propagation towards the coast.

Using the model run with 5 m resolution bathymetry as a high resolution reference model, we observed that bathymetric grids with resolutions of 10 – 50 m can reproduce coastal wave heights reasonably well, with the maximum wave height overestimated by ≤5% or underestimated by ≤10%. For coarser bathymetric grids, however (≥100 m resolution), there is an increasing trend of underestimation. Wave heights are underestimated by at least 10% and with up to 30%, 40% and 60% underestimation for bathymetric resolutions of 100, 200, and 300 m, respectively. Notably, the commonly used GEBCO model underestimated coastal tsunami heights by as much as 70%. We also examined the impact on tsunami arrival time: and found that resolutions of 10 – 50 m exhibited a first wave arriving ∼10% earlier than expected, while coarser resolutions showed more variability, with the first wave arriving either ≤20% later or ≤10% earlier. For GEBCO-based models, the  arrival time estimate tends to be underestimated by 10 – 30% or overestimated by 20 – 50%. Our study demonstrates that using GEBCO bathymetry in numerical modeling of tsunami wave propagation in the coastal region likely leads to a significant underestimation of the wave height, with the wave also predicted to arrive too early. However, a reasonably accurate result can be achieved using a bathymetric resolution in the 10 m – 50 m range, and is achievable with reasonable computational efficiency. This study highlights the importance of shallow bathymetry in the numerical modeling of tsunami propagation.

How to cite: Felix, R., Hubbard, J., and Switzer, A.: Sensitivity analysis of tsunami heights to shallow bathymetric resolution, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10851, https://doi.org/10.5194/egusphere-egu23-10851, 2023.

EGU23-11090 | Orals | NH5.1 | Highlight

Two major near-field tsunamis (2017 and 2022) on the coast of Mexico: Observations, spectral properties and numerical modelling 

Alexander B. Rabinovich, Oleg Zaytsev, Elizaveta Tsukanova, and Richard E. Thomson

Two prominent near-field tsunamis impacted the nearby coasts of Mexico. The first tsunami was   generated by a major (Mw 8.2) intraplate normal-fault earthquake on 8 September 2017 in the Gulf of Tehuantepec (Chiapas, Mexico). Tsunami waves from this event were measured by a large number of high-resolution coastal tide gauges located along the coasts of California, Mexico and Central America, by three open-ocean DART stations anchored offshore from the affected region and by several distant DARTs. The second tsunami was produced by a thrust fault Mw 7.6 earthquake on 19 September 2022 within the coastal zone of Michoacán, Mexico. The 2022 tsunami was recorded by six coastal tide gauges and a single offshore DART station. All seven instruments were located within 250 km of the source. No tsunami was detected at larger distances along the coasts of North and Central America, but the tsunami signal was detected at the Hawaii and Samoa islands. All available coastal and open-ocean data were used for comprehensive analyses of these two events. Maximum trough-to-crest wave heights for the 2017 tsunami were recorded at Puerto Chiapas (351 cm), Salina Cruz (209 cm), Acapulco (160 cm) and Huatulco (137 cm), while for the 2022 tsunami they were observed at Manzanillo (172 cm) and Zihuatanejo (102 cm). For both events, the “strengths” of the recorded tsunami waves were mostly determined by distance from the source rather than by the specific resonant characteristics of individual sites. Estimates of the frequency content (“colour”) of the two tsunami events revealed that the 2017 tsunami was mostly long-period (“reddish”), with 87% of the total tsunami energy at periods >35 min, while the 2022 tsunami was short-period (“bluish”) with 91% of energy at periods <35 min. A noteworthy feature of the 2022 event was the seismically generated 7 min period seiche observed at Puerto Vallarta that began immediately after the main earthquake shock and persisted for about one hour. Numerical modelling of the events closely reproduced the coastal and offshore tsunami records and demonstrated the markedly different character of the tsunami energy radiation patterns: the 2017 tsunami spread energy widely in a semicircular pattern emanating from the source whereas  the main beam of offshore energy radiating outward from the 2022 event was directed like a “searchlight” oriented normally to the mainland coast.

How to cite: Rabinovich, A. B., Zaytsev, O., Tsukanova, E., and Thomson, R. E.: Two major near-field tsunamis (2017 and 2022) on the coast of Mexico: Observations, spectral properties and numerical modelling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11090, https://doi.org/10.5194/egusphere-egu23-11090, 2023.

EGU23-11328 | ECS | Orals | NH5.1

A Conditional Probability based Tsunami Prediction for the Pacific Ring of Fire 

Nazeel Sabah and Daya Shanker

The Pacific Ring of Fire, stretching over 15 countries, is one of the earth's most Tsunami-prone regions. 80 Percent of the Tsunami Occurrences could be directly or indirectly associated with this region. This study deals with the development of Conditional Probability and Total Probability based approaches for estimating the probability of Tsunami Occurrence in the study area. This study suggests ten regions with a high probability of tsunami occurrence in the region. The prediction results are validated by computing the occurrence probabilities of the known tsunami events in the region. The study reveals that East Asian Countries like Japan, North and South Korea and Parts of China have a probability, more than 75 per cent, of experiencing a strong tsunami (Mw > 7.5) in the next three years from now. Also, certain South American countries like Peru, Chile and Ecuador, Southeast Asian Counties like Indonesia and South Pacific Countries like Papua New Guinea, Australia, and the Solomon Islands have a high probability of tsunami occurrence (90 Percent and above) in the next five years.  Based on this methodology, it has been possible to predict the Indonesian Tsunami of December 14th, 2021, with a probability of 83 Percent.

How to cite: Sabah, N. and Shanker, D.: A Conditional Probability based Tsunami Prediction for the Pacific Ring of Fire, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11328, https://doi.org/10.5194/egusphere-egu23-11328, 2023.

EGU23-11461 | Orals | NH5.1

Simulation of submarine landslides and generated tsunamis in Mayotte : comparison  of different models 

Pablo Poulain, Anne Le Friant, Anne Mangeney, Rodrigo Pedreros, Gilles Grandjean, Anne Lemoine, Enrique Fernandez-Nieto, Manuel Castro-Diaz, and Marc Peruzzetto

Since May 2018, Mayotte island has experienced an important seismic activity linked to the on-going sismo-volcanic crisis. Although variations in the number of earthquakes and in their distribution have been observed since the start of the eruption in early July 2018, a continuous seismicity persists. It could weaken the steep submarine slopes of Mayotte, as highlighted by the high-resolution bathymetry data collected during the MAYOBS cruise in May 2019. This could trigger submarine landslides with associated tsunamis.

To address the hazards associated with such events, we analyzed geomorphological data to define 8 scenarios of potential submarine landslides with volumes ranging from 11,25.106 to 800.106 m3. We simulated the resulting landslide dynamics as well as generated waves (Poulain et al. 2022). In order to estimate the uncertainty associated to the modeling approach, a hierarchy of different model approximations was tested, spanning hydrostatic, non-hydrostatic and multilayer approaches. A sensitivity analysis was also performed by varying the initial released mass, the rheological parameters describing the landslide, its interaction with the water column, the Manning friction coefficient as well as the resolution of the bathymetry description. The combination of all these elements provides an estimate of the uncertainty on simulation results. We show that, in the context of Mayotte, non-hydrostatic effects have the most prominent influence on simulated water elevation and waves velocity. Other key factors include the friction coefficient within the landslide and the resolution of the bathymetry. These results show that landslide-tsunami models should still be improved as well as the estimates of the parameters involved to reduce the related uncertainties on the water wave calculation (water elevation, velocity) that can exceed a factor two.

Poulain, P., et al. (2022). Numerical simulation of submarine landslides and generated tsunamis: application to the on-going Mayotte seismo-volcanic crisis. Comptes Rendus. Géoscience354(S2), 1-30.

 

How to cite: Poulain, P., Le Friant, A., Mangeney, A., Pedreros, R., Grandjean, G., Lemoine, A., Fernandez-Nieto, E., Castro-Diaz, M., and Peruzzetto, M.: Simulation of submarine landslides and generated tsunamis in Mayotte : comparison  of different models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11461, https://doi.org/10.5194/egusphere-egu23-11461, 2023.

EGU23-11778 | Orals | NH5.1 | Highlight

Triple jeopardy: The Tonga tsunami, a storm surge, and a meteotsunami simultaneously hit the US East Coast on 16-17 January 2022 

Jadranka Sepic, Alexander B. Rabinovich, Igor Medvedev, and Richard E. Thomson

The eruption of the Tonga–Hunga underwater volcano in the Central Pacific on 15 January 2022 generated pronounced atmospheric pressure waves that circumvented the globe several times during the next five days. Propagating with a sound speed of ~10 spherical degrees/hour, the pressure waves forced substantial tsunami waves in the Atlantic Ocean that impacted the East Coast of the United States. Almost simultaneously, on 16-17 January 2022, a deep midlatitude cyclone crossed the East Coast. The cyclone, which formed over the northern part of the Gulf of Mexico, began to rapidly intensify as it moved northward. When it reached 40° N, the system produced a pressure change of 36 hPa/24 hours, classifying the cyclone as a “bomb cyclone”. Strong high-frequency (period <4 h) atmospheric pressure disturbances accompanied the cyclone. Both the large-scale atmospheric low and the markedly enhanced pressure disturbance reached their full strengths during the early morning of 17 January 2022 in the proximity of Atlantic City. As a consequence, three hazardous events - storm surge caused by the midlatitude cyclone, a tsunami caused by the Tonga air pressure waves and a meteotsunami caused by the HF atmospheric pressure disturbance struck the US East Coast on 16-17 January 2022, producing cumulative devastating effects in the coastal zone. Severe coastal flooding affected the Atlantic City region, where sea level heights were increased by as much as 150 cm. This unique joint event is examined in detail and the properties of the atmospheric processes and associated sea level response are thoroughly analysed. The contributions from the various sea level components are assessed and their interaction evaluated.

How to cite: Sepic, J., Rabinovich, A. B., Medvedev, I., and Thomson, R. E.: Triple jeopardy: The Tonga tsunami, a storm surge, and a meteotsunami simultaneously hit the US East Coast on 16-17 January 2022, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11778, https://doi.org/10.5194/egusphere-egu23-11778, 2023.

Tsunami urgent computing procedures quantify the potential hazard due to an earthquake right after its occurrence, that is within a few hours. The hazard is quantified by simulating the propagation of the tsunami waves in the sea, accounting for the uncertainty due to the scarce knowledge of the source parameters and wave modelling uncertainty.

In the context of the European project eflows4HPC, a workflow is currently in development for tsunamis hazard urgent computing, which consists of the following steps: 1) Retrieval of information about the tsunamigenic seismic event (magnitude, hypocentre and their uncertainties); 2) Definition of an ensemble of seismic sources; 3) Simulation of seismic/tsunamigenic waves propagation for each scenario in the ensemble; 4) Results aggregation to produce an estimate of seismic and tsunami hazard, which also incorporates a basic treatment of modelling uncertainty. The ensembles cover the uncertainty on source characteristics and may consequently be very large (generally 10,000 to 100,000 of scenarios; Selva et al., Nat. Comm.), requiring very high computational resources for the urgent computing context. It is thus necessary to reduce the size of these ensembles to limit the number of simulations and to converge faster towards stable results of hazard calculation.

We developed and tested several sampling procedures aiming to reduce the number of scenarios in the ensemble and, at the same time, to integrate the new incoming information as they become available (e.g. solutions for focal mechanisms, seismic or tsunami records). When applied to several past earthquakes and tsunamis (e.g., the 2003 Boumerdes and the 2017 Kos-Bodrum earthquakes), our novel sampling strategies yielded a reduction of 1 or 2 order of magnitudes of the ensemble size, allowing a drastic reduction of the computational effort. Also, the update of the ensemble based on the incoming of new data, which strongly reduce the uncertainty, yields to an update of the probabilistic forecasts without compromising its accuracy. This may result very important for mitigating the risk far from the seismic source, as well as improving the risk management by better informing decision making in a frame of urgency.

How to cite: Cordrie, L., Selva, J., Bernardi, F., and Tonini, R.: Using available and incoming data for reducing and updating seismic source ensembles for probabilistic tsunami forecasting (PTF) in early-warning and urgent computing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12363, https://doi.org/10.5194/egusphere-egu23-12363, 2023.

EGU23-12935 | ECS | Orals | NH5.1

Use of Neural Networks for Tsunami Maximum Height and Arrival Time Predictions 

Juan Francisco Rodríguez Gálvez, Jorge Macías Sáncez, Manuel Jesús Castro Díaz, Marc de la Asunción, and Carlos Sánchez-Linares

Operational Tsunami Early Warning Systems (TEWS) are crucial for mitigation and highly reducing the impact of tsunamis on coastal communities worldwide. In the North-East Atlantic, the Mediterranean, and connected Seas (NEAM) region, these systems have historically utilized Decision Matrices for this purpose. The very short time between tsunami generation and landfall in this region makes it extremely challenging to use real-time simulations to produce more precise alert levels and the only way to include a computational component in the alert was to use precomputed databases. Nevertheless, in recent years, computing times for a single scenario have been progressively reduced to a few minutes or even seconds depending on the computational resources available. In particular, the EDANYA group at the University of Málaga, Spain, has focused on this topic and developed the GPU code Tsunami-HySEA for Faster Than Real Time (FTRT) tsunami simulations. This code has been implemented and tested in TEWS of several countries (such as Spain, Italy, and Chile) and has undergone extensive testing, verification and validation.

In this study, we propose the use of neural networks (NN) to predict the maximum height and arrival time of tsunamis in the context of TEWS. The advantage of this approach is that the inference time required is negligible (less than one second) and that this can be done in a simple laptop. This allows to consider uncertain input information in the data and still providing the results in some seconds. As tsunamis are rare events, numerical simulations using the Tsunami-HySEA are used to train the NN model. This part of the workflow requires producing a large amount of simulations and large HPC computational resources must be used.

Machine learning (ML) techniques have gained widespread adoption and are being applied in all areas of research, including tsunami modeling. In this work, we employ Multi-Layer Perceptron (MLP) neural networks to forecast the maximum height and arrival time of tsunamis at specific locations along the Chipiona-Cádiz coast in Southwestern Spain. In the present work, initially several individual models are trained and we show that they provide accurate results. Then ensemble techniques, which combine multiple single models in order to reduce variance, are explored. The ensemble models often produce improved predictions.

The proposed methodology is tested for tsunamis generated by earthquakes on the Horseshoe fault. The goal is to develop a neural network (NN) model for predicting the maximum height and arrival time of such tsunamis at multiple coastal locations simultaneously. The results of our analysis show that deep learning is a promising approach for this task. The proposed NN models produce errors of less than 6 cm for the maximum wave height and less then 212 s for the arrival time for tsunamis generated on the Horseshoe fault in the Northeastern Atlantic.

How to cite: Rodríguez Gálvez, J. F., Macías Sáncez, J., Castro Díaz, M. J., de la Asunción, M., and Sánchez-Linares, C.: Use of Neural Networks for Tsunami Maximum Height and Arrival Time Predictions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12935, https://doi.org/10.5194/egusphere-egu23-12935, 2023.

EGU23-12944 | ECS | Orals | NH5.1

Estimation of the economic impact of tsunamis on the Spanish coasts 

Alex Gonzalez del Pino, Jorge Macías, Marta Fernández, Miguel Llorente, Carlos Sánchez-Linares, Julián García-Mayordomo, and Carlos Paredes

Tsunamis are low-probability phenomena with high-risk potential. Lack of field data emphasizes the need of using simulation software to model the potential devastating effects of a tsunami and use this information to develop safety, sustainable actions and social resilience for the future. These measures may include, among many others, spatial planning; designing of evacuation routes; or the allocation of economic resources through insurance or other instruments to mitigate tsunami impacts. Our work introduces a Monte Carlo-like method for simulating the potential impact of tsunamis on the Spanish coastlines, specifically in the provinces of Huelva and Cádiz for the Atlantic region, and Balearic Islands, Ceuta, Melilla and eastern Iberian coast for the Mediterranean region. The method introduces a pseudo-probabilistic seismic-triggered tsunami simulation approach, by considering a particular selection of active faults with associated probabilistic distributions for some of the source parameters, and a Sobol’s sequences-based sampling strategy to generate a synthetic seismic catalogue. All roughly 4000 crafted seismic events are simulated along the areas of interest in high-resolution grids (five meters pixel resolution) using a two-way nested mesh approach, retrieving maximum water height, maximum mass flow and maximum modulus of the velocity at each grid cell. These numerical simulations are computed in a GPU environment, harnessing resources allocated in several high-performance computing (HPC) centres. The numerical database of retrieved variables generated throughout this study offers an excellent foundation for evaluating various tsunami-related hazards and risks.

The final resulting product focuses on generating frequency distributions for the economic impacts for the Spanish insurance sector (Consorcio de Compensación de Seguros, CCS). The CCS is a public-private entity insuring most natural catastrophic events in Spain. A consistent spatially-distributed economic database regarding insurance building-related values has been constructed and aggregated in conjunction with the numerical tsunami simulations. The proposed procedure allows to associate an economic impact indicator to each source. Further statistical analysis of the economic impact estimators yields to varied conclusions such as an improved definition of worst-case scenario (effect-based rather than worst-triggered), most and least likely economic impact, highest hazardous fault sources overall and locally and many others.

How to cite: Gonzalez del Pino, A., Macías, J., Fernández, M., Llorente, M., Sánchez-Linares, C., García-Mayordomo, J., and Paredes, C.: Estimation of the economic impact of tsunamis on the Spanish coasts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12944, https://doi.org/10.5194/egusphere-egu23-12944, 2023.

EGU23-13511 | ECS | Orals | NH5.1

On the relation between seismic source dynamics, tsunami generation and propagation, and numerical modelling complexity in subduction zones 

Antonio Scala, Stefano Lorito, Fabrizio Romano, Alice Abbate, Gaetano Festa, Manuel J. Castro Diaz, Cipriano Escalante Sanchez, and Jorge Macias Sanchez

The features of the seismic ruptures, such as the duration of shallow earthquakes in subduction zones, may affect the tsunami generation and the inundation intensity. Numerical and experimental results have shown how the interaction between the shallow part of the fault and the seismic radiation trapped in the hanging wall, can lead to enhanced up-dip rupture propagation. This in turn may result in shallow slip amplification producing larger vertical displacement, and even transient ground motion that is larger than the final static displacement. On the other hand, tsunami modelling for hazard assessment and early warning is generally based on static sea-floor displacement obtained with an instantaneous elastic dislocation (without shallow slip amplification) on a simplified hydrostatic model for tsunami generation and propagation. Here, we aim to analyze the relative importance of these effects and the optimal modelling strategy for the tsunami generation. Using a Tohoku-like setting, we impose time dependent initial conditions as computed from 1-D dynamic rupture simulations, by varying the rupture extent and duration over a wide range of stress-drop, rigidity and average slip values (corresponding to earthquake magnitudes between 7.5 and 9, approximately). We performed 1-D numerical tsunami simulations using both the hydrostatic and the multi-layer non-hydrostatic versions of Tsunami-HySEA. We also account for different coastal morphologies, modelling the presence of shelf and/or fjords and variable slope bathymetry. We address, first, how the time-dependent sea-floor displacement characteristics effects may affect (enhancing or reducing) the tsunamigenic potential. To do this, we investigated the resulting tsunami features, in terms of maximum wave height above sea level (also seaward) and maximum run-up, in relation to the spatial and temporal characteristic scales of the transient sea floor displacement. We also compare the simulations with a time-dependent initial condition against those where a static sea-floor displacement is used. We show that the use of a static source systematically overestimates the tsunami effects on the mainland, with the more realistic tsunami reduced due to the seaward seismic rupture (up-dip) directivity, opposite to the direction of the tsunami propagation. Moreover, the slower the rupture, the larger the overestimation. Conversely, as the rupture slows down, the seismic rupture propagating in the same direction of the tsunami increases the tsunami amplitude toward the open ocean. Second, we wish to assess in which conditions and to what extent it is enough to use a shallow-water tsunami model and when, instead, a more complex tsunami modelling scheme is required. The hydrostatic simulations lead to overestimate the inundation, although less significantly with respect to the static/dynamic comparison. We finally investigate how the discrepancy between simplified and complex modelling is controlled by different trench, shelf, and coastal morphologies.

How to cite: Scala, A., Lorito, S., Romano, F., Abbate, A., Festa, G., Castro Diaz, M. J., Escalante Sanchez, C., and Macias Sanchez, J.: On the relation between seismic source dynamics, tsunami generation and propagation, and numerical modelling complexity in subduction zones, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13511, https://doi.org/10.5194/egusphere-egu23-13511, 2023.

EGU23-15864 | Orals | NH5.1 | Highlight

Tsunami Ready in Italy: towards the UNESCO recognition 

Alessandro Amato, Cecilia Valbonesi, Lorenzo Cugliari, Laura Graziani, and Fabrizio Romano

It is well known that an efficient end-to-end tsunami warning system must not only be fast and robust in delivering alert messages to the authorities, but also ensure that these messages reach the residents and the tourists, and that they are aware of the risk and of the right behavior in case of an alert. One of the most effective tools to reach this goal is through the Tsunami Ready programme, promoted by UNESCO IOC since 2015, and a key contribution to achieving the societal outcome ‘A Safe Ocean’ of the Ocean Decade. The NEAMTWS ICG has solicited Member States efforts towards Tsunami Ready since 2020.

Italy has started to join the Tsunami Ready initiative in 2020. The main steps undertaken in these two years include:

1) The identification of three pilot municipalities that decided enthusiastically to join the programme: Minturno (Lazio), Palmi (Calabria), Marzamemi/Pachino (Sicily) (September 2020)

2) The formal deliberations of the three Local Tsunami Ready Committees ((between December 2020 and April 2021)

3) The establishment of the Italian National Tsunami Ready Board - NTRB (May 4, 2021) and the acknowledgment by IOC Executive Secretary (May 18, 2021).

Since then, several achievements have been reached in all three municipalities, including updating the civil protection plans, improving the local alerting systems, organizing outreach and educational activities in schools and with citizens, also during the World Tsunami Awareness Day (WTAD). At the same time, some criticalities have emerged, due to financial and bureaucratic reasons, that have delayed a full accomplishment until now.

In this contribution, we report on the state of the art in the three municipalities, and discuss the achievements and the criticalities of the programme. We envisage that the first one or two formal candidatures will be advanced later this year to the NTRB.

Finally, we will discuss a proposal to extend the results of this pilot project to all the coastal municipalities in Italy, also based on the analysis of the liability aspects of such recognition in the Italian legal system.

How to cite: Amato, A., Valbonesi, C., Cugliari, L., Graziani, L., and Romano, F.: Tsunami Ready in Italy: towards the UNESCO recognition, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15864, https://doi.org/10.5194/egusphere-egu23-15864, 2023.

EGU23-15923 | ECS | Posters on site | NH5.1

Longitudinal assessment of tsunami knowledge in an Italian school. 

Lorenzo Cugliari, Massimo Crescimbene, and Alessandro Amato

Italy is at tsunami risk, a phenomenon characterized by low frequency of occurrence that can cause widespread and destructive impact on coastlines.

The activities carried out by the INGV's Tsunami Alert Center (CAT-INGV), in concert with Italian Department of Civil Protection, include tsunami risk mitigation through: i) the study of tsunami risk perception, ii) the Tsunami Ready program, and iii) educational and dissemination activities with different methodologies.

In this work we analyze the effectiveness and durability of learning about knowledge and tsunami risk with Lazzaro Spallanzani Scientific High School students, in Tivoli (Rome province).

The assessment involved the administration of an online questionnaire composed of selected items from the tsunami risk perception survey carried out by CAT for the tsunami risk perception study (Cerase et al., 2019, Cugliari et al., 2022).

The survey sample consists of 90 students identified by age group (16-19 y.o.) and study address (high school scientific address).

The assessment was made administering the questionnaire in two stages, two months apart (March 2022 and May 2022) before and after a tsunami scientific lesson with the support of multimedia tools (photos, videos, animations and infographics).

A third survey is planned for March 2023, respecting the statistical-methodological survey criteria.

Data analysis shows an evident increase in tsunami risk knowledge. Student educational needs also emerge that can be used as leverage to structure targeted and effective interventions and increase young people's awareness of tsunami risk in other areas. There is also evidence that fieldwork, with the aid of multimedia and possibly interactive or assisted media, provides successful maintenance of attention and facilitates assimilation

How to cite: Cugliari, L., Crescimbene, M., and Amato, A.: Longitudinal assessment of tsunami knowledge in an Italian school., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15923, https://doi.org/10.5194/egusphere-egu23-15923, 2023.

EGU23-15937 | ECS | Orals | NH5.1

Simulation of the hydro-acoustic and gravity waves generated by a landslide 

Juliette Dubois, Sébastien Impériale, Anne Mangeney, and Jacques Sainte-Marie

In this work we propose a linear model describing the propagation of acoustic waves and gravity waves in the ocean. This model can be used for describing the propagation of a tsunami and the acoustic waves generated by an underwater earthquake or a landslide.

The acoustic-gravity waves are considered as first order perturbation of an equilibrium state for the ocean. The equilibrium state is as follow: there is no mean current and the pressure, temperature and density are vertically stratified. The model is obtained from a linearization around this equilibrium state of the compressible Euler equations. Unlike several other works on acoustic-gravity waves, the two types of waves are not decoupled during the linearization. The complete derivation of the model and the comparison with the other models of the literature are presented in [1].

As a first application we present the simulation of a simplified landslide. We aim at a better understanding of the acoustic wavefield generation process. The equations are discretized with the finite element method in space and a finite difference scheme in time. In-field data on the acoustic waves generated by a landslide are already available in the literature [2] and provide the relevant scales for the simulation.

[1] Juliette Dubois, J., Imperiale, S., Mangeney, A., Bouchut, F., Sainte-Marie J. (2022), Acoustic and gravity waves in the ocean: a new derivation of a linear model from the compressible Euler equation, Submitted.

[2] Caplan-Auerbach, J., Dziak, R. P., Bohnenstiehl, D. R., Chadwick, W. W., and Lau, T.- K. (2014), Hydroacoustic investigation of submarine landslides at West Mata volcano, Lau Basin, Geophys. Res. Lett., 41, 5927– 5934, doi:10.1002/2014GL060964.

How to cite: Dubois, J., Impériale, S., Mangeney, A., and Sainte-Marie, J.: Simulation of the hydro-acoustic and gravity waves generated by a landslide, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15937, https://doi.org/10.5194/egusphere-egu23-15937, 2023.

We explored the capability of forecasting meteotsunamis using machine learning (ML) approaches. We selected meteotsunami events along the coast of Portugal where the atmospheric pressure jumps propagate from the south and southwest. Since this type of meteotsunamis is usually observed along the entire coast of Portugal (Kim & Omira, 2021; Kim et al., 2022), the southern tide gauges can act as a meteotsunami precursor for forecasting the northern coastal areas. For training and testing sets of ML, we started with the atmospheric pressure records (18 cases) which induced meteotsunamis, and then performed 1296 numerical simulation by varying the pressure inputs with different strength (jump magnitude), speed and direction. Then, the tidal gauge data from numerical simulations were used to apply neural networks (variational autoencoders and ARIMA) and to demonstrate the capability of meteotsunamis forecast based on one or more tide gauge observations. We observed that the ML models are capable of providing good predictions from short duration observations from the southern tide gauges. This work is supported by the project FAST—Development of new forecast skills for meteotsunamis on the Iberian shelf—ref. PTDC/CTAMET/32004/2017-funded by the Fundação para a Ciência e Tecnologia (FCT), Portugal.

 

References

Kim J, Omira R (2021) The 6–7 July 2010 meteotsunami along the coast of Portugal: insights from data analysis and numerical modelling. Nat Hazards 106:1397–1419. https://doi.org/10.1007/s11069-020-04335-8

Kim J, Omira R, Dutsch C (2022) Meteotsunamis along the Portugal coast from 2010 to 2019. 2nd World Conference of Meteotsunamis

Liu CM, Rim D, Baraldi R, LeVeque RJ (2021) Comparison of Machine Learning Approaches for Tsunami Forecasting from Sparse Observations. Pure Appl Geophys 178:5129–5153. https://doi.org/10.1007/s00024-021-02841-9

Omira R, Ramalho RS, Kim J, et al (2022) Global Tonga tsunami explained by a fast-moving atmospheric source. Nature 609:734–740. https://doi.org/10.1038/s41586-022-04926-4

How to cite: Kim, J. and Omira, R.: Machine Learning Approaches for Meteotsunami Forecasting on the Coast of Portugal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16620, https://doi.org/10.5194/egusphere-egu23-16620, 2023.

EGU23-16705 | Orals | NH5.1

Significant tsunami hazards in Indonesia from landslide and volcanic sources 

Mohammad Heidarzadeh, Danny Hilmann Natawidjaja, Marina C. G. Frederik, Mudrik R. Daryono, Purna Putra, Adi Patria, Aditya Riadi Gusman, and Iyan E. Mulia

Tsunamis from landslide and volcanic sources have been responsible for significant destruction and fatalities worldwide as evidenced most recently during the January 2022 Tonga volcanic tsunami (Heidarzadeh et al., 2022: https://doi.org/10.1016/j.oceaneng.2022.112165). Indonesia is a hot spot for such tsunamis from landslide and volcanic sources as the region suffered from destructive events in the past, such as the 1883 tsunami following the Krakatau eruption which costed at least 36,000 lives. More recently the region was struck by the 2018 Anak Krakatau volcanic tsunami with approximately 450 deaths, and the 2018 Palu (Sulawesi) tsunami with more than 4,000 casualties. Therefore, it is vital to further study the generation potential and mechanisms of such tsunamis and to improve hazard knowledge base.

Here, we study three recent tsunamis in Indonesia, two of which occurred following an earthquake while the other one occurred following a volcanic eruption. All three have a landslide component in their sources: the June 2021 Seram Island tsunami (earthquake), the December 2018 Palu tsunami (earthquake), and the December 2018 Anak Krakatau tsunami (volcanic eruption).

A tsunami was observed on 16th June 2021 in Seram Island following an Mw 5.9 earthquake. The tsunami amplitude was approximately 50 cm at Tehoru tide gauge whereas two other stations showed amplitudes of less than 4 cm. Such a relatively large tsunami (50 cm) is unexpected from a normal-faulting Mw 5.9 earthquake. We hypothesize that that a secondary source (i.e., a landslide) was involved. We applied tsunami modelling and source analysis to examine this hypothesis. Tsunami simulations confirmed that that the earthquake could only have contributed to a few centimeters of the tsunami and thus cannot reproduce the 50 cm waves. However, we could reproduce the tsunami observations using a landslide source. For more information see here: https://doi.org/10.1785/0120210274.   

Regarding the September 2018 Palu tsunami, it is now commonly accepted that a submarine landslide should have most likely contributed to the tsunami generation in addition to the earthquake. However, the nature of the landslide whether submarine or subaerial, and the contribution of the two sources are not clear. We propose a novel dual landslide-earthquake source that explains most of the observation of the 2018 Palu event. Our dual model comprises the USGS earthquake model (length = 264 km, width = 37 km, slip = 0 – 8.5 m) combined with a submarine landslide with a length of 1.0 km, a width of 2.0 km, and a thickness of 80.0 m. For more information see here: https://doi.org/10.1080/21664250.2022.2122293.         

For the December 2018 Anak Krakatau tsunami, we present the results of our field surveys. We surveyed 29 locations and measured tsunami runups from 0.9 m to 5.2 m, tsunami heights from 1.4 to 6.3 m, and inundation distances from 18 to 212 m. For more information, see here: https://doi.org/10.1007/s00024-020-02587-w.

We also discuss future directions towards expanding our limited understanding of tsunamis from landslide and volcanic sources in Indonesia which are often unpredictable and deadly. This research is funded by The Royal Society (UK), grant number CHL/R1/180173.   

How to cite: Heidarzadeh, M., Hilmann Natawidjaja, D., Frederik, M. C. G., Daryono, M. R., Putra, P., Patria, A., Gusman, A. R., and Mulia, I. E.: Significant tsunami hazards in Indonesia from landslide and volcanic sources, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16705, https://doi.org/10.5194/egusphere-egu23-16705, 2023.

EGU23-17571 | ECS | Orals | NH5.1

Fault Based Tsunami Generation and Hazard Analysis: A Probabilistic Study for Aegean Coasts of Türkiye 

Gozde Guney Dogan, Ahmet Cevdet Yalciner, Arda Ozacar, Zeynep Gulerce, Duygu Tufekci-Enginar, Mehmet Lutfi Suzen, Onur Kanun, Onur Pekcan, and Semih Yucemen

The coasts of Türkiye are vulnerable to tsunami hazards due to the intensive use of coastal areas and the activity of faults in the surrounding seas. The Samos-İzmir earthquake occurred on October 30, 2020, followed by a tsunami that affected the Sığacık Bay revealed this fact once again, demonstrating the importance of accurately modeling the tsunami hazard across the country. Probabilistic Tsunami Hazard Assessment (PTHA) results for various coastal engineering parameters (i.e., tsunami wave height, tsunami inundation distance) constitute one of the essential inputs of performance-based tsunami risk analysis. The TSUMAPS-NEAM project that ended in 2018 was one of the studies following the probabilistic approach for the Northeast Atlantic, Mediterranean, and connected seas (Basili et al. 2021). The primary objective of this study which is constructed within the TUBITAK (Scientific and Technological Research Council of Turkey) funded 121M750 project, is to develop a comprehensive probabilistic tsunami hazard analysis framework in which the uncertainties regarding active faults that can generate tsunamis for our country's Aegean Sea coasts are addressed fully. For this purpose, a holistic seismotectonic database has been created by compiling catalogs of active faults that can generate tsunamis in the Aegean Sea and its surroundings, important fault parameters, earthquake and focal mechanism solutions from national and international sources. The compiled database is utilized to determine possible tsunami source scenarios and model the epistemic and aleatory uncertainties in these scenarios. In this regard, a complete probabilistic set of tsunami source scenarios that have not been included in previous studies is being developed, and the near-shore tsunami wave height estimations will be determined by performing high-resolution tsunami simulations for each scenario. Considering the lack of hazard-based tsunami assessment for the coasts of the Aegean Sea, the near-shore tsunami wave height hazard curves to be obtained as a result of the project are of great importance in determining the effects of possible tsunamis and assessing the tsunami risk.

Acknowledgement: This study is supported by TUBITAK 1001-Grant Project No: 121M750.

How to cite: Dogan, G. G., Yalciner, A. C., Ozacar, A., Gulerce, Z., Tufekci-Enginar, D., Lutfi Suzen, M., Kanun, O., Pekcan, O., and Yucemen, S.: Fault Based Tsunami Generation and Hazard Analysis: A Probabilistic Study for Aegean Coasts of Türkiye, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17571, https://doi.org/10.5194/egusphere-egu23-17571, 2023.

EGU23-1109 | ECS | Posters virtual | CR3.4

Seasonal enhanced melting under Ekström Ice Shelf, Antarctica 

Ole Zeising, Olaf Eisen, Sophie Berger, M. Reza Ershadi, Reinhard Drews, Tanja Fromm, Tore Hattermann, Veit Helm, Niklas Neckel, Frank Pattyn, and Daniel Steinhage

Ice–ocean interaction is crucial for the integrity of ice shelves and thus ice sheet stability. Warm ocean currents lead to enhanced basal melting of ice shelves, which is the dominant component of mass loss for the Antarctic Ice Sheet. Knowing the current melt rates and predicting those under future climate scenarios is thus of great importance. In the course of the ­MIMO-EIS (Monitoring melt where Ice Meets Ocean) Project, we deployed a continuously measuring ApRES (Autonomous phase-sensitive Radio-Echo Sounding) device in the center of Ekström Ice Shelf, recording an hourly time series since April 2020. The continuous time series reveals a seasonal onset of enhanced melt rates, abruptly increasing from <0.5 to 2 m/a in July/August. High melt rates with around weekly to bi-weekly fluctuations last until November/December. In addition, we performed annual point measurements to determine the spatial pattern of basal melt rates. The majority of these sites show yearly averaged melt rates of <0.5 m/a. These measurements allow the evaluation of future ocean-simulations and are in good agreement with satellite remote sensing estimates.

How to cite: Zeising, O., Eisen, O., Berger, S., Ershadi, M. R., Drews, R., Fromm, T., Hattermann, T., Helm, V., Neckel, N., Pattyn, F., and Steinhage, D.: Seasonal enhanced melting under Ekström Ice Shelf, Antarctica, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1109, https://doi.org/10.5194/egusphere-egu23-1109, 2023.

EGU23-1190 | Orals | CR3.4

A periodic visco-elastic model for crevasses propagation in marine ice shelves 

Maryam Zarrinderakht, Thomas Zwinger, and Christian Schoof
Calving is a key mechanism that controls the length of floating ice shelves, and therefore their
buttressing effect on grounded ice. A fully process-based model for calving is currently still not
available in a form suitable for large-scale ice sheet models. Here we build on prior work that
treats crevasse growth in the run-up to calving as an example of linear elastic fracture growth.
Purely elastic behaviour is confined to short time intervals, much less than a single Maxwell
time (the ratio of viscosity to Young’s modulus) in duration: this is typically hours to a few days
for cold polar ice shelves, depending on temperature and state of stress. We explicitly recognize
that the elastic stresses occurring during fracture propagation act on an ice-mass subject to a
pre-stress created by long-term viscous deformation. By coupling a boundary element solver
for instantaneous elastic stress increments and the resulting fracture propagation with the
Elmer/Ice Stokes flow solver that computes the pre-stress and is able to model the long-term
evolution of the domain, we are able to show how viscous deformation end elastic fracture
mechanics interact. We show that viscous deformation is in general an essential part of calving,
and as a result, viscous deformation ultimately sets the time scale for calving. The geometric
changes resulting from that deformation are necessary to cause continued growth to calving
of fractures that initially propagate only part-way through the domain. We identify two distinct
modes of fracture propagation: either fractures propagate episodically, the crack lengthening in
each instance by a finite difference over short (elastic) time scales. Alternatively, fractures grow
gradually in such a way as to keep the viscous pre-stress near the crack tip from becoming
tensile, with elasticity playing a secondary role. Our results point to the purely instantaneous
stress-based calving laws that have become popular in large-scale ice sheet mechanics being
too simplistic.
  • Figure1: ice shelf geometry evolution and crevasse propagation
 
 

How to cite: Zarrinderakht, M., Zwinger, T., and Schoof, C.: A periodic visco-elastic model for crevasses propagation in marine ice shelves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1190, https://doi.org/10.5194/egusphere-egu23-1190, 2023.

EGU23-3165 | ECS | Orals | CR3.4

Antarctic ice-shelf advance driven by anomalous atmospheric and sea-ice circulation 

Frazer Christie, Toby Benham, Christine Batchelor, Wolfgang Rack, Aleksandr Montelli, and Julian Dowdeswell

The disintegration of the eastern Antarctic Peninsula’s Larsen A and B ice shelves has been attributed to atmosphere and ocean warming, and increased mass losses from the glaciers once restrained by these ice shelves have increased Antarctica’s total contribution to sea-level rise. Abrupt recessions in ice-shelf frontal position presaged the break-up of Larsen A and B, yet, in the ~20 years since these events, documented knowledge of frontal change along the entire ~1,400-km-long eastern Antarctic Peninsula is limited. Here, we show that 85% of the seaward ice-shelf perimeter fringing this coastline underwent uninterrupted advance between the early 2000s and 2019, in contrast to the two previous decades. We attribute this advance to enhanced ocean-wave dampening, ice-shelf buttressing and the absence of sea-surface slope-induced gravitational ice-shelf flow. These phenomena were, in turn, enabled by increased near-shore sea ice driven by a Weddell Sea-wide intensification of cyclonic surface winds around 2002. Collectively, our observations demonstrate that sea-ice change can either safeguard from, or set in motion, the final rifting and calving of even large Antarctic ice shelves.

How to cite: Christie, F., Benham, T., Batchelor, C., Rack, W., Montelli, A., and Dowdeswell, J.: Antarctic ice-shelf advance driven by anomalous atmospheric and sea-ice circulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3165, https://doi.org/10.5194/egusphere-egu23-3165, 2023.

EGU23-3240 | ECS | Posters on site | CR3.4

Anomalous mass gain of a tidewater outlet glacier with rapidly thinning ice sheet margin in Greenland 

Armin Dachauer and Andreas Vieli

In response to the general warming ocean-termination outlet glaciers of the Greenland ice sheet are generally thinning and retreating rapidly. However, the glacier system of Qajuuttap Sermia (also known as Eqalorutsit Kangilliit Sermiat), at the southwestern basin of the greenland ice sheet, shows a strongly contrasting and highly heterogenous dynamical behaviour. Detailed analysis of elevation changes (AeroDEM, GIMP, ArcticDEM) and front positions between the years 1985 and 2021 show slight but significant advance and thickening over at least the last 35 years, whereas its neighboring ocean- and land-terminating glaciers and more interestingly its three direct northwestern tributaries all show rapid thinning. The data indicates that effects of fjord geometry alone cannot explain this anomaly and we therefore further investigate potential reasons using operational continuous time series of solid ice flux (PROMICE) and surface mass balance from regional climate models (RACMO, MAR). 

How to cite: Dachauer, A. and Vieli, A.: Anomalous mass gain of a tidewater outlet glacier with rapidly thinning ice sheet margin in Greenland, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3240, https://doi.org/10.5194/egusphere-egu23-3240, 2023.

EGU23-4043 | Posters on site | CR3.4

Impacts of tide and cavity geometry on ocean-driven melting beneath the Nansen Ice Shelf 

Taekyun Kim, Ji-Seok Hong, Jae-Hong Moon, and Emilia Kyung Jin

Mass loss from ice shelves occurs through ocean-driven melting regulated by dynamic and thermodynamic processes in sub-ice shelf cavities. However, the understanding of these oceanic processes is quite limited because of the scant observations under ice shelves. Here, a regional coupled sea-ice/ocean model that includes physical interactions between the ocean and the ice shelf is used as an alternative tool for exploring ocean-driven melting beneath the Nansen Ice Shelf (NIS), Terra Nova Bay (TNB), Antarctica.

We will first show the spatiotemporal variability signatures for different modes of ocean-driven melting at the base of the NIS. Our model includes detailed bathymetry and ice shelf base topography based on in-situ observation and has been run with and without tides. We have also investigated how tide and model geometries (i.e., cavity geometry) affect the water mass transformations and ice shelf melting/freezing regimes at the base of the ice shelf which significantly affect the ice shelf stability.

How to cite: Kim, T., Hong, J.-S., Moon, J.-H., and Jin, E. K.: Impacts of tide and cavity geometry on ocean-driven melting beneath the Nansen Ice Shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4043, https://doi.org/10.5194/egusphere-egu23-4043, 2023.

EGU23-4541 | ECS | Posters on site | CR3.4

Can rifts alter ocean dynamics beneath ice shelves? 

Mattia Poinelli, Michael Schodlok, Eric Larour, Miren Vizcaino, and Riccardo Riva

The ongoing ablation of Antarctic ice shelves - to a large extent due to enhanced melting at the grounding line - is known to accelerate the outflow of upstream glaciers into the world oceans, rising the global sea level. A better understanding of ocean heat intrusion under the ice base is therefore essential to accurately estimate basal melt and the consequent impact on ice sheet dynamics. Observations also show that most ice shelves are crossed by full-thickness ice rifts. Nevertheless, their impact on ocean circulation around and below ice shelves has been largely unexplored as ocean models are commonly characterized by resolutions that are too coarse to resolve km-sized features in the ice draft. In this work, we investigate ocean circulation under rifted ice-shelves using the Massachusetts Institute of Technology ocean general circulation model. We find that the rift presence modulates oceanic heat transport toward the grounding line with potential repercussion in the dynamics of the most vulnerable portions of the ice shelf.

How to cite: Poinelli, M., Schodlok, M., Larour, E., Vizcaino, M., and Riva, R.: Can rifts alter ocean dynamics beneath ice shelves?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4541, https://doi.org/10.5194/egusphere-egu23-4541, 2023.

EGU23-4728 | Posters on site | CR3.4

NECKLACE: A circum-Antarctic dataset of basal melt 

Sue Cook, Keith W. Nicholls, Irena Vaňková, Sarah S. Thompson, and Craig L. Stewart

Ocean-driven melt at the base of floating ice shelves is a major mass loss process from the Antarctic ice sheet, and a key component in accurately predicting its contribution to future sea level rise. Observations of basal melt are important tools for testing and improving models of ice shelf-ocean interaction. While many of these observations come from satellite methods, field observations of melt are valuable for validating satellite-derived data products, and to provide higher-temporal resolution timeseries of melt.

The NECKLACE project aims to collate field measurements of ice shelf melt to create a standardised data product that can be used by glaciologists, oceanographers, and ice sheet modellers for testing and validation. Field measurements of melt can use a range of techniques, including range finding from under-ice moorings and surface radar instruments, but the most commonly used instrument in recent years is the Autonomous phase-sensitive Radio Echo Sounder (ApRES) due to its low cost and ease of deployment. The project will combine data contributions from multiple international teams to create a continent-wide, open-access database of timeseries of basal melt rates. The initial dataset will contain contributions from over 40 sites on 12 ice shelves. Beyond the collation of existing data, the project team also aims promote the collection of new field data by providing assistance with equipment procurement, set-up, and data processing. We hope that this data product can provide the basis for an ongoing monitoring network observing basal melt around Antarctica.

How to cite: Cook, S., Nicholls, K. W., Vaňková, I., Thompson, S. S., and Stewart, C. L.: NECKLACE: A circum-Antarctic dataset of basal melt, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4728, https://doi.org/10.5194/egusphere-egu23-4728, 2023.

EGU23-4949 | ECS | Orals | CR3.4

Hydraulic control of the submarine glacier melt in Greenlandic sill fjords 

Jonathan Wiskandt, Inga Monika Koszalka, and Johan Nilsson

The oceanic forcing of basal melt remains a major source of uncertainty in climate ice sheet modelling.
Several factors such as ice and fjord geometry, ambient water properties and subglacial discharge in-
fluence the submarine melt processes. We use a high resolution, non-hydrostatic configuration of the
Massachusetts Institute of Technology general circulation model (MITgcm, see Wiskandt et al., 2022)
to investigate the dependence of basal melt rates and melt driven circulation in the Sherard Osborn
Fjord (SOF) under the floating ice tongue of Ryder Glacier (RG), northwest Greenland, on the fjords
bathymetry in connection with variable subglacial discharge. In SOF, a sill in front of the floating ice
shields the cavity underneath the ice from warm Atlantic water (AW) penetrating towards the grounding
line, providing an effective shielding of the glacier from oceanic thermal forcing. The volume flux of the
AW inflow is controlled by the sill height and the melt water outflow. The outflow volume flux is in turn
dependent on basal melting, subglacial discharge and the mixing of the two with the AW. For sufficiently
strong outflow, hydraulic control at the sill crest can limit the available glacier–ward flux and therefore
the available oceanic thermal forcing for basal melting creating a stabilizing feedback. In this study
we investigate the sensitivity of the AW inflow into an idealized fjord to the presence of a sill, variable
sill height and seasonal forcing from subglacial discharge. The model results are compared to theory of
hydraulic control (Nilsson et al., 2022).

References
Nilsson, J., van Dongen, E., Jakobsson, M., O’Regan, M., and Stranne, C. (2022).
Hydraulic suppression of basal glacier melt in sill fjords. EGUsphere, 2022:1–33.
Wiskandt, J., Koszalka, I. M., and Nilsson, J. (2022). Basal melt rates and ocean
circulation under the Ryder Glacier ice tongue and their response to climate warming: a high resolution
modelling study. EGUsphere, 2022:1–29.

How to cite: Wiskandt, J., Koszalka, I. M., and Nilsson, J.: Hydraulic control of the submarine glacier melt in Greenlandic sill fjords, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4949, https://doi.org/10.5194/egusphere-egu23-4949, 2023.

EGU23-5472 | ECS | Orals | CR3.4

Ocean and atmospheric forcing of ice dynamic variability of west Antarctic Peninsula glaciers 

Benjamin Wallis, Anna Hogg, J. Melchior van Wessem, Benjamin Davison, Michiel van den Broeke, and Michael Meredith

In Antarctica changes to ice dynamics dominate the ice sheet’s contribution to rising sea-levels. The Antarctic Peninsula (AP), has undergone the greatest atmospheric warming of any southern hemisphere terrestrial area in the 20th century. Over the last three decades, the AP has experienced significant change; floating ice shelves have collapsed and retreated, and the loss of ice shelf buttressing strength has led to an acceleration in ice speed and dynamic thinning of the grounded ice. On the west coast warming ocean water at depth has been linked to glacier terminus retreat, acceleration, and grounding line retreat.

In this study, we use feature tracking of Sentinel-1 synthetic aperture radar (SAR) imagery to measure ice speed of the Antarctic Peninsula’s west coast tidewater glaciers from 2014-2022 at 6-12 day temporal resolution.

Our results show widespread patterns of increased summertime ice speed over a study area of 105 tidewater glaciers. We observe average seasonal speed variability of 12.4 ± 4.2 %, with maximum speed change of 22.3 ± 3.2 % on glaciers with the most pronounced seasonality. We also measure ice dynamic changes on inter-annual timescales on the west AP coast in this period. We study one example, Cadman Glacier, in detail, which has increased speed by 1025 ± 83 m/yr (41.6%) from October 2018 to November 2019. This increased flow speed has been maintained until at least May 2022 causing terminus retreat, increased ice discharge, and dynamic thinning of grounded ice by 20.3 ± 2.1 m/yr.

We investigate forcing mechanisms which may cause the seasonal and long-term dynamic variability we observe using a regional climate model, ocean temperature reanalysis data and remote sensing observations of terminus position. We find that summertime speed increases may be explained by a combination of perennial firn aquifer modulated meltwater runoff and seasonal patterns of terminus position change, revealing that these glaciers can respond to forcings on seasonal timescales. For the longer-term speed change, we find that the large acceleration of Cadman glacier is coincident with a period of anomalously high ocean temperatures on the west AP shelf.

How to cite: Wallis, B., Hogg, A., van Wessem, J. M., Davison, B., van den Broeke, M., and Meredith, M.: Ocean and atmospheric forcing of ice dynamic variability of west Antarctic Peninsula glaciers, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5472, https://doi.org/10.5194/egusphere-egu23-5472, 2023.

EGU23-5510 | ECS | Orals | CR3.4

A 3D glacier dynamics-line plume model to estimate the frontal ablation of Hansbreen, Svalbard 

José Manuel Muñoz Hermosilla, Eva De Andrés, Kaian Shahateet, Jaime Otero, and Francisco J. Navarro

Frontal ablation is responsible for a large fraction of the mass loss from marine-terminating glaciers. The main contributors to frontal ablation are iceberg calving and submarine melting, being calving the largest one. However, submarine melting, in addition to its direct contribution to mass loss, also promotes calving through the changes induced in the stress field at the glacier terminus, so both processes should be jointly analysed. Among the factors influencing submarine melting, the formation of a buoyant plume due to the emergence of fresh subglacial water at the glacier grounding line plays a key role. 

In this study we use Elmer/Ice, an open-source, parallel, finite-element software which solves the full-Stokes system, to develop a 3D glacier dynamics model including calving and subglacial hydrology coupled with a line-plume model fed by the subglacial discharge that accounts for the submarine melting at the calving front. The ice flow model provides the calving front position at every time-step. 

We apply this model to the Hansbreen–Hansbukta glacier–fjord system in Southern Spitsbergen, Svalbard, where a large set of data are available for both glacier and fjord. The evolution of the modelled front positions are in agreement in terms of advance and retreatment with those observed from time-lapse images of the glacier front, and, in general, the modelled is always ahead of the observed due to an underestimation of calving.

How to cite: Muñoz Hermosilla, J. M., De Andrés, E., Shahateet, K., Otero, J., and Navarro, F. J.: A 3D glacier dynamics-line plume model to estimate the frontal ablation of Hansbreen, Svalbard, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5510, https://doi.org/10.5194/egusphere-egu23-5510, 2023.

EGU23-5617 | Posters on site | CR3.4

Ocean variability beneath the Filchner-Ronne Ice Shelf inferred from basal melt rate time series 

Keith Nicholls and Irena Vankova

We deployed multiple phase-sensitive radars (ApRES) on Filchner-Ronne Ice Shelf (FRIS) to measure and characterize variability in its basal melt rate under present-day climatic conditions.
Sites along the western portion of the ice shelf show primarily seasonal variations, consistent with the propagation dynamics of seasonal dense water from the western FRIS front into the cavity.
Fifteen years of melt rate estimates from instruments moored beneath the ice at sites further from the western Ronne Ice Front are remarkably uniform in that melting is bounded between 0 and 1 m/a throughout the record. Here, inter-annual melt rate variability is expressed as a suppression or delay in the arrival of a seasonal melt rate minimum, which can be understood in terms of inter-annual stratification changes and variable inflow pathways towards the western Ronne sites.
Elsewhere in the cavity, along a direct flow pathway connecting the western FRIS front and the southwestern tip of Berkner Island, the lower frequency inter-annual signal is superimposed on a regular seasonal signal, with year-to-year melt rate variations as high as 1 m/a. Anomalously low summer sea-ice concentrations in front of the ice shelf, such as in 1998 and 2017, cause higher melting along this pathway with a year's delay.
Long term mean ApRES melt rates agree with estimates from satellite data over eastern FRIS. However, the satellite estimates overstate the area of active basal freezing in the western part of the ice shelf. The temporal melt rate variability from the satellite estimates dramatically overstates the range of variability at both seasonal and inter-annual time scales and only one site, on the eastern Ronne Ice Shelf, shows any correspondence between the in-situ and remotely derived inter-annual variability.

How to cite: Nicholls, K. and Vankova, I.: Ocean variability beneath the Filchner-Ronne Ice Shelf inferred from basal melt rate time series, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5617, https://doi.org/10.5194/egusphere-egu23-5617, 2023.

EGU23-5827 | Posters on site | CR3.4

Processes driving the speedup of Pine Island Ice Shelf between 2017 and 2020 

Sainan Sun and Gudmundur Hilmar Gudmundsson

From 2017 to 2020, three significant calving events took place on Pine Island Glacier, West Antarctica. Ice-shelf velocities changed over this period and the calving events have been suggested as possible drivers. However, satellite observations also show significant changes in the areal extent of fracture zones, especially in the marginal areas responsible for providing lateral support to the ice shelf. Here we conduct a model study to identify and quantify drivers of recent ice-flow changes of the Pine Island Ice Shelf. In agreement with recent studies, we find that the calving events caused significant velocity changes over the ice shelf. However, calving alone cannot explain observed velocity changes. Changes in the structural rigidity, i.e., ice damage, further significantly impacted ice flow. We suggest that ice damage evolution of the ice-shelf margins may have influenced recent calving events, and these two processes are linked.

How to cite: Sun, S. and Gudmundsson, G. H.: Processes driving the speedup of Pine Island Ice Shelf between 2017 and 2020, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5827, https://doi.org/10.5194/egusphere-egu23-5827, 2023.

EGU23-7094 | Orals | CR3.4

Precursor of disintegration of Greenland's largest floating ice tongue 

Angelika Humbert, Veit Helm, Niklas Neckel, Ole Zeising, Martin Rückamp, Khan Shfaqat Abbas, Loebel Erik, Dietmar Gross, Rabea Sondershaus, and Ralf Müller

The largest floating tongue of Greenland’s ice sheet, Nioghalvfjerdsbrae, has so far been relatively stable with respect to areal retreat. Curiously, it experienced significant less thinning and ice flow acceleration than its neighbour Zacharias Isbrae. Draining more than 6% of the ice sheet, Nioghalvfjerdsbrae might become a large contributor to sea level rise in the future. Therefore, the stability of the floating tongue is a focus of this study. We employ a suite of observational methods to detect recent changes. We found that the calving style has changed at the southern part of the eastern calving front from normal tongue-type calving to a crack evolution initiated at frontal ice rises reaching 5-7km and progressing further upstream compared to 2010. The calving front area is further weakened by a substantial increase of a zone of fragments and open water at the tongue’s southern margin, leading to the formation of a narrow ice bridge. These geometric and mechanical changes are a precursor of instability of the floating tongue. We complement our study by numerical ice flow simulations to estimate the impact of future break-up or disintegration events on the ice discharge. These idealised scenarios reveal that a loss of the south-eastern area would lead to 1% of increase of ice discharge at the grounding line, while a sudden collapse of the frontal area (46% of the floating tongue area) will enhance the ice discharge by 8.3% due to loss in buttressing.

Humbert, A., Helm, V., Neckel, N., Zeising, O., Rückamp, M., Khan, S. A., Loebel, E., Gross, D., Sondershaus, R., and Müller, R.: Precursor of disintegration of Greenland's largest floating ice tongue, The Cryosphere Discuss. [preprint], https://doi.org/10.5194/tc-2022-171, in review, 2022

How to cite: Humbert, A., Helm, V., Neckel, N., Zeising, O., Rückamp, M., Shfaqat Abbas, K., Erik, L., Gross, D., Sondershaus, R., and Müller, R.: Precursor of disintegration of Greenland's largest floating ice tongue, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7094, https://doi.org/10.5194/egusphere-egu23-7094, 2023.

EGU23-7096 | ECS | Posters on site | CR3.4

Decadal grounding line migration and ice shelf melt regime of Petermann Glacier, North-West Greenland, from high-resolution InSAR data. 

Enrico Ciracì, Eric Rignot, Bernd Scheuchl, Valentyn Tolpekin, Michael Wollersheim, Lu An, Pietro Milillo, Jose Luis Bueso-Bello, Paola Rizzoli, and Luigi Dini

Petermann Glacier (80.75N, 60.75W) terminates in one of the most extensive remaining ice tongues of the Greenland Ice Sheet. The glacier is grounded 600 meters below sea level on a downsloping bed and could significantly contribute to sea level rise during the 21st century. Recent observations showed an ongoing acceleration in ice flow and kilometric-scale grounding line retreat after decades of stable dynamic conditions. Warming of the ocean waters surrounding Greenland has been indicated as the main driver of this process. However, the melting regime of the glacier at the interface between ocean waters and grounded ice is not well known and needs to be investigated.

In this study, we achieve this goal by employing a time series of satellite radar interferometry data available between 2011 and 2022. We document grounding line migration using high-frequency observations from the Italian COSMO-Skymed constellation and the Finnish ICEYE constellation. Furthermore, we use time-tagged digital elevation models from the German TanDEM-X mission to assess the ice shelf basal melt regime in a Lagrangian framework.

InSAR observations reveal kilometer-size grounding line migrations - (2-6 km) grounding zones - during tidal cycles, with preferential seawater intrusions of 6 km along pre-existing subglacial channels. In addition, results from the Lagrangian approach indicate that the highest ice shelf melt rates occur at these locations, with values reaching peaks ranging from 60 to 80 meters per year.

Such high melt rates concentrated in kilometer-wide grounding zones contrast with the traditional plume model adopted by physical models with zero melt at a fixed grounding line. Their inclusion in physical models will increase the glacier's sensitivity to ocean warming and double the projections of sea level rise from the glacier.

This work was supported by a grant from NASA.

How to cite: Ciracì, E., Rignot, E., Scheuchl, B., Tolpekin, V., Wollersheim, M., An, L., Milillo, P., Bueso-Bello, J. L., Rizzoli, P., and Dini, L.: Decadal grounding line migration and ice shelf melt regime of Petermann Glacier, North-West Greenland, from high-resolution InSAR data., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7096, https://doi.org/10.5194/egusphere-egu23-7096, 2023.

EGU23-7200 | ECS | Orals | CR3.4 | Highlight

Un-pinning of Antarctic ice shelves over the past 5 decades 

Bertie Miles and Robert Bingham

Pinning points form when floating ice shelves locally reground on bathymetric highs. The anchoring of ice shelves onto these pinning points buttresses ice flow from the interior of the ice sheet, meaning they play a vital role in the mass balance of the ice sheet. However, we do not know how the hundreds of pinning points that fringe the Antarctic coastline have changed over recent decades. By utilizing the historic Landsat satellite image archive, we show that there has been an acceleration in pinning point loss over the past 5 decades, and in doing so help resolve the timeline of the onset of widespread ice shelf thinning in Antarctica. Between 1974 and 1990, only ice shelves in isolated regions were thinning and unanchoring from their pinning points, with 11% of all mapped pinning points reducing in size. Pinning point loss spreads from these isolated regions in the 1990s, with the proportion of pinning points reducing in size across the ice sheet more than doubles to 23%, before further increasing to 35% between 2000 and 2022. Pinning point loss is concentrated along the western Antarctic Peninsula, West Antarctic and Wilkes Land coastlines, but we do also observe the rapid growth and break-up of some large ice rises outside of these regions. Continued acceleration in pinning point loss will reduce the buttressing potential of ice shelves and ultimately result in enhanced discharge of ice into the Southern Ocean and contribute to sea level rise.

How to cite: Miles, B. and Bingham, R.: Un-pinning of Antarctic ice shelves over the past 5 decades, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7200, https://doi.org/10.5194/egusphere-egu23-7200, 2023.

EGU23-7295 | ECS | Orals | CR3.4

Simulating northern hemisphere glacier – ocean interactions using the Open Global Glacier Model and the Nucleus for European Modelling of the Ocean 

Jan-Hendrik Malles, Fabien Maussion, Lizz Ultee, Will Kochtitzky, Luke Copland, Paul Myers, and Ben Marzeion

Marine-terminating glaciers cover roughly one-third of the Northern Hemisphere's glacierized area (outside the Greenland ice sheet) and their direct freshwater export to the oceans has the potential to change not only global mean sea level (GMSL), but also local and regional ocean circulation patterns. Due to the interrelation of surface and frontal mass budgets, the dynamics of marine-terminating  glaciers are distinct from those of land-terminating glaciers forced only by the atmosphere. Here, were present recent advances in large-scale modeling of marine-terminating glaciers in the Open Global Glacier Model (OGGM). These include an enhanced representation of frontal processes and an independent calibration of surface and frontal mass balance. Further, we do a first investigation of coupling effects with an ocean general circulation model (Nucleus for European Modelling of the Ocean; NEMO). Including an explicit treatment of frontal processes (but so far ignoring future changes in ocean climate), we find that the spread between different emission scenarios at the end of the 21st century is reduced. Cumulative GMSL rise contribution projected for Northern Hemisphere glaciers is reduced by ca. 8 % in 2100, while the reduction for marine-terminating glaciers is ca. 23 %. Utilizing temperature and salinity output of NEMO, configured for the Arctic and Northern Hemisphere Atlantic (NEMO-ANHA4), to force a newly implemented submarine melt parameterization in OGGM, we estimate that 12 (6 - 22) % of the total frontal ablation was caused by submarine melt between 2010 and 2020. Finally, we explore differences in the ocean model’s output between runs that include the freshwater forcing from northern hemisphere glaciers and those that do not. The two main findings considering NEMO runs that include the freshwater forcing derived from OGGM output compared to those that do not are: i) an increased heat transport into Baffin Bay, and ii) changes in the pathways of Atlantic water to the Arctic Ocean, with less transport into the Barents Sea and more through Fram Strait.

How to cite: Malles, J.-H., Maussion, F., Ultee, L., Kochtitzky, W., Copland, L., Myers, P., and Marzeion, B.: Simulating northern hemisphere glacier – ocean interactions using the Open Global Glacier Model and the Nucleus for European Modelling of the Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7295, https://doi.org/10.5194/egusphere-egu23-7295, 2023.

EGU23-7332 | ECS | Orals | CR3.4 | Highlight

Antarctic ice shelf front dynamics between 2015 and 2023 

Celia A. Baumhoer, Andreas J. Dietz, and Claudia Kuenzer

The Antarctic ice sheet is fringed by ice shelves regulating the ice flow into the ocean. The fronts of these ice shelves are constantly moving and are sensitive indicators of glaciological and environmental change. Previously, Antarctic ice shelf front change was not observed regularly due to limited availability of satellite imagery and time-consuming manual front delineations. The era of freely available SAR satellite data and recent developments in image processing with artificial intelligence created new opportunities for monitoring ice shelf front dynamics on a regular basis. Here, we present the IceLines dataset providing continuous time series of calving front dynamics for 36 major Antarctic ice shelves since 2015. The dataset consists of over 19,000 front positions extracted from Sentinel-1 satellite data by using a convolutional neural network called HED-Unet. The automatically extracted front positions can deviate from manual delineated fronts due to fast ice, mélange and icebergs close to the front by 209±12 m (5.2 pixel) on dual polarized imagery and 432±21 m (8.8 pixel) for single-polarized imagery whereas the frontal movement can be determined with higher accuracies of 63±68 m (1.6 pixel) for dual and 107±126 m (2.7 pixel) for single polarized imagery. To minimize errors and enhance quick usability, automatic separation of unreliable front positions (still accessible) is applied for an easy analysis of the dataset. This contribution features the analysis of the IceLines dataset providing new insights into Antarctic calving front dynamics by investigating intra-annual calving front dynamics, changing advance rates of ice shelf fronts, recent calving events and overall calving front change.

How to cite: Baumhoer, C. A., Dietz, A. J., and Kuenzer, C.: Antarctic ice shelf front dynamics between 2015 and 2023, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7332, https://doi.org/10.5194/egusphere-egu23-7332, 2023.

A 3D modelling of glacial bay hydrodynamics has been performed in Admiralty Bay (AB), King George Island, Antarctica, using Delft3D Flow model with tides and density gradients as its drivers. It was conducted in multiple scenarios of varied glacial input - a baseline case without meltwater added, and scenarios with meltwater input divided into two modes: drained through entire glacial front and with glacial input solely added to the surface layers of the ocean. Each mode was further divided into three cases dependent on the volume of  freshwater added, with estimated small, medium and large volume input case per each mode. Through these seven studied scenarios a character of glacial impact on overall glacial bay flow patterns, water level changes and salinity was shown. Results revealed general circulation pattern in AB, consisting of two cyclonic circulation cells that control water exchange between the bay and the ocean. Cells are separated by a boundary area, located approximately 7 km from the bay’s opening, dividing Admiralty Bay into waters primarily driven by the ocean, and inner waters significantly influenced by glacial input. This pattern is consistent in all studied cases, however its intensity and specific location is controlled by the volume of glacial input and tidal phases. Although water level changes have been found to be overall predominantly driven by tides, areas within the boundary and top 50-60 m of the water column are substantially influenced by glacial forcing, regardless of the scenario mode. Salinity distribution showed strong water column stratification, classifying AB as a salt-wedge estuary. Gathered results have been confronted with abundant in situ measurements consisting of ADCP probing validating water flow velocities and CTD+ profile measurements consistently carried out in 31 locations in AB, throughout three-year long period. Modelled calculations compared with measurement dataset allowed an estimation of summerly glacial inflow volume into AB from adjacent twenty tidewater glaciers. These values contrasted with CTD+ data from different seasons permitted assessment of glacial input volume variability during the course of the year. Altogether results of the study give first in this scale and detail image of seasonally changing impact of glaciers on Antarctic bay waters.

How to cite: Osińska, M.: Features and extent of meltwater impact on glacial bay’s flow pattern, water level and salinity revealed through multi-scenario 3D modelling and in situ measurements in Admiralty Bay, Antarctica, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7613, https://doi.org/10.5194/egusphere-egu23-7613, 2023.

EGU23-7811 | Posters on site | CR3.4

Impact of sliding laws and surface mass projections on Greenland outlet glacier dynamics at 100-year timescales 

Rachel Carr, Emily Hill, and Hilmar Gudmundsson

The Greenland Ice Sheet (GrIS) contributed to 10.6 mm to global sea level rise between 1992 and 2018, making it crucial to accurately forecast its near future ice losses. Here, we assess the relative importance of two major sources of uncertainty in GrIS ice loss, namely the choice of sliding law and SMB forecasts. To do this we use the ice flow model Úa to perform a series of model experiments using different formulations of the sliding law, and different projections of future surface mass balance (SMB). We conducted this work at three major Greenland outlet glaciers, to assess the variability in the importance of sliding laws and/or SMB forecasts between different types of glacier. Our results show that the choice of sliding law had a small impact on ice loss from our study glaciers, whereas the choice of SMB forecast produced major differences in sea level rise estimates.

How to cite: Carr, R., Hill, E., and Gudmundsson, H.: Impact of sliding laws and surface mass projections on Greenland outlet glacier dynamics at 100-year timescales, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7811, https://doi.org/10.5194/egusphere-egu23-7811, 2023.

EGU23-8124 | Orals | CR3.4

Strong ocean melting feedback during the recent retreat of Thwaites Glacier 

Paul Holland, Suzanne Bevan, and Adrian Luckman

The accelerating ice loss from Thwaites Glacier is making a substantial contribution to global sea-level rise, and could add tens of centimetres to sea level over the coming centuries. This ice loss is associated with rapid thinning and disintegration of the floating sections of Thwaites Glacier, and retreat of its grounding line. In this study, we use a high-resolution ocean model and a series of Digital Elevation Models of the floating part of Thwaites Glacier from 2011 to 2022 to simulate the evolution of sub-ice melting during this rapid retreat.

The results show that the ice evolution induces a strong geometrical feedback onto melting. The ice thinning and retreat provide a larger melting area, thicker and better-connected sub-ice water column, and steeper ice base. This leads to stronger sub-ice ocean currents, increasing melting by ~50% without any change in forcing from wider ocean conditions. This geometrical feedback over just 12 years is stronger than the melting changes expected from century-scale changes in ocean conditions and subglacial meltwater input. The strength of this feedback implies that greenhouse gas emissions policy may have a very weak influence over future ocean-driven ice loss from Thwaites Glacier.

How to cite: Holland, P., Bevan, S., and Luckman, A.: Strong ocean melting feedback during the recent retreat of Thwaites Glacier, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8124, https://doi.org/10.5194/egusphere-egu23-8124, 2023.

EGU23-8261 | ECS | Orals | CR3.4

Rift Initiation via Unstable Basal Crevasses 

Niall Coffey, Ching-Yao Lai, and Yongji Wang

Ice shelves, the floating extensions of ice sheets, can reduce the rate of sea level rise by buttressing the upstream grounded ice. However, calving, or the fracturing that creates icebergs, can cut out regions that were resisting flow, and allow for increased ice flux and thus sea level contribution. In this work, I focus on the transition from basal crevasses, or seawater-filled fractures on the bottom surface, to full thickness fractures called rifts. Using RACMO ice shelf surface temperatures and holding the ice-ocean interface at -2℃, I find good agreement between observed rifts on the Larsen C and Ross Ice Shelves and rifts predicted to evolve from basal crevasses through 2D Mode I Linear Elastic Fracture Mechanics (LEFM). I also explore the influence of ice shelf geometry in rift formation by solving the Shallow Shelf Approximation (SSA) equations for idealized ice shelves with COMSOL’s Finite Element Analysis software. Using the stress field outputs with LEFM’s rift initiation criteria, I find qualitative agreement in the rift orientation between the predicted unstable basal crevasses and the observed rifts on the left margin of Pine Island Ice Shelf.

How to cite: Coffey, N., Lai, C.-Y., and Wang, Y.: Rift Initiation via Unstable Basal Crevasses, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8261, https://doi.org/10.5194/egusphere-egu23-8261, 2023.

EGU23-8393 | ECS | Orals | CR3.4

Constraining the overall future projection of Upernavik Isstrøm by observations 

Eliot Jager, Fabien Gillet-Chaulet, Nicolas Champollion, and Romain Millan

The uncertainty of the future contribution to sea level rise of the Antarctic and Greenland polar ice sheet remains important, as shown by the latest multi-model intercomparison (ISMIP6). We can summarise three main sources of uncertainties that are related to the ice flow model, the atmospheric and oceanic forcing and final to the Shared Socioeconomic Pathways (SSP). Results for the Greenland Ice Sheet (Goelzer and al., 2020) show that the model uncertainty explains a similar part of the ensemble spread (40 mm of sea-level rise by 2100) compared to the atmospheric forcing uncertainty (36 mm) or the SSP uncertainty (48 mm) and two times more than the ensemble spread due to the oceanic forcing uncertainty (19 mm). 

Uncertainties in ice flow models are mainly due to different assumptions in numerical models and parameterisation, as well as model initialisation (spin-up, data assimilation). Here, we investigate the sensitivity of a single ice flow model (Elmer/Ice) to different sources of uncertainties for Upernavik Isstrøm, a tidewater glacier in the North-West sector of Greenland. To achieve this goal, we have identified potential sources of uncertainties: parameters related to the initialization of the model by inverse method (ice stiffness, friction law, regularization, input observations), those related to the dynamics (ice flow law, friction law) and finally those related to the forcing (sensitivity to the ocean, global climate model, regional climate model, SSP). To evaluate their influence we run a 200-member ensemble that samples these different sources of uncertainty. Each member is initialised to a state close to 1985 and evaluated during a historical simulation from 1985 to 2015 where the front positions are forced using observations (Wood et al., 2021). We then use the ISMIP6 protocol where the front position is parametrized as a function of ocean temperature and runoff to perform projections to 2100.

We then evaluate the sensitivity of this ensemble to our different sources of uncertainty using Sobol indices. Based on this novel approach, we define several metrics that allow us to score individual ensemble members using a comprehensive record of ice velocity, surface elevation and mass loss over the period 1985-2015. We then evaluate the possibility of reducing the uncertainty in Upernavik Isstrøm's contribution to sea level rise using these scores. 

How to cite: Jager, E., Gillet-Chaulet, F., Champollion, N., and Millan, R.: Constraining the overall future projection of Upernavik Isstrøm by observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8393, https://doi.org/10.5194/egusphere-egu23-8393, 2023.

EGU23-8902 | ECS | Orals | CR3.4

Baroclinic Ocean Response to Climate Forcing Regulates Decadal Variability of Ice-Shelf Melting in the Amundsen Sea 

Alessandro SIlvano, Paul Holland, Kaitlin Naugthen, Oana Dragomir, Pierre Dutrieux, Adrian Jenkins, Yidongfang Si, Andrew Stewart, Beatriz Peña Molino, Gregor Janzing, Tiago Dotto, and Alberto Naveira Garabato

Warm ocean waters drive rapid ice-shelf melting in the Amundsen Sea. The ocean heat transport toward the ice shelves is associated with the Amundsen Undercurrent, a near-bottom current that flows eastward along the shelf break and transports warm waters onto the continental shelf via troughs. Here we use a regional ice-ocean model to show that, on decadal time scales, the undercurrent's variability is baroclinic (depth-dependent). Decadal ocean surface cooling in the tropical Pacific results in cyclonic wind anomalies over the Amundsen Sea. These wind anomalies drive a westward perturbation of the shelf-break surface flow and an eastward anomaly (strengthening) of the undercurrent, leading to increased ice-shelf melting. This contrasts with shorter time scales, for which surface current and undercurrent covary, a barotropic (depth-independent) behavior previously assumed to apply at all time scales. This suggests that interior ocean processes mediate the decadal ice-shelf response in the Amundsen Sea to climate forcing.

How to cite: SIlvano, A., Holland, P., Naugthen, K., Dragomir, O., Dutrieux, P., Jenkins, A., Si, Y., Stewart, A., Peña Molino, B., Janzing, G., Dotto, T., and Naveira Garabato, A.: Baroclinic Ocean Response to Climate Forcing Regulates Decadal Variability of Ice-Shelf Melting in the Amundsen Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8902, https://doi.org/10.5194/egusphere-egu23-8902, 2023.

EGU23-9001 | ECS | Orals | CR3.4

Accessing ice effective viscosity using physics-informed deep learning 

Wang Yongji and Ching-Yao Lai

Ice flows in response to stresses according to the flow law that involves ice viscosity. An accurate description of effective ice viscosity is essential for predicting the mass loss of the Antarctic Ice Sheet, yet measurement of ice viscosity is challenging at a continental scale. Lab experiments of polycrystalline ice shows that the effective viscosity of ice obeys a power-law relation with the strain rate, known as Glen’s flow law. However, it remains unclear how processes at ice-shelf scales impact the effective viscosity of glacial ice. Here, we leverage the availability of remote-sensing data and physics-informed deep learning to infer the effective ice viscosity and examine the rheology, i.e. flow law,  of glacial ice in Antarctic Ice Shelves. We find that the rheology of ice shelves differs substantially between the compression and extension zones. In the compression zone near the grounding line the rheology of ice closely obeys power laws with exponents in the range 1<n<3, consistent with prior laboratory experiments. In the extension zone, which comprises most of the total ice-shelf area, ice performs complex rheological behavior, deviating from laboratory findings. We also discover the areas where ice viscosity appears non-isotropic.

How to cite: Yongji, W. and Lai, C.-Y.: Accessing ice effective viscosity using physics-informed deep learning, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9001, https://doi.org/10.5194/egusphere-egu23-9001, 2023.

EGU23-9993 | ECS | Orals | CR3.4

Seasonal land-ice-flow variability and its drivers in the Antarctic Peninsula 

Karla Boxall, Frazer D. W. Christie, Ian C. Willis, Jan Wuite, and Thomas Nagler

Ice flow of the Antarctic Ice Sheet has experienced multi-annual acceleration in response to increased rates of ice thinning and retreat. Despite the well-documented seasonality of ice flow in Arctic and Alpine regions, little to no observations exist of seasonal ice-flow variability in Antarctica, due largely to a lack of systematic, high temporal-resolution satellite imagery. Accordingly, the mechanisms driving any such seasonality remain similarly undetermined. Such information is critical for understanding, modelling, and ultimately refining projections of the ongoing and future contribution of Antarctica to global sea-levels.

Here, we use high spatial- and temporal- (6/12-daily) resolution Copernicus Sentinel-1a/b synthetic aperture radar (SAR) observations spanning 2014 to 2020 to provide evidence for seasonal flow variability of land ice feeding George VI Ice Shelf (GVIIS), Antarctic Peninsula. Between 2014 and 2020, the flow of glaciers draining to GVIIS from Palmer Land and Alexander Island increased during the austral summertime (December – February) by ~15% relative to baseline rates of flow. This speedup is corroborated by independent observations of ice flow as imaged by the Landsat 8 Operational Land Imager.

To identify the likely drivers of this seasonality, we carry out statistical time-series analyses on an array of remotely sensed and reanalysis datasets of potential environmental forcing mechanisms. We find that both surface and oceanic forcing act as statistically significant precursors to summertime ice-flow acceleration. Ultimately, these findings imply that seasonality may be present elsewhere in Antarctica where comparable forcing mechanisms exist.

How to cite: Boxall, K., Christie, F. D. W., Willis, I. C., Wuite, J., and Nagler, T.: Seasonal land-ice-flow variability and its drivers in the Antarctic Peninsula, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9993, https://doi.org/10.5194/egusphere-egu23-9993, 2023.

EGU23-10142 | ECS | Orals | CR3.4

Drivers and rarity of the strong 1940s westerly wind event in the Amundsen Sea, West Antarctica 

Gemma O'Connor, Paul Holland, Eric Steig, Pierre Dutrieux, and Greg Hakim

Ice loss in the Amundsen Sea Embayment is occurring primarily via exposure to warm ocean water, which varies in response to local wind variability. There is evidence that glacier retreat in this region was initiated in the mid-20th century, however the perturbation that may have triggered retreat remains unknown, leaving the climatic mechanisms driving retreat highly uncertain. A leading hypothesis is that a large atmospheric circulation anomaly in the Amundsen Sea occurred in the 1940s, driving a strong oceanic ice-shelf melting perturbation. However, the characteristics and drivers of this 1940s event remain poorly constrained, and the expected occurrence of such events in a natural climate has not yet been evaluated. We investigate this hypothesis using paleoclimate reconstructions and climate model simulations. The reconstructions show that a large multi-year westerly wind anomaly occurred from ~1938-1942, likely as a combined response to the very large El Niño event from 1940-1942 and variability sourced from outside the tropical Pacific starting years earlier. In climate model simulations we find evidence that events of similar magnitude and duration are unusual but may have occurred tens to hundreds of times throughout the Holocene. Our results suggest that the strong westerly event in the 1940s is unlikely to be exceptional enough to initiate glacier retreat on its own; naturally driven climatic/oceanic trends preceding the event or perhaps anthropogenically driven trends following the event are needed to explain retreat. Our analyses provide novel constraints on the significance of the 1940s westerly event in the Amundsen Sea and highlight outstanding uncertainties in our understanding of the mechanisms driving glacier retreat. 

How to cite: O'Connor, G., Holland, P., Steig, E., Dutrieux, P., and Hakim, G.: Drivers and rarity of the strong 1940s westerly wind event in the Amundsen Sea, West Antarctica, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10142, https://doi.org/10.5194/egusphere-egu23-10142, 2023.

EGU23-10704 | Orals | CR3.4

Community-based monitoring to understand changing tidewater glacier-ocean interactions in the Canadian Arctic Archipelago 

Maya Bhatia, Stephanie Waterman, Erin Bertrand, Paul Myers, Andrew Hamilton, Terry Noah, David Burgess, Eric Brossier, France Pinczon du Sel, Claire Parrott, Patrick White, Patrick Williams, Megan Roberts, Maria Cavaco, Jenifer Spence, and Ana Heras Duran

Tidewater glaciers are defining coastal features in Canadian high Arctic marine systems. Rapid Arctic climate warming is dramatically altering the nature of these coastlines and adjacent waters through changing atmospheric forcing, a lengthening open-water season, and accelerating glacier retreat. These changes have a broad range of impacts enhancing glacier meltwater discharge, shifting coastal biological productivity patterns, and changing upper ocean freshwater variability and circulation. For the community of Aujuittuq (Grise Fiord), Canada’s northernmost community and ‘the place that never thaws’, these impacts have critical implications for local infrastructure, travel safety and food security. Over the last decade, Aujuittuq community members have noted significant recession of glaciers, as well as changes in the fjords surrounding their home and hunting grounds. To better understand these changes, for the last several years, we have been collaborating with the community to collect year-round marine observations in Jones Sound, home of the Inuit of Aujuittuq. Our observations span the nearshore coastal zone to the open Sound, comparing glacierized and non-glacierized fjords and multiple glaciers of varying type (land-terminating, tidewater), grounding line depth, and size draining surrounding ice caps. In total these observations represent over 400 casts measuring water column temperature, salinity, turbidity, dissolved oxygen, and chlorophyll a, with paired bottle samples characterizing carbon, nutrient, metal, and phytoplankton community composition and activity to elucidate how these properties evolve with distance from the shore. In 2022, we worked with 12 local youth, adults, and elders to make these observations. Our efforts aim to establish a long-term, community-led monitoring program centered around the co-consideration of Indigenous and scientific knowledge to understand ongoing change in high Arctic coastal environments. Results from this study substantially further our holistic understanding of glacier-ocean impacts in the sparsely sampled Canadian Arctic Archipelago and beyond, while also providing data critical to accurate future projections of high-latitude marine change in regions that are a hotspot for tidewater glacial retreat and meltwater runoff to the ocean.

How to cite: Bhatia, M., Waterman, S., Bertrand, E., Myers, P., Hamilton, A., Noah, T., Burgess, D., Brossier, E., Pinczon du Sel, F., Parrott, C., White, P., Williams, P., Roberts, M., Cavaco, M., Spence, J., and Heras Duran, A.: Community-based monitoring to understand changing tidewater glacier-ocean interactions in the Canadian Arctic Archipelago, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10704, https://doi.org/10.5194/egusphere-egu23-10704, 2023.

EGU23-11256 | ECS | Orals | CR3.4

Mass balance of the northern Antarctic Peninsula Ice Sheet 

Thorsten Seehaus, Christian Sommer, Philipp Malz, Thomas Dethinne, Francisco Navarro, and Kaian Shahateet

Some of the highest specific mass change rates in Antarctica are reported for the Antarctic Peninsula. However, the existing estimates for the northern Antarctic Peninsula (<70°S) are either spatially limited or are affected by considerable uncertainties. Within this study, the first assessment of the geodetic mass balance throughout the ice sheet of the northern Antarctic Peninsula is carried out employing bi-static SAR data from the TanDEM-X satellite mission. Repeat coverages from austral-winters 2013 and 2017 are employed. An overall coverage of 96.4% of the study area by surface elevation change measurements is revealed. The spatial distribution of the surface elevation and mass changes points out, that the former ice shelf tributary glaciers of the Prince-Gustav-Channel, Larsen-A&B, and Wordie ice shelves are the hotpots of ice loss in the study area, and highlights the long-lasting dynamic glacier adjustments after the ice shelf break-up events. The highest mass change rate is revealed for the Airy-Seller-Fleming glacier system and the highest average surface elevation change rate is observed at Drygalski Glacier. The comparison of the ice mass budget with anomalies in the climatic mass balance indicates, that for wide parts of the southern section of the study area the mass changes can be partly attributed to changes in the climatic mass balance. The previously reported connection between mid-ocean warming along the southern section of the west coast and increased frontal glacier recession does not repeat in the pattern of the observed glacier mass losses, excluding Wordie Bay.

How to cite: Seehaus, T., Sommer, C., Malz, P., Dethinne, T., Navarro, F., and Shahateet, K.: Mass balance of the northern Antarctic Peninsula Ice Sheet, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11256, https://doi.org/10.5194/egusphere-egu23-11256, 2023.

EGU23-11569 | Posters on site | CR3.4

Basal melt rates and mechanical properties of the Ekström Ice Shelf, East Antarctica, inferred from repeat, quad-polarimetric radar data 

Reinhard Drews, Falk Oraschewski, Mohammadreza Ershadi, Clara Henry, Vjeran Višnjević, Paul Bons, Inka Koch, Jonathan Hawkins, and Olaf Eisen

Ice shelves buttress ice flow from Antarctica’s interior and provide the interface for ice-ocean interactions. Here, we present a comprehensive dataset collected with autonomous phase-sensitive radio-echo sounders (ApRES) on the Ekström Ice Shelf in East Antarctica. The data include a one year time series of basal melt near the grounding zone and > 40 repeat and quad-polarimetric observations covering the entire ice shelf with the transition to grounded ice and multiple lateral shear zones. The inferred melt rates are put into context in terms of their seasonality and with respect to spatial patterns which were mapped in the internal ice stratigraphy. The polarimetric backscatter show signs of anisotropic ice fabric and spatial changes can be traced coherently from the grounding line to the ice-shelf front. We investigate those signatures in conjunction with the vertical strain rates inferred from ApRES and ice-flow modelling to learn more about ice-shelf rheology, particularly with respect to the stress exponent n.

How to cite: Drews, R., Oraschewski, F., Ershadi, M., Henry, C., Višnjević, V., Bons, P., Koch, I., Hawkins, J., and Eisen, O.: Basal melt rates and mechanical properties of the Ekström Ice Shelf, East Antarctica, inferred from repeat, quad-polarimetric radar data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11569, https://doi.org/10.5194/egusphere-egu23-11569, 2023.

EGU23-11610 | ECS | Posters on site | CR3.4

Frontal processes of Sermeq Kujalleq in West Greenland observed with repeated UAV surveys 

Andrea Kneib-Walter, Guillaume Jouvet, Adrien Wehrlé, Ana Nap, Fabian Walter, and Martin P. Lüthi

Outlet glaciers and ice streams transport ice from the ice sheets to the ocean, where the glaciers lose mass by iceberg calving. Sermeq Kujalleq (SKK, Jakobshavn Isbræ) is one of the largest and most dynamic ice streams of the Greenland Ice Sheet with ice flow velocities up to 40 m/day. With extensive fieldwork and detailed repeated UAV surveys we aim at understanding the complex processes occuring at the ice stream margins and at the calving front of SKK. Such processes are often neclected in numerical models inducing uncertainties in projections of the ice sheet evolution.

Within the framework of the COEBELI project we conducted drone photogrammetry surveys in July 2022 at SKK along other field measurements including in-situ GPS, GPRI, seismometers, and time-lapse imagery. Despite challenging weather conditions and constraints due to flying restrictions, we acquired 17 repeated flight surveys over the calving front of SKK during two weeks. As a result, we produced a large imagery data set, which was processed to infer high-resolution ortho-images and digital elevation models (DEM). Comparing the different products enables us to estimate changes in surface topography and ice dynamics. During the observation period several large calving events occurred allowing us to investigate the interaction between frontal processes and ice flow dynamics. With the very detailed data we can study crevasse opening, acceleration at the front, weaknesses in the ice and their origin, and the reaction of the glacier to large calving events.

How to cite: Kneib-Walter, A., Jouvet, G., Wehrlé, A., Nap, A., Walter, F., and Lüthi, M. P.: Frontal processes of Sermeq Kujalleq in West Greenland observed with repeated UAV surveys, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11610, https://doi.org/10.5194/egusphere-egu23-11610, 2023.

EGU23-11661 | ECS | Posters on site | CR3.4

Revisiting the impact of anomalous precipitation on the mass budget of the Amundsen Sea Embayment ice streams 

Benjamin Davison, Anna Hogg, Richard Rigby, Sanne Veldhuijsen, Melchior van Wessem, Michiel van den Broeke, Paul Holland, Heather Selley, and Pierre Dutrieux

Mass loss from the West Antarctic Ice Sheet is dominated by glaciers draining into the Amundsen Sea Embayment (ASE). The majority of that mass loss is driven by decadal variations in submarine melt rates. However, periods of extremely high or low precipitation can compound or mitigate ocean-driven mass losses, yet the impact of anomalous precipitation on the mass balance of the ASE is poorly known. We present a 25-year (1996-2021) record of ASE input-output mass balance and evaluate how two periods of anomalous precipitation affected its sea level contribution. Since 1996, the ASE has lost 3331±424 Gt ice, contributing 9.2±1.2 mm to global sea level. Overall, surface mass balance changes contributed just 7.7 % to total mass loss; however, two anomalous precipitation events had a larger, albeit short-lived, impact on rates of mass change. During 2009-2013, persistently low snowfall, due to anomalously zonal circulation, led to an additional 51±4 Gt yr-1 mass loss in those years (contributing positively to the total loss of 195±4 Gt yr-1). Contrastingly, extreme precipitation in the winters of 2019 and 2020 decreased mass loss by 60±16 Gt yr-1 during those years (contributing negatively to the total loss of 107±15 Gt yr-1). These results demonstrate that extreme snowfall variability can have a substantial impact on the short-term sea level contribution from West Antarctica and show that mass changes do not necessarily scale with grounding line discharge anomalies.

How to cite: Davison, B., Hogg, A., Rigby, R., Veldhuijsen, S., van Wessem, M., van den Broeke, M., Holland, P., Selley, H., and Dutrieux, P.: Revisiting the impact of anomalous precipitation on the mass budget of the Amundsen Sea Embayment ice streams, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11661, https://doi.org/10.5194/egusphere-egu23-11661, 2023.

EGU23-11695 | ECS | Orals | CR3.4

Calving response to the propagation of a speedup pulse through the ice stream of Sermeq Kujalleq in Kangia (Jakoshavn Isbræ), Greenland 

Adrien Wehrlé, Martin P Lüthi, Ana Nap, Andrea Kneib-Walter, Guillaume Jouvet, Hugo Rousseau, and Fabian Walter

Sermeq Kujalleq in Kangia (Jakobshavn Isbræ), Greenland is one of the most studied glaciers in the world mainly due to its recent retreat associated with extremely fast ice stream flow and high solid ice discharge. However, large limitations remain in the understanding of its short-term ice dynamics as the study of sub-daily variations, generally undetectable in spaceborne observations, requires high-rate field measurements that are challenging to acquire. Here, we present glacier surface velocities determined in Post-Processed Kinematic (PPK) mode from eight autonomous Global Navigation Satellite System (GNSS) stations deployed in July 2022 along the ice stream at a distance of 4 to 30 kilometers from the calving front. During this field campaign, we identified an 8-hour-long glacier speedup which was recorded at all GNSS stations and reached up to 11% of the pre-event velocity, followed by a 12-hour-long slowdown of similar magnitude. We further found the peak velocity was first measured at a GNSS station 16 kilometers away from the calving front, then recorded consecutively at each of the three other downstream GNSS stations with a positive time lag corresponding to a ~3 km/h wave propagation speed. At the station closest to the calving front, the timing of peak velocity corresponded to the occurrence of large-scale calving events. We further present line-of-sight glacier surface velocities measured along three shear margin transects with a terrestrial radar interferometer deployed simultaneously with the GNSS array. Across all profiles, we observed a widespread and simultaneous response of fast- and slow-moving ice suggesting a strong coupling between the main trunk and the shear margins of the ice stream.

How to cite: Wehrlé, A., Lüthi, M. P., Nap, A., Kneib-Walter, A., Jouvet, G., Rousseau, H., and Walter, F.: Calving response to the propagation of a speedup pulse through the ice stream of Sermeq Kujalleq in Kangia (Jakoshavn Isbræ), Greenland, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11695, https://doi.org/10.5194/egusphere-egu23-11695, 2023.

EGU23-12358 | ECS | Orals | CR3.4

Mapping the ratio of meteoric and continental ice in Antarctic Ice Shelves as a metric for susceptibility to future climate change 

Vjeran Visnjevic, Reinhard Drews, Guy Moss, and Clemens Schannwell

Ice shelves encircling the Antarctic perimeter buttress ice flow from the continent towards the ocean, and their evolution and integrity are governed by surface accumulation, basal melting, and ice dynamics. The disintegration of ice shelves, caused by future changes in the climate, leads to an increase in ice discharge towards the ocean and a consequent increase in global sea level – making their future stability important.

In this study we focus on the structure and composition of ice shelves. We model ice shelf stratigraphy for all ice shelves around Antarctica using a simplistic and observationally driven ice-dynamic forward model (validated on the Roi Baudouin Ice Shelf, Visnjevic et al., 2022), and map spatial variations in the percentage of locally accumulated ice on the ice shelf (local meteoric ice - LMI) compared to the ice inflowing from the continental ice sheet (continental meteoric ice - CMI). We investigate differences between LMI and CMI dominated ice shelves in the context of ice shelf stability, and discuss their susceptibility to future atmospheric and oceanic changes in climate. Expanding the analysis to the continental scale allows us to identify zones where future changes in climate might strongly impact ice shelf geometry and composition.

How to cite: Visnjevic, V., Drews, R., Moss, G., and Schannwell, C.: Mapping the ratio of meteoric and continental ice in Antarctic Ice Shelves as a metric for susceptibility to future climate change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12358, https://doi.org/10.5194/egusphere-egu23-12358, 2023.

EGU23-13003 | Orals | CR3.4

Timescales for Ice Shelf Collapse and MISI Initiation in the Filchner-Ronne Sector 

Michael Wolovick, Angelika Humbert, Thomas Kleiner, Martin Rückamp, and Ralph Timmermann

The Filchner-Ronne sector of Antarctica contains a number of deep-bedded ice streams and glaciers potentially vulnerable to the Marine Ice Sheet Instability (MISI).  Previous work has shown that, in a warming climate, the ocean circulation in the cavity underneath the Filchner-Ronne Ice Shelf (FRIS) could switch from its present cold state to an alternate warm mode, in which intrusions of Circumpolar Deep Water (CDW) cause high basal melt rates near the deep grounding lines of potentially vulnerable glaciers.  However, less work has been done on modeling the response of the ice sheet and ice shelf system to such a mode switch in the cavity circulation.  Here, we use the Ice-sheet and Sea-level System Model (ISSM) to simulate the response of the Filchner-Ronne sector of Antarctica over multi-centennial timescales to changes in basal melt rate caused by a mode switch in the cavity circulation.  We force ISSM with both melt rates directly calculated by the cavity-resolving Finite-Element Sea ice-Ocean Model (FESOM) and with parameterized melt rate forcing derived from CMIP6 global models.  We find that parameterized melt rates in high-emissions scenarios cause rapid grounding line retreat at almost all of the major glaciers and ice streams feeding the FRIS beginning in the 22nd century, followed by ice shelf collapse and rapid sea level rise in the 23rd.  Using FESOM simulated melt rates the destabilization of the FRIS sector proceeds more slowly. During the 22nd century retreat is concentrated in specific ice streams, reflecting the more heterogeneous distribution of melt rate in the ocean model as opposed to the parameterized forcing.  In the 23rd century retreat becomes more widespread, culminating in ice shelf collapse and rapid sea level rise in the 24th and 25th centuries.  

How to cite: Wolovick, M., Humbert, A., Kleiner, T., Rückamp, M., and Timmermann, R.: Timescales for Ice Shelf Collapse and MISI Initiation in the Filchner-Ronne Sector, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13003, https://doi.org/10.5194/egusphere-egu23-13003, 2023.

EGU23-13220 | ECS | Orals | CR3.4

Submarine melting of glaciers in Greenland amplified by atmospheric warming 

Donald Slater and Fiamma Straneo

The retreat and acceleration of Greenland's marine-terminating glaciers since the 1990s is responsible for approximately half of Greenland's sea level contribution over the same period. A warming ocean, and the associated increase in submarine melting of calving fronts, is understood to be the most likely driver of this retreat. Yet atmospheric variability can also affect submarine melting by modulating subglacial discharge, which plays a role in driving fjord circulation and enhancing the transfer of heat from ocean to ice. The relative importance of atmospheric and oceanic sources of variability in submarine melting have, however, not been quantified.

We use atmospheric and oceanic reanalyses to estimate submarine melt rate at Greenland's marine-terminating glaciers since 1979, finding that in southeast Greenland the ocean has driven the majority of variability in submarine melt, while in northwest Greenland it is the atmosphere that has played the greater role. A simple two-stage glacier model is then used to map submarine melting onto dynamic mass loss, suggesting that although submarine melting is intuitively an ocean process, a warming atmosphere has amplified the impact of the ocean on the Greenland ice sheet.

How to cite: Slater, D. and Straneo, F.: Submarine melting of glaciers in Greenland amplified by atmospheric warming, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13220, https://doi.org/10.5194/egusphere-egu23-13220, 2023.

EGU23-13326 | ECS | Orals | CR3.4

Taxonomy of Cliff Failure Criteria: Phase Field Modelling and Parallels with Other Models 

Jakub Stocek, Robert Arthern, and Oliver Marsh

Ice loss from glaciers and ice sheets is the largest contributor to sea level rise. Damaged ice is central to the stability of the Antarctic Ice Sheet and calving of tabular icebergs from ice shelves accounts for more than half of all the ice lost from Antarctica each year. The processes driving calving and fracture are complex but not yet well understood. The aim of this talk is to present a physically based modelling of fracture.

The timing of calving is currently difficult to predict and is only included in some ice sheet models. Calving and cliff retreat rates are based on heuristic arguments or limited observations scaled up to the whole of Antarctica. There is no guarantee that current methods accurately capture the sea level contributions and physically based modelling is needed.

Recently, phase field models for fracture have gained a large following due to their ability to predict complex cracking phenomena such as crack branching and coalescence, or crack nucleation and have been applied to ice sheets for example by Clayton et al. (2022). We employ a phase field formulation of fracture for Maxwell viscoelastic materials capable of capturing the creep of glacial ice over longer periods as well as instantaneous elastic deformation.

In this talk we present different failure criteria and fracture driving forces used in phase field modelling and their impact on cliff retreat rates. We draw parallels with existing models and commonly used failure criteria and expand on the possibilities of using phase field modelling in large scale domains.


Clayton, T., Duddu, R., Siegert, M., Martínez-Pañeda, E. (2022). A stress-based poro-damage phase field model for hydrofracturing of creeping glaciers and ice shelves. Engineering Fracture Mechanics, 272, 108693.

How to cite: Stocek, J., Arthern, R., and Marsh, O.: Taxonomy of Cliff Failure Criteria: Phase Field Modelling and Parallels with Other Models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13326, https://doi.org/10.5194/egusphere-egu23-13326, 2023.

EGU23-14118 | Orals | CR3.4

Modelling the source of glacial earthquakes: numerical modelling of the response of a tide-water glacier to the capsize of an instable iceberg 

Anne Mangeney, Pauline Bonnet, Vladislav Yastrebov, Olivier Castelnau, Alban Leroyer, Patrick Queutey, Martin Rueckamp, and Amandine Sergeant

One current concern in Climate Sciences is the estimation of the annual amount of ice lost by glaciers and the corresponding rate of sea level rise. Greenland ice sheet contribution is significant with about 30% to the global ice mass losses. The processes that control ablation at tidewater glacier termini, glacier retreat and calving are complex, setting the limits to the estimation of dynamic mass loss and the relation to glacier dynamics. It involves interactions between bedrock – glacier – icebergs – ice-mélange – water – atmosphere. Moreover, the capsize of cubic kilometer scale icebergs close to a glacier front can destabilize the glacier, generate tsunami waves, and induce mixing of the water column which can impact both the local fauna and flora.

 

We aim to improve the physical understanding of the response of glacier front to the force of a capsizing iceberg against the terminus. For this, we use a mechanical model of iceberg capsize against the mobile glacier interacting with the solid earth through a frictional contact and we constrain it with measured surface displacements and seismic waves that are recorded at teleseismic distances. Our strategy is to construct a solid dynamics model, using a finite element solver, involving a deformable glacier, basal contact and friction, and simplified iceberg-water interactions. We simulate the response of a visco-elastic near-grounded glacier to the capsize of an iceberg close to the terminus. The influence of the glacier geometry, the type of capsize, the ice properties and the basal friction on the glacier dynamic and the observed surface displacements are assessed. The surface displacements simulated with our model are then compared with measured displacements for well documented events. We show the surface and basal displacements of the glacier are significantly different in the case of to a top-out and a bottom-out (the two possible rotations) iceberg capsize.  This suggests different basal forces in both types of capsize, and thus probably a different signature in the seismic waves generated at the basal surface during capsize. To reproduce the vertical displacements of the glacier, our results suggest a higher hydrodynamic force on the glacier tongue than suggested in previous studies.

How to cite: Mangeney, A., Bonnet, P., Yastrebov, V., Castelnau, O., Leroyer, A., Queutey, P., Rueckamp, M., and Sergeant, A.: Modelling the source of glacial earthquakes: numerical modelling of the response of a tide-water glacier to the capsize of an instable iceberg, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14118, https://doi.org/10.5194/egusphere-egu23-14118, 2023.

EGU23-14409 | ECS | Posters on site | CR3.4

Ice shelf buttressing – a comparison of Antarctic ice shelves in a transient evolution 

Simon Schöll, Ronja Reese, and Ricarda Winkelmann

The accelerating loss of grounded ice in Antarctica at present is mainly caused by a thinning of the surrounding ice shelves and a subsequent reduction in buttressing. The adjacent ice streams speed-up due to the decrease in back-pressure from the weakened ice shelves. Most methods typically used to quantify the buttressing of ice shelves analyze the state at individual locations along the grounding line or within the shelf. Based on the stress-balance at the grounding line, we here present a method to quantify shelf-wide buttressing values in Antarctica. The Parallel Ice Sheet Model (PISM) and Úa are used in diagnostic as well as in transient experiments to compare the buttressing effect of major ice shelves in Antarctica. We show an increase in buttressing in more confined ice shelves and a decrease for higher basal melt rates. The buttressing decreases consistently across different ice shelves and idealized ocean warming scenarios. The newly-developed, shelf-wide buttressing metrics can be used to understand the role of ice shelves in changing climate conditions.

How to cite: Schöll, S., Reese, R., and Winkelmann, R.: Ice shelf buttressing – a comparison of Antarctic ice shelves in a transient evolution, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14409, https://doi.org/10.5194/egusphere-egu23-14409, 2023.

EGU23-14665 | ECS | Orals | CR3.4

Exploring the variability of freshwater inputs from tidewater glacier-ocean systems in the Canadian Arctic Archipelago 

Claire Parrott, Stephanie Waterman, Paul Myers, Maya Bhatia, Erin Bertrand, Andrew Hamilton, David Burgess, Terry Noah, Eric Brossier, and David Didier

Tidewater glaciers, numerous in the Canadian Arctic Archipelago (CAA), are an important and dynamic source of freshwater to the Arctic freshwater system, with glacial inputs modifying ocean structure, stimulating vertical mixing, enhancing biogeochemical delivery near-terminus, as well as contributing to regional freshwater budgets, storage, transport and export. Despite their abundance, we lack important knowledge regarding glacier-ocean systems across the CAA, and these systems are often omitted in regional studies of freshwater transport or storage.

In this study, we examine the nature and spatial extent of glacial meltwater influence on freshwater dynamics in Jones Sound, a tidewater glacier-rich region in the CAA. Our goals are to better understand the influences of glacier inputs on upper ocean water column structure and mixing processes near the glacier terminus, as well as the role of tidewater glaciers in the regional oceanic freshwater system. We use summertime,  near-shore  in situ observations at both glacierized and non-glacierized sites, collected using the sailing yacht Vagabond and local vessels operated by community members from Ausuittuq (Grise Fiord, NU) over a 4-year timespan. This novel dataset provides fjord-scale and interannual resolution of water column properties from glacier terminus to open ocean. Further, we employ a high-resolution regional model (Nucleus for European Modelling of the Ocean (NEMO) framework of the Arctic and Northern Hemisphere Atlantic at 1/12 degree resolution) to examine regional freshwater transport and storage.

In this presentation we will present results detailing notable year-to-year and site-to-site variation in upper ocean structure at the glacierized sites.  These results suggest that there is important spatial and temporal variability of the influences of glacially-sourced freshwater to Jones Sound that should be considered in near-shore ocean functioning and the regional freshwater budget.

How to cite: Parrott, C., Waterman, S., Myers, P., Bhatia, M., Bertrand, E., Hamilton, A., Burgess, D., Noah, T., Brossier, E., and Didier, D.: Exploring the variability of freshwater inputs from tidewater glacier-ocean systems in the Canadian Arctic Archipelago, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14665, https://doi.org/10.5194/egusphere-egu23-14665, 2023.

Here, we present detailed ice and ocean data from beneath Thwaites Eastern Ice Shelf, Antarctica, collected with the underwater vehicle Icefin as part of the ITGC MELT project. The observations are a subset of the full data set that focus on the ice-ocean interactions within several well-sampled terrace formations occupying the ice base. These terraces range from 0.50 to 6 m in height and up to 100 m in width. We present measurements of ocean conditions to within centimeters of the ice surface along flat terrace roofs and their steeply sloping sidewalls. The ocean observations are combined with ice base elevations and scaled morphological melt patterns in the ice to understand the dominant mechanisms driving ice-ocean interactions within these features. We then input these data into the three-equation melt parameterization to estimate spatial variability in melt rates within these topographic features. We test various parameterizations for ocean heat flux into the flat and sloped ice surfaces, and compare the results to melt rates sampled along a nearby terrace sidewall and roof with a phase sensitive radar. This work in progress aims to better understand how ocean conditions interact with ice slope on small scales to drive variable melting in warm, highly stratified environments. We expect regions beneath much of the ice shelves occupying West Antarctica to interact similarly with the underlying ocean to what we observe beneath Thwaites Glacier. Hence, our observations hold relevance for how ice sheet models parameterize ocean-driven melting in this type of melt-driven regime.

How to cite: Washam, P. and the ITGC MELT Team: Direct observations of coupled interactions between near-ice ocean stratification and ice slope and morphology in basal terraces beneath Thwaites Glacier, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15683, https://doi.org/10.5194/egusphere-egu23-15683, 2023.

EGU23-15930 | ECS | Orals | CR3.4

Variability in circulation in Cumberland Bay, South Georgia, and implications for glacier retreat 

Joanna Zanker, Emma Young, Ivan Haigh, Paul Holland, and Paul Brickle

Mass loss from marine-terminating glaciers in high-latitude fjords is increasing globally, contributing to sea-level rise. It is widely cited that oceanic melting of these glaciers is enhanced by turbulent plumes rising in contact with the submarine face. Increasing evidence suggests fjord-wide horizontal circulation also enhances melting outside of plumes. The influence of buoyancy-driven outflow arising from submarine plumes on fjord-wide circulation is complex and subject to fjord geometry.  There are many studies of fjord systems in Greenland and Antarctica, but relatively little is known about fjords on sub-Antarctic islands such as South Georgia. This study uses observations and a new high-resolution model of Cumberland Bay, South Georgia, to study the interactions between fjord geometry and buoyancy-driven outflow on the circulation regime. We examine how this varies seasonally and the implications for glacier retreat. Cumberland Bay is a fjord system with two arms, each with a large marine-terminating glacier at the head. These glaciers have shown contrasting retreat rates over the past century.   In the shallower fjord arm (~70 m) the plume reaches the surface year-round, whereas in the deeper fjord arm (~160 m) the plume terminates sub-surface for ~3 months of the year. The addition of a shallow submarine sill in the deeper fjord arm leads to warmer and fresher water properties in the inner basin by blocking colder, higher salinity waters at depth. This change in water properties results in the plume reaching the surface year-round and the strength of the circulation outside of the plume is increased by recirculation of the buoyancy-driven outflow bouncing off the sill. The increase in temperature and energetic fjord-wide circulation both increases the plume-driven melt by as much as 2 m per day, and the potential for melt outside of the plume. Our results give the first detailed description of the oceanography of Cumberland Bay and highlight the importance of the interaction between fjord geometry and buoyancy-driven outflow influencing the rate of glacier retreat. 

How to cite: Zanker, J., Young, E., Haigh, I., Holland, P., and Brickle, P.: Variability in circulation in Cumberland Bay, South Georgia, and implications for glacier retreat, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15930, https://doi.org/10.5194/egusphere-egu23-15930, 2023.

EGU23-15957 | Orals | CR3.4

Long- and Short-term Damage Changes on Antarctic Ice Shelves 

Maaike Izeboud and Stef Lhermitte

The contribution of the Antarctic ice sheet to sea level rise remains uncertain due to the potential instability of ice shelves. Damage areas in the shear zone of an ice shelf are a first sign of mechanical weakening, which can lead to speed-up of the ice and additional damage development. This damage feedback can precondition ice shelves for disintegration and enhanced grounding line retreat but remains one of the least understood processes, mainly since we lack a quantification of damage and its changes on large spatiotemporal domains.

Recent efforts have resulted in a new, automated approach to detect damage. The NormalisEd Radon Transform Damage (NeRD) detection method allows to robustly detect damage features from multi-source, high-resolution satellite imagery. We have made both long-term (25 years) and short-term (annual) assessments from SAR images, based on both RAMP Radarsat (1997) and Sentinel-1 datasets (2015-2021).

We produce, for the first stime, damage state and damage change maps of Antarctic ice shelves. Over the past two decades we detect a general damage increase on ice shelves, most evident on fast flowing ice shelves in the West Antarctic (Thwaites, Pine Island, Crosson) and the Peninsula (Wilkins).  On short time scales the detected damage changes are governed by new damage development versus calving events, imposing fluctuations on its increase or decrease from year to year. A strong decrease in damage is observed on ice shelves that have retreated significantly, thereby removing all damaged parts. This gives attention to small, retreated ice shelves that are otherwise overlooked.  We furthermore detect areas with stable damage states across the Antarctic. We detect this for both initially intact and initially damaged ice shelves, showing that the amount of damage itself is no indication for damage-induced instability.

Our results provide new insights in Antarctic wide damage change, identifying regions that are (not) sensitive to a potential damage feedback and/or are vulnerable to retreat in combination with other forcings such as ocean warming or surface melt.  This large-scale damage change assessment is a first and important step in identifying ice shelf weakening and potential instability.

How to cite: Izeboud, M. and Lhermitte, S.: Long- and Short-term Damage Changes on Antarctic Ice Shelves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15957, https://doi.org/10.5194/egusphere-egu23-15957, 2023.

EGU23-16400 | Orals | CR3.4

The triggers for Conger Ice Shelf demise: long-term weakening vs. short-term collapse 

Stef Lhermitte, Bert Wouters, and HiRISE Team

Ice shelf instability is a key uncertainty in future sea level rise projections, as several small-scale processes leading to ice shelf collapse remain poorly quantified. Historical large scale ice shelf collapses, like the Conger Ice Shelf collapse in March 2022, therefore, provide unique insights in the processes leading to ice shelf instability.

In this study, we assess the long- and short-term changes on Conger Ice Shelf in historical satellite records (Landsat, Sentinel, MODIS, ICESat) and model output of ocean and climate conditions (HYCOM, RACMO, IMAU-FDM and ERA-5). Based on both observations and model output we determine the role of known ice shelf instability processes like hydrofracturing, basal melting and damage changes. Moreover, we evaluate the role of extreme weather and ocean conditions in the sudden Conger Ice Shelf collapse.

The longer satellite record shows that Conger Ice Shelf has been weakening for years and then collapsed in two abrupt events (2 and 15 of March 2022). The long-term weakening is the result of damage processes and calving events due to extreme ocean/weather conditions that gradually abate the ice shelf. The abrupt Conger Ice Shelf collapse, however, coincides with extreme atmospheric and ocean conditions (e.g., ocean slope and wave conditions) that trigger the weakened ice shelf into a sudden collapse. Our results show that the known ice shelf instability processes like hydrofracturing and basal melting do not play a key role in the abrupt Conger Ice Shelf collapse, but that gradual weakening followed by extreme weather and ocean conditions triggered the ice shelf collapse.

Our results stress the importance of separating ice shelf weakening from ice shelf collapse in studies of ice shelf stability. Moreover, they imply that extreme weather and oceanic conditions need to be to considered when assessing the future vulnerability of Antarctic ice shelves to collapse.

How to cite: Lhermitte, S., Wouters, B., and Team, H.: The triggers for Conger Ice Shelf demise: long-term weakening vs. short-term collapse, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16400, https://doi.org/10.5194/egusphere-egu23-16400, 2023.

EGU23-16435 | Orals | CR3.4

Currents, mélange and iceberg calving in Greenland fjords: new insights to a self-organised critical system 

Poul Christoffersen, Seungbong Lee, Samuel Cook, and Martin Truffer

Flow and mass balance of the Greenland Ice Sheet are largely controlled by marine-terminating glaciers that deliver large quantities of ice into fjords and coastal seas. The interaction of these glaciers with the ocean is crucial because heat and circulation in fjords drive high rates of melting. However, the links between warm ambient fjord water, subaqueous melting and iceberg calving are poorly understood. Here, we report a detailed record of surface circulation in Ikerasak Fjord, West Greenland, by tracking the displacements of icebergs in radar imagery acquired with a terrestrial radar interferometer, which also produced a detailed record of iceberg calving from Store Glacier. With images captured every three minutes, we derived fjord circulation and calving rates with unusually high temporal resolution. In the first of three periods, we observed low-speed surface currents (<0.15 m/s) together with high calving activity (around 50 events per hour) as a response to the break-up of proglacial winter melange. We subsequently observed faster surface currents (up to 0.57 m/s) but much less calving (<20 icebergs per hour). Later, as currents intensified and a large eddy formed, we observed a combination of fast fjord circulation (around 0.4 m/s) and high calving activity (20-40 events per hour). The record shows that calving is a self-organised critical system, with small icebergs produced continuously in a critical state, whereas large icebergs were produced mostly when calving becomes super-critical. A super-critical state was reached when the melange broke up and later as the eddy formed in front of the glacier. In this state, we found stronger fjord circulation to drive more frequent calving events, while more frequent calving in general caused a higher flux of ice to the ocean.

How to cite: Christoffersen, P., Lee, S., Cook, S., and Truffer, M.: Currents, mélange and iceberg calving in Greenland fjords: new insights to a self-organised critical system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16435, https://doi.org/10.5194/egusphere-egu23-16435, 2023.

EGU23-16803 | ECS | Orals | CR3.4

Rapid Grounding Line Retreat of Ryder Glacier, Northern Greenland, from 1992 to 2021 

Yikai Zhu, Chunxia Zhou, and Dongyu Zhu

Ice losses from the Greenland Ice Sheet (GrIS) have expanded rapidly in recent decades. The Ryder Glacier (RG) is one of the major marine-terminating outlet glaciers located on the northwestern GrIS. Paying attention to its dynamic changes is of great significance to the study of the mass balance in the whole GrIS. We utilize the Double Differential Synthetic Aperture Radar Interferometry (DDInSAR) to detect the change of grounding line (GL) position in RG from 1992 to 2021. It is found that the GL has retreated significantly (1-8 km) during this period and its rate on the eastern and western flanks is nearly eight times different. To explore the reasons for the retreat, we combine the ice-shelf thickness variation, surface and bed topography, and potential subglacial drainage-pathway to discover that the basal melt governs the severe migration in RG. The uneven melting dominates the asymmetric retreat on the eastern and western flanks, which is caused by the disparity of ocean heat near the GL at different depths and the bed topography slope. The higher the ocean heat and the greater the slope are, the more intense the basal melt is, leading to further GL retreat and threatening the stability of the ice shelf. The experimental results also demonstrate that RG may continue to retreat, with a more drastic change in the west, in the coming decades.

How to cite: Zhu, Y., Zhou, C., and Zhu, D.: Rapid Grounding Line Retreat of Ryder Glacier, Northern Greenland, from 1992 to 2021, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16803, https://doi.org/10.5194/egusphere-egu23-16803, 2023.

EGU23-17325 | Orals | CR3.4

Glacial plumes drive widespread subsurface warming in northwest Greenland’s fjords 

Tom Cowton, Donald Slater, and Mark Inall

Greenland’s glacial fjords modulate the exchange of heat and freshwater between the ice sheet and ocean, with the ocean properties adjacent to tidewater glaciers influencing the rate of submarine glacier melting and the properties of glacially modified waters exported to the shelf. Here we use a numerical plume model in conjunction with observations from close to 14 glaciers in northwest Greenland to assess the impact of subglacial-runoff-driven plumes on near-glacier ocean properties. We find that at depths where plumes most commonly find neutral buoyancy (~75-300m), intruded plume waters frequently make up the largest component of the near-glacier water composition. These plume waters register predominantly as a warm anomaly relative to waters of equivalent density on the shelf, and will thus serve to increase submarine melting at intermediate depths. Our findings demonstrate the key role played by plumes in driving water modification in Greenland’s fjords, the importance of accounting for this process when studying ice-sheet/ocean interactions, and the potential for simple models to capture these impacts across a range of settings.

How to cite: Cowton, T., Slater, D., and Inall, M.: Glacial plumes drive widespread subsurface warming in northwest Greenland’s fjords, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17325, https://doi.org/10.5194/egusphere-egu23-17325, 2023.

OS3 – Ocean Biogeochemistry and Biology

EGU23-958 | ECS | Orals | OS3.1

Response of the ENSO-driven CO2 flux variability in the equatorial Pacific under high-warming scenario 

Pradeebane Vaittinada Ayar, Jerry Tjiputra, Laurent Bopp, Jim Christian, Tatiana Ilyina, John Krasting, Roland Séférian, Hiroyuki Tsujino, Michio Watanabe, and Andrew Yool

The El Niño–Southern Oscillation (ENSO) widely modulates the global carbon cycle. More specifically, it alters the net uptake of carbon in the tropical ocean. Over the tropical Pacific, less carbon is released during El Niño, while the opposite is the case for La Niña. Here, the skill of Earth system models (ESMs) from the latest Coupled Model Intercomparison Project (CMIP6) to simulate the observed tropical Pacific CO2 flux variability in response to ENSO is assessed. The temporal amplitude and spatial extent of CO2 flux anomalies vary considerably among models, while the surface temperature signals of El Niño and La Niña phases are generally well represented. Under historical conditions followed by the high-warming Shared Socio-economic Pathway (SSP5-8.5) scenarios, about half the ESMs simulate a reversal in ENSO–CO2 flux relationship. This gradual shift, which occurs as early as the first half of the 21st century, is associated with a high CO2-induced increase in the Revelle factor that leads to stronger sensitivity of partial pressure of CO2 (pCO2) to changes in surface temperature between ENSO phases. At the same time, uptake of anthropogenic CO2 substantially increases upper-ocean dissolved inorganic carbon (DIC) concentrations (reducing its vertical gradient in the thermocline) and weakens the ENSO-modulated surface DIC variability. The response of the ENSO–CO2 flux relationship to future climate change is sensitive to the contemporary mean state of the carbonate ion concentration in the tropics. We present an emergent constraint between the simulated contemporary carbonate concentration with the projected cumulated CO2 fluxes. Models that simulate shifts in the ENSO–CO2 flux relationship simulate positive bias in surface carbonate concentrations.

How to cite: Vaittinada Ayar, P., Tjiputra, J., Bopp, L., Christian, J., Ilyina, T., Krasting, J., Séférian, R., Tsujino, H., Watanabe, M., and Yool, A.: Response of the ENSO-driven CO2 flux variability in the equatorial Pacific under high-warming scenario, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-958, https://doi.org/10.5194/egusphere-egu23-958, 2023.

EGU23-1001 | ECS | Orals | OS3.1

The footprint of iron-manganese limitation of the biological carbon cycle in a changing climate 

Prima Anugerahanti and Alessandro Tagliabue

The importance of iron in driving net primary production (NPP) and the biological carbon pump across the Southern Ocean has been explored in numerous studies. However, the potential role for manganese, essential to oxygen production and combating oxidative stress, has not received the same attention despite the noted physiological inter-dependencies between iron-manganese and that both are strongly depleted in Southern Ocean. In the sixth climate model intercomparison project, earth system models (ESMs)  project increasing NPP in the Southern Ocean due to supply of additional iron, while the global trend shows a decline. Similar mechanisms also describe the role of the ocean carbon cycle during the last glacial maximum. However, under increasing iron supply, more manganese is required to fulfil phytoplankton growth, and the neglect of manganese limitation in ESMs can further increase the uncertainty of future NPP in the Southern Ocean under future or past climate change.

Here we use a hierarchy of experiments with the state-of-the-art global ocean biogeochemical model PISCES-QUOTA, including explicit manganese limitation, to explore how the physiological traits govern iron and manganese stress in response to a changing climate. Our results show that manganese is deficient throughout much of the Southern Ocean, but iron is generally the limiting resource. Explicitly representing iron and Mn co-limitation through oxidative stress enhances the extent of manganese deficiency, especially for diatoms. Traits associated with photophysiological adaptation and management of oxidative stress may be unique in Antarctic plankton and are critical in modulating the footprint of both iron and manganese stress and hence the impacts on the carbon cycle in a changing climate. Overall, our results indicate that both iron and manganese are key determinants of the impact of climate change on the Southern Ocean, with a notable role for region-specific adaptive and acclimatory responses that require further constraint.

How to cite: Anugerahanti, P. and Tagliabue, A.: The footprint of iron-manganese limitation of the biological carbon cycle in a changing climate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1001, https://doi.org/10.5194/egusphere-egu23-1001, 2023.

EGU23-1356 | ECS | Orals | OS3.1

The effect of forced Atlantic Meridional Overturning Circulation weakening on atmospheric pCO2 

Amber Boot, Anna von der Hyedt, and Henk Dijkstra

The Atlantic Meridional Overturning Circulation (AMOC) is thought to be a tipping element in the Earth System with two stable states. Currently, the AMOC is in a state of strong overturning, but studies have shown that climate change might tip the AMOC to a state of weak overturning. Changing the state of the AMOC changes the global climate, but especially the climate in the North Atlantic. Due to disrupted heat transport the Northern Hemisphere is expected to cool, while the Southern Hemisphere is expected to warm. Besides effects on the climate, the AMOC also influences the carbon cycle by transporting nutrients and Dissolved Inorganic Carbon. Deep water formation in the North Atlantic is for example an important pathway of carbon from the surface to the deep ocean. It can therefore be expected that a weakening of the AMOC affects the marine carbon cycle and therefore also atmospheric pCO2. Here, we investigate the effect of a forced AMOC weakening on atmospheric pCO2 using simulations performed with the Community Earth System Model v2 (CESM2). We force the simulations with the emission driven SSP5-8.5 scenario and additionally, force the simulations with freshwater forcing in the North Atlantic Ocean. This so-called hosing weakens the AMOC on top of a weakening caused by the greenhouse gas emissions. We use these simulations to determine how much and through what mechanisms, an AMOC weakening influences atmospheric pCO2

How to cite: Boot, A., von der Hyedt, A., and Dijkstra, H.: The effect of forced Atlantic Meridional Overturning Circulation weakening on atmospheric pCO2, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1356, https://doi.org/10.5194/egusphere-egu23-1356, 2023.

EGU23-1394 | ECS | Orals | OS3.1

Multidecadal change in natural carbon dynamics at the interface between Atlantic and Southern Ocean 

Louise Delaigue, Olivier Sulpis, Gert-Jan Reichart, and Matthew P. Humphreys

Although global marine anthropogenic CO2 inventories have typically highlighted the North Atlantic as being the main feature of interest, southern hemisphere processes also play a key role in the changing marine carbon cycle. The South Subtropical Convergence (SSTC) in the South Atlantic, where low-macronutrient subtropical gyre waters intersect high-macronutrient Antarctic Circumpolar Current waters, is a key location for studying key processes such as the effects of climate change on the biological carbon pump. Here, we present a time series consisting of marine carbonate chemistry measurements from recent expeditions and global marine observations (GLODAPv2.2022 and BGC-ARGO) at 40°S in the Atlantic Ocean. We calculate the rates of change in dissolved inorganic carbon (DIC) and other related variables and use these to disentangle the apparent drivers of DIC change both natural (carbonate pump, Ccarb and soft tissue pump, Csoft) and anthropogenic (Canth). An increase in DIC is observed throughout the water column. The relative contribution of the Csoft and Canth components to the DIC change varies, however, significantly depending on whether we use nutrients or dissolved oxygen in the analysis. We discuss the causes of this discrepancy, using a water mass analysis to investigate the effect of water mass composition shifts in formation regions, and exploring the impact of reduced oxygenation and increased remineralization in the Southern Ocean, aiming to understand which tracer more accurately represents the changing carbon pump.

How to cite: Delaigue, L., Sulpis, O., Reichart, G.-J., and Humphreys, M. P.: Multidecadal change in natural carbon dynamics at the interface between Atlantic and Southern Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1394, https://doi.org/10.5194/egusphere-egu23-1394, 2023.

EGU23-2513 | ECS | Orals | OS3.1

Assessment of the impact of mesoscale eddies on the large-scale physical and biogeochemical responses under climate change 

Xi Ruan, Damien Couespel, Marina Levy, Jiying Li, Julian Mak, and Yan Wang

Earth System Models utilized to predict the ocean physical and biogeochemical responses under anthropogenic climate change do not yet routinely resolve mesoscale eddies due to computational resource constraints, and ocean mesoscale eddies are often parameterized. Mesoscale eddy parameterizations are known to affect the large-scale ocean circulation through impacts on the stratification, leading to for example changes of the nutrient stream, which is known to have large-scale impacts for the nutrient supply. Here we examine numerical ocean models with different representations of the mesoscale eddies and their combined physical and biogeochemical response in a hierarchy of models differing in the horizontal resolution, ranging from a non-eddying model with eddy parameterization, eddy permitting models without and with eddy parameterization, and eddy resolving models that serves as the model truth. 

In the case of non-eddying models, we find that existing prescriptions can result in a "better" bulk biogeochemical response but for the wrong physical reasons, relative to the model truth. On the other hand, more recent parameterization schemes can improve the physical response in terms of the sensitivity to changes in forcing, but the biogeochemical response is more subtle. It is confirmed here that the biggest change in the biophysical response stems from a model becoming eddy permitting. However, the eddy permitting model without parameterization is found to overshoot and be "too good" relative to the model truth in the biogeochemical response, attributed to the explicit eddies being too weak. Results are presented from a new approach that supplements the action of explicit eddies in eddy permitting model via eddy parameterization, but without adversely damping the explicit eddies. Combined with more recent parameterizaton schemes, the approach can lead to a biogeochemical response that compares very favorably to the model truth, attributed entirely to the improvement in the physical response in the eddy permitting model, so that we are getting the right answer for the right reasons.

How to cite: Ruan, X., Couespel, D., Levy, M., Li, J., Mak, J., and Wang, Y.: Assessment of the impact of mesoscale eddies on the large-scale physical and biogeochemical responses under climate change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2513, https://doi.org/10.5194/egusphere-egu23-2513, 2023.

EGU23-3348 | ECS | Posters on site | OS3.1

Insights into biology’s role in future ocean carbon storage from CMIP6 models 

Chelsey Baker, Stuart Painter, Alessandro Tagliabue, Paul Halloran, Alban Planchat, Abigail McQuatters-Gollop, and Stephanie Henson

Biotic processes in the ocean play a crucial role in driving and mediating natural long-term ocean carbon storage. IPCC assessment exercises find high uncertainty, and therefore low confidence, around the magnitude and sign of change in future ocean carbon storage. This uncertainty is due to a lack of mechanistic understanding of relevant biological processes and/ or a paucity of observational data which limits robust parameterisations in global ocean biogeochemical models. Our study aims to identify and prioritise the processes that have a strong impact on future ocean carbon storage, with tractability from both a modelling and observational perspective. These processes could be the focus of future studies that aim to improve parameterisations in global biogeochemical models used in Earth System Models. We undertook a gap analysis to identify key processes and highlight future research priorities around three areas: net primary production (NPP), interior remineralisation and alkalinity. Here we evaluate CMIP6 model projections to 2100 under the high emissions SSP5-8.5 scenario to determine both the spread and uncertainty in NPP, particulate organic carbon transfer efficiency through the ocean interior and surface salinity-normalised alkalinity. We undertook a model interrogation of which processes are represented, their level of parameterised complexity and the variability in the parameterisation approach. Our analysis shows that CMIP6 models generally agree on the sign of change for transfer efficiency, but display a wide spread for NPP and salinity-normalised alkalinity by the end of the 21st century. Combining our analysis of CMIP6 models and gaps in knowledge allows the potential key processes and uncertainties driving future changes in key biological components of the ocean carbon cycle to be identified. By highlighting the potential gaps that require attention, the representation of biological processes in global ocean biogeochemical models can be improved in future modelling efforts. 

How to cite: Baker, C., Painter, S., Tagliabue, A., Halloran, P., Planchat, A., McQuatters-Gollop, A., and Henson, S.: Insights into biology’s role in future ocean carbon storage from CMIP6 models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3348, https://doi.org/10.5194/egusphere-egu23-3348, 2023.

Submarine groundwater discharge (SGD) is important to coastal aquifers' biogeochemistry and ecology. Most SGD is comprised of circulating seawater in the coastal aquifer. The circulating seawater is driven by several mechanisms with different spatial and temporal scales, from short-term/small-scale circulation driven by tides and waves through seasonal exchange driven by the sea- or groundwater-level changes and up to long-term/large-scale circulation driven by density differences. Although short-term circulation has been shown to affect groundwater chemistry and potentially modify the composition of seawater for some elements, long-term processes have the potential to affect elements (e.g., Na, Ca, K, Mg, Sr) that are controlled by long-term geochemical processes. These are not affected by the short-term/small-scale processes, thus allowing differentiation and quantifying the long-term density-driven circulation only. Being able to differentiate the different circulating seawater components is a critical step toward quantifying major elements fluxes from the coast into the ocean.

Our study presents a new compilation of worldwide coastal aquifers' data, which allows for determining the major elements' end-member composition of coastal aquifer groundwaters (see figure). Based on these compositions and their uncertainties, we could quantify the SGD flux of the long-term component due to density-driven circulation. Based on the Ca2+, K+, Sr2+, and 87Sr/86Sr ocean budgets, the calculated long-term SGD flux is 1117±487 km3/y (see figure). Although this flux is small compared to the global SGD water fluxes, it yields elemental fluxes of 8.0±3.5 Tmol Ca, -1.9±0.98 Tmol K, and 0.19±0.036 Tmol Sr per year, which are on the same order of magnitude as the fluxes through rivers.

End-member enrichment (+) and depletion (-)
Ca2+ - 13±8 mM
K+ - -1.48±1.11 mM
Sr2+ - 0.169±0.081 mM
87Sr/86Sr - 0.7089±0.00001

 

Figure 1: A global compilation of major elements enrichment and depletion in coastal aquifers’ groundwaters. The enrichment/depletion is calculated as the addition/deficit of a particular element compared to its expected concentration due to conservative mixing only.

Figure 2: Monte-Carlo simulation results of the long-term circulation (LTC) flux based on the different element and isotope budgets (up) and the combined distribution (bottom).

Major results:

Tmol/y

LTC

Rivers

Ca2+

8.0±3.5

13.2±1.3

K+

-1.9±0.98

1.9±0.4

Sr2+

0.19±0.036

0.033±0.006

How to cite: Kiro, Y.: The role of coastal aquifers in the composition of major elements in the ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3474, https://doi.org/10.5194/egusphere-egu23-3474, 2023.

EGU23-4034 | ECS | Posters on site | OS3.1

Exploring Mg-evaporites and sabkha dolomite as archives for seawater Mg isotope composition 

Netta Shalev, Boaz Lazar, Ludwik Halicz, Ittai Gavrieli, Tomaso Bontognali, and Derek Vance

Recent studies of seawater compositions of some ‘non-traditional’ stable isotope systems, such as 26Mg/24Mg (reported as δ26Mg), have uncovered great potential to enhance our understanding of the past Earth. However, differences between existing oceanic records, and the scarcity of such record data, currently limit this approach. Thus, new archives for these isotope compositions, independent of the commonly-used carbonate archives, are required. Marine evaporites have been widely used to decipher the chemical and ‘traditional’ isotope compositions (such as 87Sr/86Sr, S isotopes, etc.) history of past oceans. In several studies [1, 2, 3], we investigate the Mg isotope composition of different evaporite minerals and brines, presenting two examples: an experimental study of marine Mg-K (potash) salts and an in-situ study of pore-water and sediment from a modern sabkha environment.

The δ26Mg value of marine-derived brines and precipitating Mg-salts during the evaporation path of seawater were determined experimentally, up to a degree of evaporation (DE) of ca. 500. The sequence of Mg-salts included epsomite, kainite, carnallite, kieserite, and bischofite. We identify a mineral-dependent Mg isotope fractionation in both directions (i.e., some minerals are enriched in 26Mg relative to the brine, whereas others are depleted in 26Mg). Due to the precipitation of multi-mineral assemblages having opposite fractionations, the δ26Mg value of the brines changed only slightly throughout the evaporation path, despite considerable Mg removal.

The Mg concentrations and δ26Mg values of all pore-water samples extracted from the sabkha sediments are elevated relative to modern seawater and the closest evaporitic lagoon. Evaporation (DE range between 6.5 and 11), mixing, and Mg loss into dolomite are the three processes that determine the Mg concentration. Dolomite formation and mixing with ‘fresh’ lagoon water determine the δ26Mg values of pore-water. This shows that, in such evaporitic environments, the evaporitic minerals may precipitate from an already altered solution (with δ26Mg different than seawater), leading to a somewhat more complicated interpretation of the ancient record.

Based on these data, we suggest that by taking into account the complexity of evaporitic systems, the δ26Mg values of evaporites preserved in the geological record may be used to 1) quantify geochemical processes that fractionate Mg-isotopes within the basin, such as dolomite formation; and 2) complete the secular variations curve of the marine δ26Mg record using well-established evaporitic sequences.

 

[1] Shalev N., Lazar B., Halicz L., and Gavrieli I. (2021), The Mg isotope signature of marine Mg-evaporites. Geochimica et Cosmochimica Acta, 301, 30-47, https://doi.org/10.1016/j.gca.2021.02.032.

[2] Shalev N., Bontognali T.R.R. and Vance D. (2021), Sabkha Dolomite as an Archive for the Magnesium Isotope Composition of Seawater. Geology, 49 (3), 253–257, https://doi.org/10.1130/G47973.1.

[3] Shalev N., Lazar B., Köbberich M., Halicz L., and Gavrieli I. (2018), The chemical evolution of brine and Mg-K-salts along the course of extreme evaporation of seawater - An experimental study. Geochimica et Cosmochimica Acta, 241, 164-179, https://doi.org/10.1016/j.gca.2018.09.003.

How to cite: Shalev, N., Lazar, B., Halicz, L., Gavrieli, I., Bontognali, T., and Vance, D.: Exploring Mg-evaporites and sabkha dolomite as archives for seawater Mg isotope composition, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4034, https://doi.org/10.5194/egusphere-egu23-4034, 2023.

EGU23-4772 | ECS | Posters on site | OS3.1

Long-term changes in biogeochemical environments and their effects on dissolved oxygen concentrations in the East Sea 

Haejin Kim, Hanna Kim, Kyeong Ok Kim, and Naoki Hirose

The East Sea (ES, or East/Japan Sea) is a semi-enclosed marginal sea where deep convection occurs and is therefore appropriate to identify the signals of climate changes. The substantial decrease in dissolved oxygen (DO) concentration has been observed in the deep layers of the ES compared to the globally averaged condition. In addition, in-situ and satellite-based measurement datasets as well as model results showed the enhancement of biological production in the upper layers. As such, changes in biogeochemical environments have been recorded in the ES due to the climate change, which also has a clear impact on long-term changes in the DO concentration.

This study investigates the alternations of biogeochemical environments, from the surface to the deep layer of the ES, using a coupled physical-biogeochemical model. This modelling study also allowed a quantitative estimation of the biological effect on the DO concentration.

How to cite: Kim, ., Kim, H., Kim, K. O., and Hirose, N.: Long-term changes in biogeochemical environments and their effects on dissolved oxygen concentrations in the East Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4772, https://doi.org/10.5194/egusphere-egu23-4772, 2023.

EGU23-6639 | Orals | OS3.1

Phytoplankton physiology controls global ocean biogeochemistry (and climate) 

Chia-Te Chien, Markus Pahlow, Markus Schartau, Na Li, and Andreas Oschlies

The similarity of the average nitrogen-to-phosphorus ratios (N:P) in marine dissolved-inorganic and particulate-organic matter indicates tight links between those pools in the World Ocean. Here we analyse the sensitivity of marine biogeochemistry to variations in phytoplankton N and P subsistence quotas in an optimality-based ecosystem model coupled to the UVic Earth system model. Our results reveal distinct feedbacks between changes in the N and P quotas, N2 fixation, and denitrification that loosen the coupling between dissolved and particulate N:P.  We demonstrate the importance of particulate N:C and P:C for regulating dissolved N:P on the global scale, with oxygen concentration being an important mediator. Our analysis also reveals a potential interdependence between phytoplankton stoichiometry and global equilibrium climate conditions.

How to cite: Chien, C.-T., Pahlow, M., Schartau, M., Li, N., and Oschlies, A.: Phytoplankton physiology controls global ocean biogeochemistry (and climate), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6639, https://doi.org/10.5194/egusphere-egu23-6639, 2023.

EGU23-6828 | ECS | Orals | OS3.1

Look ahead! Future projections of phytoplankton communities are altered by interactive effects of environmental drivers 

Miriam Seifert, Cara Nissen, Björn Rost, Meike Vogt, Christoph Völker, and Judith Hauck

Phytoplankton growth is controlled by environmental drivers such as nutrients and light availability, temperature, and the carbonate system. Thereby, changes in one driver can modify the response towards another driver. These interactive effects are usually not considered in large-scale ocean biogeochemistry models, potentially leading to incomplete projections of future phytoplankton biomass. In the presented work, we first parameterized growth sensitivities to changes in the carbonate system. We then used the results of a meta-analysis on interactive driver effects in published phytoplankton laboratory studies to develop model parameterizations for dual driver interactions (carbonate system versus temperature, carbonate system versus light). The parameterizations were tested in the biogeochemistry and phytoplankton functional type model REcoM under present-day and future conditions. While future phytoplankton biomass decreases by a similar amount with and without driver interactions (5-6%), interactive driver effects become visible on a group-specific level. Once driver interactions are considered, the biomass of diatoms and small phytoplankton decreases by -8.1% and -5.0%, respectively, and the biomass of coccolithophores increases by +33.2% from present-day to future conditions on a global scale. In comparison, the biomass of diatoms, small phytoplankton, and coccolithophores changes by 0.0%, -9.0%, and -10.8%, respectively, in simulations without driver interactions. Hence, projections of the global future phytoplankton community shift towards a larger share of small phytoplankton and coccolithophores and a smaller share of diatoms if interactive driver effects are taken into account. Regionally, the effect of driver interactions is largest in the Southern Ocean, where diatom biomass decreases (-7.5%) instead of increases (+14.5%). In conclusion, our study reveals that model projections of future phytoplankton biomass may miss out important information on the future phytoplankton community composition and group-specific direction of change if driver interactions are not considered.

How to cite: Seifert, M., Nissen, C., Rost, B., Vogt, M., Völker, C., and Hauck, J.: Look ahead! Future projections of phytoplankton communities are altered by interactive effects of environmental drivers, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6828, https://doi.org/10.5194/egusphere-egu23-6828, 2023.

Rare Earth Elements (REE) are among the key tracers in modern chemical oceanography. Yet their budgetary imbalance in the modern ocean has limited our understanding of their marine biogeochemical cycling and their applications as paleo-proxies. The flux of REE across the sediment-water interface appears to be the dominant source of REE to the ocean. Most studies on the marine and sedimentary cycling of REE focus particularly on neodymium (Nd), which has a radiogenic isotope system that helps to constrain its ocean budget. Recently we developed a reactive transport model to study the diagenesis of Nd at a deep sea site on the Oregon margin, which successfully explained the distributions of Nd and its radiogenic isotope in pore water and authigenic sediment, and the diagenetic control of the benthic Nd flux to the ocean. Here we extend this model to include the whole REE series. We show that the transformation and fractionation of REE in sediment can be adequately modelled only via reactions between pore water, authigenic Fe/Mn oxides and phosphates. Using the model result we can scale the sedimentary sources of the rest of the REE elements to that of Nd, providing better constraints on the ocean budgets of all REE.

How to cite: Du, J. and Vance, D.: Modelling the sedimentary source and diagenetic fractionation of Rare Earth Elements in the ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7079, https://doi.org/10.5194/egusphere-egu23-7079, 2023.

EGU23-7945 | ECS | Posters on site | OS3.1

Magnesium isotope signature of Middle Ordovician dolomites from the Ordos Basin, China  

Yining Li, Wenhui Liu, and Netta Shalev

As a significant sink of seawater magnesium, δ26Mg values of syndepositional marine dolomites can be utilized to reconstruct seawater Mg isotope composition in the past. This, in turn, may serve as a good tracer for the Mg cycle throughout Earth’s history. Furthermore, δ26Mg values of ancient dolomites precipitated in different depositional environments may help in reconstructing the paleo-conditions that prevailed in these environments, in particular, the hydrology and restriction conditions of ancient sedimentary basins.

In this study, we collected Middle Ordovician marine dolomite samples from five profiles distributed in the different locations of the Ordos Basin, North China Plate. During the Ordovician, marine carbonates were deposited in the whole area of the Ordos Basin under different sedimentary settings that can be generally divided into open marine settings, a dolomite platform, and a saline gypsum lake. After systematic petrology observation (optic and cathode luminescence microscope), we microdrilled fine-crystallized dolomite to conduct chemistry and Mg isotope analyses. The dolomites from profile #1, which were deposited in an open marine environment, exhibit the lowest δ26Mg values between -2.31‰ to -2.21‰. The δ26Mg values of dolomite samples are generally heavier toward the more evaporitic center of the basin. The highest δ26Mg values (-1.84‰ to -1.70‰) were measured in samples from profile #5 located in the saline gypsum lake area.

We suggest that this gradient of δ26Mg values from the outer parts of the basin toward the center is resulting from a prior formation of dolomite in open versus gradually more restricted settings. Dolomite is enriched in the lighter isotope, 24Mg, relative to its precipitating solution. Thus, under restricted settings, dolomite formation will increase the δ26Mg value of the remaining dissolved Mg in the solution and consequently, also the δ26Mg values of further precipitating dolomites. This further suggests that the Mg isotope composition of dolomite can be used to reconstruct the enclosure degree of ancient evaporitic basins. Together with the observation that δ26Mg values of dolomite samples from profile #1 vary in a narrow range of 0.10‰ between different formations, this also suggests that profile #1 located in open marine settings can be utilized to reconstruct the Mg isotope signature of seawater during the Middle Ordovician.

How to cite: Li, Y., Liu, W., and Shalev, N.: Magnesium isotope signature of Middle Ordovician dolomites from the Ordos Basin, China , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7945, https://doi.org/10.5194/egusphere-egu23-7945, 2023.

EGU23-8227 | Posters on site | OS3.1

Simulating marine nitrogen and iron biogeochemical feedbacks and drivers of ocean productivity and deoxygenation in the Anthropocene 

Christopher Somes, Angela Landolfi, and Andreas Oschlies

Nitrogen and iron are the main limiting nutrients on phytoplankton growth in the ocean. Their nutrient budgets contain processes that are sensitive to environmental change including low oxygen thresholds. In this study, we use a global ocean biogeochemical model coupled within an Earth system model of intermediate complexity to quantify anthropogenic controls on marine nitrogen and iron cycling under warming and atmospheric nutrient pollutant scenarios. We performed model sensitivity simulations to isolate the individual and combined effects of marine nitrogen and iron cycle feedbacks on ocean productivity and deoxygenation. Our model simulations demonstrate strong stabilizing feedbacks when considering either the marine nitrogen and iron cycle individually. However, when the full set of marine nitrogen-iron feedbacks were included, enhanced nitrogen and iron source inputs outweighed sinks under anthropogenic scenarios. These marine nitrogen-iron biogeochemical feedbacks were responsible for driving a projected 4% increase in productivity and 27% expansion in the volume of oxygen deficient zones by year 2100 in the model, whereas a sensitivity simulation without these feedbacks resulted in a 9% decrease in productivity and 16% reduction in the volume of ODZs. Our model study suggests that positive amplifying feedbacks between the marine nitrogen and iron cycles may already be playing an important role increasing ocean productivity and deoxygenation in the Anthropocene.

How to cite: Somes, C., Landolfi, A., and Oschlies, A.: Simulating marine nitrogen and iron biogeochemical feedbacks and drivers of ocean productivity and deoxygenation in the Anthropocene, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8227, https://doi.org/10.5194/egusphere-egu23-8227, 2023.

EGU23-8433 | ECS | Orals | OS3.1

Dissolving better: what can Earth System models learn from 60 years of in situ carbonate mineral dissolution measurements 

Ben Cala, Olivier Sulpis, Mariette Wolthers, and Matthew Humphreys
Carbonate mineral dissolution has the potential to neutralise anthropogenic CO2 and act as a buffer against ocean acidification. To accurately quantify these effects and predict how this process will respond to a changing climate, we need to know what its drivers are. Still, our current understanding of dissolution is incomplete: for instance, excess alkalinity production in the mesopelagic suggests that carbonates dissolve where seawater is thought to be supersaturated with respect to calcite. In situ measurements of the dissolution rate can help to determine which other environmental factors - apart from the saturation state - drive dissolution. However, those measurements are scarce and even though they measure the same phenomenon, the resulting rates differ by up to two magnitudes between the available studies. Additionally, the dissolution patterns with depth are also not consistent with each other. Possible explanations for these variances include differences in methodologies and sample types, or the respective physical and chemical environments. This work aims to disentangle those factors and determine the real qualitative and quantitative value of the existing datasets. This is achieved through review of the literature and the training and interpretation of a supervised regression model (XGBoost), exploring the blind spots in our current conception of carbonate mineral dissolution. Based on these results, changes to the implementation of calcite and aragonite dissolution in Earth System Models are recommended.

How to cite: Cala, B., Sulpis, O., Wolthers, M., and Humphreys, M.: Dissolving better: what can Earth System models learn from 60 years of in situ carbonate mineral dissolution measurements, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8433, https://doi.org/10.5194/egusphere-egu23-8433, 2023.

EGU23-9965 | ECS | Orals | OS3.1

Paleoenvironmental Factors Controlling Organic Carbon Sequestration in Neoproterozoic Deep-Marine Levees 

Celeste Cunningham, Simona Ruso, and William Arnott

Levees in modern deep-marine systems have been shown to sequester significant amounts of organic carbon, due largely to their wide expanse and high rates of sedimentation. However, relatively few studies have examined organic carbon sequestration in ancient deep-marine leveed slope channel systems. Examining the distribution of organic material in ancient levee deposits could provide insight into paleoenvironmental conditions and the evolution of ancient ocean and climate systems.

Deep marine levee deposits of the Neoproterozoic Windermere Supergroup are exceptionally well-exposed in the Southern Canadian Cordillera of western Canada, where detailed physical description and stratigraphic logging were combined with total organic carbon (TOC) and X-ray fluorescence (XRF) to evaluate trends in the distribution of organic carbon and elemental composition within a 300 m-thick succession. These geochemical analyses were then used to reconstruct paleoenvironmental conditions such as primary productivity, ocean redox, weathering intensity, and detrital flux. In this succession, TOC ranges from < 0.1% to 4.04% (uncorrected for the effects of greenschist metamorphism). Organic-rich strata, taken to be ≥ 1% TOC, are principally confined to a single 60 m-thick stratigraphic interval, where they typically occur as anomalously thick, mud-rich sandstone turbidites. Organic matter in these beds occurs mostly as micro-scale carbon sorbed onto the surface of clay grains but can also occur as uncommon sand-sized organomineralic aggregates or discrete sand-sized amorphous grains.

In this same interval, trends in elemental data indicate an increase in primary productivity, weathering intensity, and detrital influx, and a decrease in ocean oxygenation levels. These data suggest that intense continental weathering, high terrigenous input, elevated sea level, and relatively low oxygenation conditions all act to enhance organic matter production in shallow marine environments and organic matter accumulation and preservation in the deep marine. However, although all these components contributed to increased organic production, accumulation, and preservation on their own, the results of this study suggest that it is the temporal coincidence of all of them in a “perfect storm” that is required for significant organic carbon enrichment. Additionally, because these strata are Neoproterozoic in age the preserved organic matter is exclusively marine in origin, which then raises the possibility that the conditions described here are unique to deep-sea turbidite systems before the evolution of metazoans or terrestrial plants. 

By studying the geochemical trends of both organic-rich and organic-poor rocks in this ancient outcrop, this study helps to elucidate the role of various paleoenvironmental factors in deep-marine organic matter enrichment throughout geologic time. This will ultimately improve our understanding of the complex interplay of physical, chemical, and biological processes that govern marine sedimentation and their relationship with the carbon cycle and past global climate, particularly in systems that pre-date terrestrial vegetation.

How to cite: Cunningham, C., Ruso, S., and Arnott, W.: Paleoenvironmental Factors Controlling Organic Carbon Sequestration in Neoproterozoic Deep-Marine Levees, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9965, https://doi.org/10.5194/egusphere-egu23-9965, 2023.

EGU23-11212 | ECS | Posters on site | OS3.1

Effect of submesoscale dynamics and baroclinic instabilities on phytoplankton 

Helen Stewart, Rin Irie, Aya Suzuki, Masaki Hisada, and Keiko Takahashi

Marine phytoplankton play a vital role in global biogeochemical cycles, accounting for roughly half of global primary production (Beardall 2009). Climate change is expected to alter physical conditions in the ocean leading to a loss of functional diversity in phytoplankton (Dutkiewicz 2021). However, due to the complexity and scale of phytoplankton communities and the physical processes that shape them, the details of these changes are poorly understood. Ocean mixing, which governs nutrient and organism transport essential to phytoplankton communities, is thought to be of particular importance to plankton community evolution and divergence (Coles 2017). In this work, we aim to examine the effect of submesoscale processes on phytoplankton community productivity and divergence with computer simulation experiments. As a first step, we will represent physical mechanisms for submesoscale eddy formation by using MIT-GCM, because primary mechanisms for submesoscale eddy formation are thought to be baroclinic instability and drag vorticity generation due to ocean topography (McWilliams 2019).

Previous simulation experiments showed that increasing spatial resolution from mesoscale-resolving (~10 km) to submesoscale resolving scales (~2 km), allowed for the emergence of a denser vortex populations, resulting in an increased phytoplankton abundance (Levy et al 2012). In this study, the validity of this barotropic model assumption is examined at varying spatial horizontal resolution (~50 km, 10 km, 2 km). MIT-GCM simulations are performed in a baroclinic rectangular basin (3180 km x 2180 km) with a depth of 4000 m, representing an idealized portion of the North Atlantic Ocean. Furthermore, simulation results for a basin with idealized flat-bottom topography and more realistic topography are compared. The validity of barotropic model assumptions, significance of topography and potential effects on marine phytoplankton are discussed. In the near future, we have plans to extend this model simulation approach to a range of topographies, such as coastlines and continental shelfs, in order to discuss interaction mechanisms between oceanic physical processes and plankton distribution in those regions.

References
Beardall, John, Slobodanka Stojkovic, and Stuart Larsen. "Living in a high CO2 world: impacts of global climate change on marine phytoplankton." Plant  Ecology & Diversity 2.2 (2009): 191-205.
Coles, V. J., et al. "Ocean biogeochemistry modeled with emergent trait-based genomics." Science 358.6367 (2017): 1149-1154. 
Dutkiewicz, Stephanie, Philip W. Boyd, and Ulf Riebesell. "Exploring biogeochemical and ecological redundancy in phytoplankton communities in the global ocean." Global change biology 27.6 (2021): 1196-1213.
Lévy, Marina, et al. "Large-scale impacts of submesoscale dynamics on phytoplankton: Local and remote effects." Ocean Modelling 43 (2012): 77-93.
McWilliams, James C. "A survey of submesoscale currents." Geoscience Letters 6.1 (2019): 1-15.

How to cite: Stewart, H., Irie, R., Suzuki, A., Hisada, M., and Takahashi, K.: Effect of submesoscale dynamics and baroclinic instabilities on phytoplankton, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11212, https://doi.org/10.5194/egusphere-egu23-11212, 2023.

EGU23-11625 | Orals | OS3.1

An extended N cycle in the eddy-permitting global ocean model ICON-O 

Dominik Hülse, Katharina Six, Daniel Burt, Fatemeh Chegini, Lennart Ramme, and Tatiana Ilyina

Nitrogen (N) plays a central role in marine biogeochemistry by regulating biological productivity, influencing the cycles of carbon, oxygen, and other nutrients, and controlling oceanic emissions of the potent greenhouse gas nitrous oxide (N2O). Although the marine N cycle consists of multiple chemical species, global biogeochemical models often employ simple parameterizations of N transformations and omit key tracers and processes. Here we present an extended numerical representation of the marine N cycle that includes explicit tracers for nitrate, dinitrogen, nitrous oxide, ammonium, and nitrite. The extended model simulates heterotrophic denitrification, DNRN, DNRA, anammox, and nitrification of ammonium and nitrite and thus allows for a detailed representation of a step-wise reduction of fixed nitrogen in hypoxic zones and oxidation of reduced N-species in oxic waters. The updated biogeochemical model is included in the new global ICOsahedral Non-hydrostatic Ocean model ICON-O developed at the Max Planck Institute for Meteorology. ICON-O features a flexible, triangular grid created by recursively subdividing the original 20 triangles of the icosahedron resulting, in our configuration, in an average resolution of 40 km and 235,403 triangles. We describe the tuning and spin-up of a pre-industrial control simulation and compare model results with global and local estimates to quantify the N cycle (e.g., rates of primary production, N2 fixation, nitrification, DNRN, DNRA, anammox). We further report results from a historical transient simulation focusing on N dynamics within the oxygen minimum zone of the Eastern Tropical South Pacific.

How to cite: Hülse, D., Six, K., Burt, D., Chegini, F., Ramme, L., and Ilyina, T.: An extended N cycle in the eddy-permitting global ocean model ICON-O, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11625, https://doi.org/10.5194/egusphere-egu23-11625, 2023.

EGU23-11823 | Posters on site | OS3.1

Response of the ocean carbon and oxygen cycles to climate change and anthropogenic nutrient inputs 

Akitomo Yamamoto, Tomohiro Hajima, Dai Yamazaki, Maki Noguchi-Aita, Akinori Ito, and Michio Kawamiya

Nutrient inputs from the atmosphere and rivers to the ocean are increased substantially by human activities. These increasing inputs of nutrients from human activities promote oceanic NPP, potentially partially counteracting decreases caused by climate change. Then, increases in export of organic matter to the ocean interior and its decomposition consumes dissolved oxygen. Therefore, nutrient inputs to the ocean promote carbon uptake and amplify climate-driven ocean deoxygenation. However, the previous generation of Earth system models that participated in the Coupled Model Intercomparison Project Phase 5 (CMIP5), which contributed substantially to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, did not account for anthropogenic nutrient inputs to the ocean. Several CMIP phase 6 (CMIP6) Earth system models do consider anthropogenic nutrient inputs to the ocean for the historical period, but their impact on ocean biogeochemical cycles has not been fully assessed, even for individual Earth system models. Therefore, our understanding of the impact of such perturbations on ocean biogeochemistry is even less complete than that associated with climate change. In particular, the quantitative relationship between the effects of climate change on ocean biogeochemical cycles and those of anthropogenic nutrient inputs remains poorly understood.

In this study, using historical simulations by one of the CMIP6 models (MIROC-ES2L) that considers anthropogenic nutrient inputs, we demonstrate that the contribution of anthropogenic nutrient inputs to past changes in global oceanic productivity, carbon uptake, and deoxygenation is of similar magnitude to the effect of climate change. In particular, two noteworthy results are obtained: (1) that anthropogenic fertilization could more than counteract the expected decrease in NPP caused by ocean warming and stratification for the historical period, and (2) that it could accelerate climate-driven deoxygenation in the upper ocean, helping to close the gap between models and observations. Additionally, current estimation of the imbalance in the carbon budget could be explained partially by increase in oceanic carbon uptake associated with anthropogenic nutrient inputs to the ocean. These improvements provide support regarding the significant contribution of anthropogenic nutrient inputs to global changes in ocean biogeochemistry. Considering the effects of both nutrient inputs and climate change is crucial in assessing anthropogenic impacts on ocean biogeochemistry.

How to cite: Yamamoto, A., Hajima, T., Yamazaki, D., Noguchi-Aita, M., Ito, A., and Kawamiya, M.: Response of the ocean carbon and oxygen cycles to climate change and anthropogenic nutrient inputs, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11823, https://doi.org/10.5194/egusphere-egu23-11823, 2023.

EGU23-12512 | ECS | Posters on site | OS3.1

New insights into the Sr isotope budget from stable-Sr isotope fractionation in gypsum 

Yana Kirichenko, Jörg D. Rickli, Tomaso R.R. Bontognali, and Netta Shalev

The geochemical cycle of strontium (Sr) is closely tied to the long-term inorganic cycle of carbon since the budgets of both elements are controlled by similar natural processes such as volcanism, continental weathering, and carbonates precipitation. As carbon dioxide is an important greenhouse gas, new insights into its cycle are fundamental for understanding climate variations in the past. Sr isotopes are a promising tool to advance our knowledge of the oceanic budget of Sr and, ultimately, the processes controlling long-term changes in atmospheric carbon dioxide and climate. While the widely used radiogenic strontium isotopes (87Sr/86Sr) can trace the oceanic Sr input fluxes, the stable-Sr isotope system (δ88/86Sr) is responsive to both oceanic input and output fluxes of Sr. Gypsum (CaSO4∙2H2O) is an evaporitic mineral containing significant concentrations of Sr reaching up to thousands ppm. The geological record contains information about numerous events of the formation of marine evaporitic giants, in which gypsum is one of the most volumetrically important rocks. Given the remarkable sizes of evaporite reservoirs and the considerable content of Sr in gypsum, this rock can play an important role in the cycling of Sr and its oceanic isotope budget. This study focuses on quantifying the fractionation of stable Sr isotopes during gypsum precipitation to address open questions regarding 1) the suitability of gypsum as an archive for seawater δ88/86Sr, 2) the potential impact of the evaporite sink on the global seawater δ88/86Sr, and 3) the role of marine evaporite rocks in the continental cycle of Sr.

Gypsum samples were produced experimentally in the laboratory and outdoors by evaporating natural seawater, and Sr isotope fractionation was found empirically by analyzing δ88/86Sr values of the precipitated solids and their respective solutions. Additionally, the experimental results were confirmed by studying natural samples, including modern gypsum and associated pore water from Dohat Faishakh Sabkha in Qatar and Messinian gypsum from Sicily.

The estimated typical Sr isotope fractionation in gypsum is 0.22±0.02‰. This positive value has the opposite direction compared to the negative Sr isotope fractionation in Ca-carbonate precipitation. However, the conducted experiments revealed a high variability of isotope fractionation values, ranging between 0.04‰ and 0.23‰ depending on the stirring environment. Therefore, the use of gypsum as an archive for δ88/86Sr in past seawater must be approached with caution since robust reconstruction would require careful investigation of the studied natural samples and their precipitation environment. Furthermore, given the found isotope fractionation, during periods of intense evaporite formation, the removal of Sr to gypsum can serve as leverage for a detectable global seawater δ88/86Sr change. Finally, weathering of gypsum is significantly affecting riverine δ88/86Sr and can explain at least 25% of the gap between the δ88/86Sr values of rivers (0.32‰ [3]) and source lithologies: carbonate (0.16-0.22‰ [2,4]) and silicate (~0.30‰ [1]) rocks.

[1] Charlier et al. (2012). EPSL. 329–330, 31–40.

[2] Krabbenhöft et al. (2010). GCA. 74, 4097–4109.

[3] Pearce et al. (2015). GCA. 157, 125–146.

[4] Vollstaedt et al. (2014). GCA. 128, 249–265.

 

 

How to cite: Kirichenko, Y., Rickli, J. D., Bontognali, T. R. R., and Shalev, N.: New insights into the Sr isotope budget from stable-Sr isotope fractionation in gypsum, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12512, https://doi.org/10.5194/egusphere-egu23-12512, 2023.

EGU23-14178 | Orals | OS3.1 | Highlight

The changing ocean biogeochemistry in the Earth system 

Tatiana Ilyina

The ocean plays an essential role in regulating Earth’s climate; it is also essential for regulating the Earth’s biogeochemical cycles of carbon, nitrogen, and oxygen. Long-term (at the end of this century) changes in ocean biogeochemical cycles will be determined by the pace of anthropogenic emissions and resulting climate change. For the ocean carbon cycle, Earth system models (ESMs) within the 6th Climate Model Intercomparison Project project that while the ocean carbon sink continues to grow with rising emissions, the fraction of emissions that is taken up declines as atmospheric CO2 rises, resulting in a positive carbon–climate feedback. By contrast, near-term (until 2040) changes will be masked by internal climate variability. ESMs in concert with observations are key to constrain the response of ocean biogeochemical cycles to ongoing climate change. Yet, predictive understanding of how ocean biogeochemical cycles would respond to rapid and strong changes in emissions is currently missing. Such knowledge is critical in support of monitoring and verification of political actions for strong and rapid decarbonization. I will talk about recent progress and challenges in our understanding of the long-term and near-term fate of the ocean biogeochemical cycles under changing climate.

How to cite: Ilyina, T.: The changing ocean biogeochemistry in the Earth system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14178, https://doi.org/10.5194/egusphere-egu23-14178, 2023.

EGU23-14222 | Orals | OS3.1

Spin-up strategy for ocean biogechemistry in a high resolution Earth System Model 

Fatemeh Chegini, Lucas Casaroli, Mariana Salinas, David Nielsen, Joeran Maerz, Moritz Mathis, Dominik Hülse, Lennart Ramme, Hongmei Li, and Tatiana Ilyina

Increasing computational power enables Earth System Models (ESMs) to be run at higher resolutions than on conventional grids with spacings of O(100km). The new generation of ESMs running at resolutions of O(5-10km) are able to resolve phenomena such as mesoscale eddies in the ocean and convective storms in the atmosphere. Resolving these features can be a step towards reducing uncertainties in carbon cycle modeling as they directly affect the ocean uptake of anthropogenic carbon (Harrison et al. 2018). However, the spin-up of ocean biogeochemistry in globally high resolution ESMs remains computationally challenging. Traditionally, the spin-up duration of ocean biogeochemical components (e.g., in CMIP5/CMIP6 models) ranges from one hundred to several thousand years to avoid model drifts in the euphotic, mesopelagic and even deeper ocean that has an overturning time of O(1000 years). This long spin-up time is, however, not yet computationally affordable in high resolution ESMs despite recent advances in improving their scalability (Linardakis et al. 2022). Therefore, different spin-up strategies are required and need to be explored.

We here present our strategy to run the HAMburg Ocean Carbon Cycle model (HAMOCC; Ilyina et al. 2013, Jungclaus et al. 2022) in the high resolution ICON-Sapphire ESM (Hohenegger et al. 2022) configuration. We discuss the steps we take from tuning and spin-up of HAMOCC in a cascade of resolutions and configurations: initially in a 40km ocean only setup, subsequently in a 10km ocean-only and eventually a 5km ESM setup. Furthermore, we examine the possibility of replacing interpolated results (used as initialization for the next higher resolution) with available observations (e.g., nutrients, alkalinity, dissolved inorganic carbon) and its consequence on biogeochemical drifts of key tendencies such as CO2 surface fluxes. Finally, we discuss the scientific questions that can be addressed using this spin-up strategy and its limitations.

 

References:

Harrison et al. 2018: https://doi.org/10.1002/2017GB005751

Hohenegger et al. 2022: https://doi.org/10.5194/gmd-2022-171

Ilyina, T., et al. 2013: https://doi.org/10.1029/2012MS000178.

Jungclaus et al. 2022: https://doi.org/10.1029/2021MS002813

Linardakis et al. 2022: https://doi.org/10.5194/gmd-2022-214

How to cite: Chegini, F., Casaroli, L., Salinas, M., Nielsen, D., Maerz, J., Mathis, M., Hülse, D., Ramme, L., Li, H., and Ilyina, T.: Spin-up strategy for ocean biogechemistry in a high resolution Earth System Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14222, https://doi.org/10.5194/egusphere-egu23-14222, 2023.

Climate change impacts atmospheric properties and circulation at different time scales, ranging from daily to millenial. We specifically assess here the impact of a change in atmospheric synoptic variability (ASV) (0-1 month) on mean upper ocean properties. In a first step, we disentangle the ASV and low frequency part in atmospheric fields originating from a climate change experiment performed by the Kiel Climate Model. In a second step, we use these fields to perform a set of sensitivity experiments to the change in ASV by employing a NEMO-PISCES configuration. We show that a decrease in ASV results in a slowdown of the mean ocean circulation and a global decrease in primary productivity. Our study highlights the need for more precise quantifications of the atmospheric synoptic variability in climate models and observations.

How to cite: Duteil, O. and Park, W.: Future change in atmospheric synoptic variability : impact on ocean circulation and primary productivity, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14290, https://doi.org/10.5194/egusphere-egu23-14290, 2023.

Deep-sea oxygen concentrations reflect combined effects of air-sea exchange in high-latitude surface waters, ventilation through ocean circulation and the organic carbon remineralization at depth. Reconstruction of past bottom water oxygen (BWO) concentrations has been challenging due to limitations of each existing BWO proxy whose fidelity may be complicated by diagenetic or depositional factors. Therefore, evaluations on BWO changes with multiple-proxy approach are always preferred. In this study, we exploit the authigenic uranium content on mixed planktonic foraminiferal coatings as a BWO proxy by presenting new foraminiferal U/Ca and U/Mn ratios of the Holocene and last glacial maximum (LGM) sediments from 54 sites throughout the Pacific Ocean, covering a range of modern BWO from 8-210 μmol/kg. As expected, foraminiferal U/Ca and U/Mn are influenced by sedimentation rates and organic carbon fluxes. Nevertheless, we also observe a negative correlation of Holocene U/Ca and U/Mn with BWO, with decreasing sensitivities towards higher BWO, suggesting the control of BWO on foraminiferal U/Ca and U/Mn variations. Based on the comparison of our foraminiferal U/Ca and U/Mn ratios between the Holocene and LGM and existing redox proxy data, we provide new constraints on Equatorial and South Pacific oxygenation changes during the LGM. First, the boundary between better oxygenated upper ocean and less oxygenated deeper ocean in the Eastern Equatorial Pacific was limited to a narrower water depth range between ~0.6 and 0.7 km. Second, our data imply better oxygenation in the upper and bottom waters of the Pacific Ocean and mid-depth deoxygenation, which contrasts with findings in the deep Atlantic and Indian Oceans. After excluding influences from other factors such as sedimentation rates and productivity, our study demonstrates foraminiferal U/Ca and U/Mn provide a useful proxy for BWO reconstruction in the Pacific, thus helping to constrain the glacial-interglacial oceanic carbon cycle.

How to cite: Hu, R.: U/Ca and U/Mn in foraminiferal coatings as a proxy for ocean oxygenation changes: new calibration and constraints on glacial oxygenation changes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15115, https://doi.org/10.5194/egusphere-egu23-15115, 2023.

EGU23-15521 | Orals | OS3.1

Spatial and temporal changes of the winter bloom in the Arabian Sea during the past two decades 

Anjaneyan Panthakka and Jayanarayanan Kuttippurath

High concentrations of Chlorophyll-a (Chl-a) appear in the Arabian Sea (AS) during the winter and early spring seasons (November–March), known as the winter blooms, primarily due to the reversing monsoon winds and associated changes in the ocean. The onset, duration, intensity and peak period of the seasonal blooms show distinctive regional characteristics in AS. Recent changes in ocean dynamics and plankton composition in AS have adverse effects on the distribution of Chl-a concentration there. Here, we examine the long-term spatio-temporal changes in winter blooms, and assess the impact of wind, mesoscale eddies, surface currents, sea surface temperature (SST), mixed layer depth (MLD) and sea surface salinity on the blooms. We observe a significant decrease in these blooms, which started in the early 2000s and intensified in recent decade (2010–2020), with a prominent decline in the adjascent Gulfs (Gulf of Aden: -1.38 ± 0.7 x 10-5 mg m-3 year-1, Gulf of Oman: -4.71 ± 1.35 x 10-6 mg m-3 year-1), and the West coast of India (-6.71 ± 2.85 x 10-6 mg m-3 year-1). The major factors that control blooms in the Gulf of Oman and open waters are MLD and ocean temperature. On the other hand, in the Gulf of Aden, blooms are largely driven by the coastal upwelling and eddies. The bloom is primarily driven by winter cooling along the north-western Indian coast, but it is inhibited to south by the inter-basin exchange of surface waters carried by the West Indian Coastal Current. This study thus reveals particular mechanisms that trigger and regulate the winter blooms in AS. These seasonal blooms may continue to decline as a result of the ongoing ocean warming, which would be a threat for the regional marine productivity and food security.

How to cite: Panthakka, A. and Kuttippurath, J.: Spatial and temporal changes of the winter bloom in the Arabian Sea during the past two decades, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15521, https://doi.org/10.5194/egusphere-egu23-15521, 2023.

EGU23-15760 | ECS | Orals | OS3.1

Drivers of Sedimentary Pyrite δ34S Values - at Present and in the Past 

Cornelia Mertens and Jordon Hemingway

The most important sulfur sink from a global redox-perspective is diagenetic pyrite produced in marine sediments. The amount and isotopic composition of this pyrite is thought to reflect environmental and physical properties of the ocean. This includes sulfate reduction rate, sulfate concentration, sedimentation rates, organic carbon and reactive iron concentrations and reactivities, porosity of the sediment etc. Our goal is to identify the main drivers that can explain the majority of observed sulfur isotopic composition in pyrite. To this end, we use a diagenetic model and calculate theoretical profiles for organic carbon, reactive iron, and a number of sulfur species and their isotopes in marine sediments. We calibrate our model using 216 sedimentary cores from a wide range of environmental conditions and locations from across the world. The model allows us to calculate burial rates and isotopic composition of pyrite in marine sediments on a global scale as well as infer drivers of the Phanerozoic pyrite d34S record. We show that isotopic composition of pyrite is determined by only three variables: the ratio of sulfate to organic carbon, the ratio of reactive iron to organic carbon, and the porosity. Based on this, we reinterpret Phanerozoic d34S trends as recording a shift in the locus and environmental conditions where pyrite is formed, rather than a change in microbial sulfate reducer fractionation.

How to cite: Mertens, C. and Hemingway, J.: Drivers of Sedimentary Pyrite δ34S Values - at Present and in the Past, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15760, https://doi.org/10.5194/egusphere-egu23-15760, 2023.

EGU23-15878 | ECS | Posters on site | OS3.1

The effect of Neodymium-Concentration Changes in Ocean Water Mass End-members on Neodymium-Isotopes at Mixing Locations: A Bayesian Approach 

Maayan Yehudai, Lucy E. Tweed, Sean Ridge, Yingzhe Wu, and Steven L. Goldstein

Geochemical reconstructions of past deep water-mass structure show that the deep Atlantic Ocean basin changed dramatically over glacial-interglacial timescales and that these changes were tightly linked to the climate system and the carbon cycle. Over the past two decades, Neodymium-isotopes (εNd) has emerged as one of the major tracers of past oceanic water-mass structure. In today’s Atlantic basin, εNd patterns trace the deep water-mass structure, similar to conservative tracers such as salinity, showing more negative values in the North Atlantic and more positive, Pacific-like values in the South Atlantic. This spread of εNd values between two end-members reflects the age differences between the Archean-to-Paleoproterozoic-aged continental-cratonic sources eroding into the North Atlantic, and inputs into the Pacific from mantle-derived volcanics around the Pacific rim. Therefore, to estimate past changes in the mixing proportions of the Pacific and the North Atlantic end-members, one can theoretically use a simple binary mixing equation. However, although the end-member εNd-values can be traced through time by εNd analyses of appropriate deep sea core samples, two major issues plague the εNd proxy, one being variable and largely unknown non-conservative effects such as submarine groundwater discharge, boundary exchange reactions and sedimentary benthic fluxes and the second being unknown past Nd concentrations of the Atlantic and Pacific endmembers. Here we address the latter “paleo-[Nd] problem” with a Bayesian analysis that examines the sensitivity of Nd-isotope ratios to Nd concentration changes in the end-member water masses over glacial-interglacial time scales. Results show that even substantial variability in end-member Nd-concentrations ratio likely has little impact on Nd-isotope ratios at intermediate locations, indicating that Nd-isotope changes reflect the water-mass mixtures throughout the Pleistocene, thus supporting its use to reconstruct Atlantic water-mass structure in the past. This finding is an important step in validating the use of εNd as a past ocean-mixing proxy as it indicates that given the right location choice, where non-conservative effects are minor, the fraction of the different end-members can be quantitatively estimated using the binary mixing equation and the modern end-member Nd-concentration ratio.

How to cite: Yehudai, M., Tweed, L. E., Ridge, S., Wu, Y., and Goldstein, S. L.: The effect of Neodymium-Concentration Changes in Ocean Water Mass End-members on Neodymium-Isotopes at Mixing Locations: A Bayesian Approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15878, https://doi.org/10.5194/egusphere-egu23-15878, 2023.

EGU23-16325 | Orals | OS3.1

The seawater calcium concentration may be a driver of long-term changes in CO2 

David Evans, Yair Rosenthal, Jonathan Erez, Hagar Hauzer, Laura Cotton, Xiaoli Zhou, Romi Nambiar, Peter Stassen, Paul Pearson, Willem Renema, Pratul Kumar Saraswati, Jonathan Todd, Wolfgang Müller, and Hagit Affek

The drawdown of CO2 via the temperature-dependent weathering of silicate minerals is thought to be one of the key processes acting to maintain Earth’s climate within narrow bounds over geologic time. However, the climatic responsiveness of weathering on multi-million-year timescales is, to our knowledge, yet to be demonstrated. If other factors dominate climate regulation on geologic timsecales, previously unexplored factors may be important in driving long-term carbon cycle changes. Here, we present the first continuous Cenozoic record of the concentration of calcium in seawater ([Ca2+sw]). Our record is based on the Na/Ca of exceptionally well-preserved foraminiferal calcite, a methodology which leverages the extremely long seawater Na+ residence time (>40 Myr) to interpret such changes predominantly in terms of [Ca2+sw] fluctuation. We show that a 12 mM decrease in [Ca2+sw] occurred over the last ~50 Ma, with a close correspondence to the timing of atmospheric CO2 changes, potentially implying a common driver. Using a carbon cycle box model, we demonstrate that, if the relationship between silicate weathering is shallower than commonly assumed, then this change in [Ca2+sw] can mechanistically explain the majority of the Cenozoic CO2 decrease, via the effect that Ca2+ has on CaCO3 burial rates. Given the recently identified major change in the global sea floor spreading rate, this finding shifts the key driver of long-term climate from the terrestrial to marine realm. Conversely, if there is a steep relationship between silicate weathering and climate, the climatic responsiveness of weathering is such that the system would rebalance before [Ca2+sw] can drive a major CO2 change. Our results therefore highlight the need to determine whether silicate weathering is responsive to climate change on geologic timescales before the long-term drivers of CO2 can be determined.

How to cite: Evans, D., Rosenthal, Y., Erez, J., Hauzer, H., Cotton, L., Zhou, X., Nambiar, R., Stassen, P., Pearson, P., Renema, W., Saraswati, P. K., Todd, J., Müller, W., and Affek, H.: The seawater calcium concentration may be a driver of long-term changes in CO2, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16325, https://doi.org/10.5194/egusphere-egu23-16325, 2023.

EGU23-16545 | ECS | Orals | OS3.1

The role of submarine groundwater discharge in the ocean carbon budget 

Nurit Weber and Yael Kiro

Ocean chemistry is dictated by weathering and transporting elements from the land to the ocean and their removal through precipitation and adsorption. While the role of rivers was established many decades ago, other sources of elements such as mid-ocean ridge hydrothermal systems, discharge from forearcs of subduction zones, and submarine groundwater discharge (SGD) have been recognized more recently. SGD may release large amounts of trace metals, nutrients, carbon, and other dissolved species to the coastal ocean. The element fluxes may be comparable to surface water flow due to groundwater interaction with the aquifer sediments and the high ratio between rock and water. To better understand the coastal water budgets, it is crucial to assess all sources and sinks, including SGD. Recent attempts to calculate the dissolved inorganic carbon (DIC) and alkalinity ocean budgets have shown that riverine DIC input and marine carbonate burial cannot be balanced by alkalinity delivered via submarine groundwater. This deficit in the ocean's DIC and alkalinity mass balance may be attributed to insufficient knowledge of the carbonate and alkalinity contributions through SGD, particularly seawater circulation in the aquifer.

The DIC and alkalinity fluxes are influenced by the mechanisms driving groundwater flow in the subsurface (fresh and saline water), affecting the flow paths, residence times, and redox states. Therefore, we expect DIC enrichment or depletion to vary among different environmental settings. Thus, it is unclear if coastal aquifers serve as a source or a sink for DIC, depending on the settings. Our study shows a significant contribution of alkalinity by fresh groundwater discharge and also during long-term seawater circulation in the East Mediterranean coastal aquifer. Even on a relatively short distance like the Israeli Mediterranean coastline (~150 km), we observed differences in alkalinity and DIC derived from the shift in the aquifer's rocks as carbonate amounts drop and sand levels increase from north to south. To comprehensively and globally understand alkalinity fluxes through SGD, we generated an extensive data archive on coastal aquifers worldwide. This data is used to characterize the interactions between groundwater and country rocks depending on the type of rock and how they may impact groundwater alkalinity and DIC. Most of the groundwater samples lie below the 1:1 Alkalinity-DIC ratio line, which may suggest that the major processes affecting the carbonate system contribute more DIC than Alkalinity. Many sandy and carbonate aquifers have a DIC greater than alkalinity, which indicates a significant amount of CO2 and low pH levels. In contrast, alluvial aquifers have a minor trend, and basaltic aquifers usually have DICs equal to alkalinities (the most common species is bicarbonate). To better understand climate feedback mechanisms, it is crucial to know the ocean's alkalinity buffer system budget and its carbon sources and sinks.

How to cite: Weber, N. and Kiro, Y.: The role of submarine groundwater discharge in the ocean carbon budget, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16545, https://doi.org/10.5194/egusphere-egu23-16545, 2023.

Coastal oceans offer multifaceted ecosystem level services and represent a key part to achieve UN SDG Goals including SDG14. The northeast coastal Bay of Bengal (BoB) in South Asia is interspersed with several coastal biotopes influenced by the Ganga-Brahmaputra-Meghna delta among others and contribute immensely to sustainable blue economy. The Sundarbans mangrove, world’s largest continuous mangrove, a UNESCO World Heritage Site and a RAMSAR site along with long intertidal zones represent characteristic features of this region. These sites are increasingly reeling from numerous anthropogenic stressors and the scales of anthropogenic disturbances were characterized through benthic foraminifera coenosis over three seasons along with robust measurement of organic carbon in sediment as well as integrating new technologies such as eDNA approach. The studied sites showed overwhelming abundance of calcareous taxa Ammonia spp. and Quinqueloculina spp. as well as low taxon level diversity. There was notable high abundance of dead and degraded tests indicating potential taphonomic alterations that indicated changes influenced by lowering of porewater oxygen content, N:P stoichiometry and possible changes in freshwater flow. The values of total organic carbon of sediment exhibited wide variability and the strong influence of anthropogenic forcings in closer proximity to human influences. There was resulting evidence of anaerobic degradation of sediment organic matter resulting in changes in sediment pH and taphonomic alteration of benthic foraminifera tests. The eDNA based high-throughput sequencing exhibited signs of low diversity of benthic foraminifera and signals influenced by anthropogenic stressors such as forms of nitrogen. The study based on spatio-temporal mosaics of mapping of coastal health of northeast coastal BoB indicates increasing human pressure will have long-term effects on SDG Goal 14 and beyond.

How to cite: Mandal, A. and Bhadury, P.: Tracking ecological health status of a tropical coastal ocean- applicability of benthic foraminifera coenosis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-134, https://doi.org/10.5194/egusphere-egu23-134, 2023.

EGU23-517 | ECS | Orals | OS3.3

Riverine Litter Flux to the Northeastern Part of the Black Sea 

Maria Pogojeva, Keka Korshenko, and Alexander Osadchiev

Rivers are among the main sources of marine litter, especially for semi-isolated sea areas with high population and intense economic activity. The semi-isolated Black Sea located in the Eastern Europe is one of the examples of such areas, which watershed basin is under high anthropogenic pressure. In this study, we report the results of first long-term monitoring program of floating litter at several rivers inflowing to the northeastern part of the Black Sea. We describe the main characteristics of registered marine litter including the distribution of its type and size. Based on the obtained results, we reveal the relation between river discharge rate and the litter flux for the considered rivers. Using this relation extended to all rivers of the study area, we assess the total annual flux of riverine litter to the northeastern part of the Black Sea.

How to cite: Pogojeva, M., Korshenko, K., and Osadchiev, A.: Riverine Litter Flux to the Northeastern Part of the Black Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-517, https://doi.org/10.5194/egusphere-egu23-517, 2023.

EGU23-839 | ECS | Orals | OS3.3

Dynamics of mercury in a tropical estuarine system during dry season 

Saranya Jayachandran and Parthasarathi Chakraborty

Understanding mercury (Hg) dynamics in an estuarine system is vital because of its potential toxicity to the ecosystem. India is the second largest producer of atmospheric Hg, and the dynamics of Hg are poorly understood in tropical estuarine systems. This study describes the distribution, speciation and mobility of Hg in a monsoon-fed tropical estuarine system in India (Mandovi estuary, East coast of India) during dry period (November-March) when the pollutants stay for a long time within the estuary due to negligible river discharge.

This study presents the impact of changing physicochemical parameters of water column (such as pH, dissolved oxygen, salinity) and sediment [such as texture, sedimentary organic matter (SOM), molar carbon to nitrogen ratio and chemical characterisation of SOM] on distribution and speciation of Hg in the surface sediments,  porewater and water column along the length of the estuary (from upstream to downstream). There was a significant increase in concentration of sedimentary methylmercury (MeHg)(a neurotoxin) with an increase in total sedimentary Hg concentration in the estuary. However, concentration of sedimentary MeHg was found to decrease with increasing concentration of SOM depend on the nature of SOM. Results from an equilibrium-based model (Visual MinteQ) showed that a significant concentration of Hg was associated with type-II fulvic acid, and reduction of Hg(II) was more in presence of type-II humic acid.

This study showes that the reduction and methylation process of Hg control Hg distribution in the study area, and estuarine sediment is one of the primary sources of dissolved Hg in the water column.

How to cite: Jayachandran, S. and Chakraborty, P.: Dynamics of mercury in a tropical estuarine system during dry season, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-839, https://doi.org/10.5194/egusphere-egu23-839, 2023.

Deep-sea floors act as reservoir for various marine mineral deposits rich in strategic metal resources important to growth of nation’s economy, national security and the emerging blue economy. Central Indian Ocean Basin (CIOB) is a region with vast marine mineral deposits with a congregation of metals in the form of nodules known as polymetallic nodules (PMN). Government of India signed a 15-year contract with International Seabed Authority (ISA) for exploration of PMN from CIOB. Extensive survey and other scientific developmental activities have been carried out in 75,000km2 area retained by India in CIOB. To conduct mining activities prior to assessment of impact on environment would remark an unwise undertaking. Deep sea mining operation will inevitably impact the surrounding ecosystem due to removal and separation of nodules from soft sediments and increases in suspended finer particles from the altered deep-sea sediment. Disturbances to sediments will have impact on the speciation (labile/inert complexes) of sedimentary metal complexes and may increase metal mobility and bioavailability in marine ecosystem. Study on the possible impact of deep-sea PMN mining requires systematic scientific investigation.This study presents kinetic speciation of metal in surface sediments and their downcore profile.To understand the stability and lability of metals, kinetic speciation study is carried out using ethylenediaminetetraacetic acid (EDTA) as the extracting reagent. Kinetic fractionation studies were performed from two sediments core collected from Test mining site (TMS) and Reference mining site (RMS) in CIOB to determine the metal-sediment complexes and their fate, mobility and bioavailability. Concentration of labile metals complexes and their dissociation rate constant in deep sea sediment can be an index for their bioavailability. It was found that total concentration of Cu and Co gradually decreases, whereas Ni increases in the study area The observed results suggest that the stability of metals-sediment complexes for Cu, Ni, and Co with respect to the depth of the sediment cores gradually increased in the study area. This study suggests that disturbances of deep-sea sediments during PMN mining may not increase labile metals complexes at water-sediment interfaces in the surrounding marine ecosystem. However, results obtained from two sediment cores from Test mine site and Reference mine site respectively may not satisfy representation of the entire 75,000km2 CIOB. Further study is recommended to provide better understanding of the impact of mining activities on marine ecosystem.

How to cite: Sitlhou, L. and Chakraborty, P.: Sediment Disturbance during PMN Mining and Its Impact on Metal Speciation of Sedimentary Cu, Ni, Co in Central Indian Ocean Basin, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-846, https://doi.org/10.5194/egusphere-egu23-846, 2023.

EGU23-2496 | ECS | Posters on site | OS3.3

234Th/238U & 228Ra & 129I to study the ocean-currents driven transport of dissolved polycyclic aromatic hydrocarbons (PAHs) at the southern Okhotsk Sea 

Rodrigo Mundo, Tetsuya Matsunaka, Mutsuo Inoue, Yukiko Taniuchi, Hiromi Kasai, Hideki Kaeriyama, Shizuho Miki, Kimikazu Sasa, and Seiya Nagao

PAHs have high dissolved concentrations (Σ13PAHdiss) at the northern area off the Sakhalin Island (33-78 ng L1) where oil and natural gas is extracted (Chizova et al.,2013). East Sakhalin Current (ESC) starting northern of the Sakhalin Island and reaching the southern Okhotsk Sea during autumn-winter, presents a latent risk of PAHs transboundary pollution. The southern Okhotsk Sea is also fed by Soya Warm Current (SWC, Summer) originating in the Sea of Japan. The seasonal interchange of SWC and ESC makes the area an excellent fishing ground, with 352,000 tons of scallops, crabs, salmon, and other major species of fish caught annually.

50+ seawater samples (~10 L) were collected from 2017 to 2022 with collaboration of the Japan Fisheries Research and Education Agency to evaluate the PAHs migration around southern Okhotsk Sea. Dissolved PAHs were concentrated, from pre-filtered (0.5 µm) samples, using C18 membranes and measured with a HPLC-fluorescence. Low-background γ-spectrometryof 234Th and 228Ra were measured at the Ogoya-Underground Laboratory, Kanazawa University using HPGe-detectors. 129I was measured using accelerator mass spectrometry at the University of Tsukuba. 234Th is constantly produced from 238U in seawater, thus the disbalance of the particle-reactive 234Th (t1/2=24.1 d) tells the scavenging due to new production. 228Ra (t1/2=5.75 y) is produced by the decay of 232Th, in the shallow continental shelves. 129I (t1/2=15.7x 106 y) is released from nuclear fuel reprocessing facilities and transported by the westerlies to the West-Pacific’s marginal seas.

The Σ13PAHdiss averaged 2.59 (0.87−5.56) ng L1. Using isomers ratios and statistical analyses, PAHs’ sources were inferred as primarily pyrogenic for all samples. Oceanographic structure was characterized by a coastal area [high salinity (>33.0 PSU), high 228Ra (0.80−1.90 mBq L−1) and low PAHs (<2 ng L1)], dominated by the SWC and an offshore area [low salinity (<33.0 PSU), low 228Ra (0.25−0.80 mBq L−1) and high PAHs (>2 ng L1)], dominated by the ESC-influenced Okhotsk Sea Surface Water. Σ13PAHdiss were not necessarily low (1.71−5.15 ng L1) at the endmember of SWC, and thus surface migration and isopycnal mixing does not fully explain PAHs distribution. 234Th/238U ratio was 0.65 at the endmember of SWC, 0.51 ± 0.03 in the offshore area, but only 0.36 ± 0.10 in the coastal area. Chlorophyll-a, PO43-, and SiO2 at the coastal (1.38 ± 0.76 mg m3, 0.07 ± 0.05 μM, 1.77 ± 0.65 μM, respectively) and offshore (0.61 ± 0.57 mg m3, 0.20 ± 0.08 μM, 3.64 ± 1.44 μM, respectively) areas also indicated higher primary productivity at the former, and thus scavenging of dissolved PAHs at the coastal area of southern Okhotsk Sea was nominated as a major geochemical process at the southern Okhotsk Sea. The high primary productivity and downward carbon export is key for the successful of scallop farming, but the co-scavenging of organic pollutants found by this study emphasizes the environmental risk that Sakhalin I, II present. 228Ra’s origins are multiple at the West-Pacific’s marginal seas, therefore a multiple-tracer assessment including the seaice’s role will be prepared when 129I analysis are completed.   

How to cite: Mundo, R., Matsunaka, T., Inoue, M., Taniuchi, Y., Kasai, H., Kaeriyama, H., Miki, S., Sasa, K., and Nagao, S.: 234Th/238U & 228Ra & 129I to study the ocean-currents driven transport of dissolved polycyclic aromatic hydrocarbons (PAHs) at the southern Okhotsk Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2496, https://doi.org/10.5194/egusphere-egu23-2496, 2023.

The role of TEPs in the carbon cycle remains inadequately understood in oligotrophic tropical oceans. This study investigates TEP concentrations, distributions, sinking behavior and fluxes in the oligotrophic South China Sea (SCS) and western tropical North Pacific (WTNP). The results suggested that TEPs levels were relatively low [< 60 μg Xeq. L-1 (μg xanthan gum equivalent per liter)] in both regions, and they were higher in the epipelagic layer than in deeper layers. TEP concentrations correlated significantly positively with Chl a and picophytoplankton biomass, and TEP-associated carbon contributed significantly to particulate organic carbon (POC) pool in the SCS and WTNP. The sinking flux of TEPs constituted a mean of 61% of the total POC flux in the SCS and 46% in the WTNP, highlighting their important role in carbon export in these areas. Generally, this study should provide good insight into the role TEPs play in the carbon cycle in oligotrophic tropical oceans.

How to cite: Guo, S. and Sun, X.: Concentrations of transparent exopolymer particles (TEPs) and their role in the carbon export in the South China Sea and western tropical North Pacific, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2614, https://doi.org/10.5194/egusphere-egu23-2614, 2023.

We investigated an unexpected microplastic (MP) leakage event that occurred along the coastline of Yantai in January 2021. Sediment samples were collected from three zones on 9 beaches. MPs were identified with an average abundance of 247.6±125.6 items/m2 on 7 beaches. The total amount of MPs from the leak accident was estimated to be 1.50×107 items (514.67 kg). The MPs were identified as polyethylene (PE), polypropylene (PP), and PP/PE blends using μ-FT-IR analysis. By utilizing a numerical model, the transmission process and potential source of MPs were demonstrated. The modeling results showed that the MPs might originate from the central and western part of the Bohai Sea and be driven to the beaches of Yantai by northwest wind and wind-induced surface current. However, due to the absence of direct evidence, the simulation results might only indicate the range of the leaking source, which was the movement trajectory of MPs.

How to cite: Zhang, C.: Model studies on transport of microplastics from a leak accident, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4766, https://doi.org/10.5194/egusphere-egu23-4766, 2023.

EGU23-4998 | Orals | OS3.3 | Highlight

Scenario simulations of marine ecosystem health on China’s coast 

Ziyuan Hu, Xiaoxia Sun, and Song Sun

Global climate change and extensive human activity put compounding pressure on coastal marine ecosystems, resulting in habitat degradation, a reduction in ecosystem services, and an increase in marine ecosystem disasters. Therefore, simulating the response of ecosystem health conditions to climate change and different human activity scenarios can provide direct and effective information to improve ecologically sound management strategies for the sustainable use and development of coastal areas. In the present work, we set up a scenario simulation model using machine learning methods. Individual and integrated scenarios of Climate change and human activity impact were designed to predict the possible responses of marine ecosystem health conditions.

 

How to cite: Hu, Z., Sun, X., and Sun, S.: Scenario simulations of marine ecosystem health on China’s coast, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4998, https://doi.org/10.5194/egusphere-egu23-4998, 2023.

EGU23-5018 | ECS | Posters on site | OS3.3

Overview of the microlitter pollution in the coastal area of the north-eastern Tyrrhenian Sea (Italy): knowledge, innovative monitoring solutions and future perspectives 

Daniele Piazzolla, Sergio Scanu, Simone Bonamano, Giancarlo Della Ventura, Federico Lucci, Viviana Piermattei, and Marco Marcelli

Anthropogenic litter (AL) is globally recognized as a major challenge due to its multiple environmental, economic, social, political, and cultural implications. It is composed of various materials the most abundant being the plastic. AL is a threat especially in areas with high population densities; with this respect, coastal areas are considered main hotspots of AL pollution. The most abundant and potentially harmful fraction of AL is the microlitter (items < 5 mm) component.

In the last three years, several studies concerning microlitter pollution have been conducted in the coastal area of northern Latium (Northern Tyrrhenian Sea, Italy). These studies have provided important information on the quality and quantity of microlitter in different environmental matrices.

Microlitter components were classified according to the different shapes (fragments, films, filaments, and microspheres), sizes, colors, and types by visual sorting, optical and scanning electron (SEM) microscopy, while their typology was mainly addressed via spectroscopic (Raman and FTIR) and XRF (X-ray fluorescence) microanalysis.

Overall, microplastics (MPs) were found to be abundant in all analyzed samples. MPs abundances were comparable with data from the literature related to the same environmental matrices in the Mediterranean Sea and elsewhere. Coastal sediments showed the presence of particles produced by transport and industrial activities (aluminium silicate microspheres) which contributed 32% of the total microlitter content. Furthermore, coastal waters showed a higher concentration of microlitter items in the water column compared to surface waters.

To better investigate the microlitter distribution and fate in the coastal zone, the use of numerical models capable of simulating marine hydrodynamic conditions and predicting the pathways of AL is of particular importance to properly evaluate the litter items trajectories and the presence of potential contamination hotspots. In this context the reliability of predictive models could be enhanced in the next future thanks to the use of new low cost-effective devices and autonomous survey technologies for the acquisition of real-time data with a greater spatial and temporal coverage. To better understand qualitative and quantitative variations of microlitter in coastal areas as well as their distribution, transport, and fate, environmental factors such as rainfall and flood events, which strongly influence the contributions from the continent to the sea and consequently the pollutants load, must be considered. Repeated long-term investigations and seasonal surveys of microlitter pollution could give important information to confirm the obtained results

How to cite: Piazzolla, D., Scanu, S., Bonamano, S., Della Ventura, G., Lucci, F., Piermattei, V., and Marcelli, M.: Overview of the microlitter pollution in the coastal area of the north-eastern Tyrrhenian Sea (Italy): knowledge, innovative monitoring solutions and future perspectives, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5018, https://doi.org/10.5194/egusphere-egu23-5018, 2023.

EGU23-5101 | Orals | OS3.3

Characteristics of microplastics in different media in Jiaozhou Bay, China 

Shan Zheng, Xiaoxia Sun, and Kangning Zhang

In the current global environmental problems, marine plastic pollution, ozone depletion and ocean acidification are included. With the development of research on microplastics, we have obtained important understandings on the temporal variation of the spatial distribution characteristics and the spatial variation of the temporal distribution characteristics of microplastics in China’s coastal waters. However, due to the complexity of microplastics features, the study of microplastic sources is in a relatively preliminary stage. Based on topographic features and chemical composition, an integrated index for microplastics complexity (MCI) was developed, and was applied in reflecting microplastics complexity in different media in Jiaozhou Bay. We compared the differences in microplastic complexity in wastewater treatment plants (WWTPs) and seawater, sediments and biota by in Jiaozhou Bay. MCI range from 0.35 to 57, with the average of 0.49 in wastewater in WWTPs. The MCI in zooplankton, which was 0.3 in average. The MCI in zooplankton is rather lower than that in the seawater, as zooplankton are so small as not to ingest large size particles of microplastics. The MCI of benthic shellfish was 0.46, which was higher than that in zooplankton, indicating that the complexity of microplastics in benthic shellfish were higher. The results of the study suggest that the value of MCI can be used for quantitative analysis of microplastic source apportionment. The MCI in wastewater in WWTPs, seawater, sediments, shellfish, and zooplankton showed the complexity of microplastic contamination in each phase and the connection between different media. Quantitative source apportionment is continuing to further promote the accomplishment of goal 14.1 in SDGs and decision support.

How to cite: Zheng, S., Sun, X., and Zhang, K.: Characteristics of microplastics in different media in Jiaozhou Bay, China, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5101, https://doi.org/10.5194/egusphere-egu23-5101, 2023.

EGU23-5119 | ECS | Orals | OS3.3

Modeling the biogeochemical dynamics of a shallow lagoon impacted by intensive shellfish farming (Sacca di Goro, Po river delta, Northern Adriatic Sea). 

Roberto Arcamone, Marco Zavatarelli, Luis Biolchi, Silvia Unguendoli, and Andrea Valentini

Within the European Interreg Italy-Croatia project “CoAStal and marine waters integrated monitoring systems for ecosystems proteCtion AnD managemEnt (CASCADE)” ( https://www.italy-croatia.eu/web/cascade), an off-line coupled physical-biogeochemical box-model was implemented in the shallow Goro lagoon (northern Adriatic Sea, Po river delta region) in order to study its biogeochemical dynamics. The lagoon is subject to intensive shellfish (Ruditapes Philippinarum) farming: more than one third of the lagoon surface is exploited for clam farming, with an annual production that reached a maximum of approximately 15,000 t y-1 in the early 1990s.
The biogeochemical component of the modelling system is the Biogeochemical Flux Model (BFM), accounting for the biogeochemical cycling processes occurring in water and sediments, including (with a functional groups approach) the planktonic and the zoobenthic biota, and fully resolving the benthic pelagic coupling. BFM is implemented in several areas of the lagoon having homogeneous characteristics and different shellfish farming conditions. The areas resolved by the BFM are connected among each other by the mass exchanges (dissolved and particulate) depending by the water circulation in the lagoon that is modeled by the Shallow Water Hydrodynamic Finite Element Model (SHYFEM).
The results of the simulation show that the model is able to capture the essential dynamics of the lagoon, with values almost in the same order of magnitude with the measurements from experimental campaigns runned during the project. Particular attention (trough sensitivity experiments) is given to the impact of the the shellfish farming on the lagoon biogeochemical dynamics. The ultimate goal of this work is to provide stakeholders with useful information regarding the evolving biogeochemical conditions that favor the sustainability  of the  shellfish farming.

How to cite: Arcamone, R., Zavatarelli, M., Biolchi, L., Unguendoli, S., and Valentini, A.: Modeling the biogeochemical dynamics of a shallow lagoon impacted by intensive shellfish farming (Sacca di Goro, Po river delta, Northern Adriatic Sea)., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5119, https://doi.org/10.5194/egusphere-egu23-5119, 2023.

EGU23-5467 | ECS | Orals | OS3.3

The decay of Zostera marina, representative for beach wrack, at the micro-tidal southwestern Baltic Sea coast on the island of Poel in Germany 

Philipp-Konrad Schätzle, Hendrik Schubert, Katharina Kesy, Mia Bengtsson, Katarzyna Koziorowska-Makuch, and Karol Kuliński

Beach wrack is defined as any material washed ashore by wind and wave actions plays a vital part in coastal ecosystems: it fosters dune formation and prevents beach erosion at land, provides food and shelter to beach fauna, both in and off the water. Nevertheless, it is often seen as nuisance and therefore removed at recreational beaches. So far, no complex data has been retrieved regarding the decay of beach wrack when left at the beach and in the shallow water.
To gain insight into the decomposition processes of beach wrack local seagrass of the species Zostera marina was chosen as prime example species and vital part of beach wrack at the southwestern German Baltic Sea coast at the island of Poel. In different seasonal experiments, seagrass was filled into white and black litterbags. In another experiment, seagrass in white litterbags was left in the shallow water until total disintegration of biomass. Sampling was conducted in regular intervals. The seasonal experiments were moved from water to land and land to water every week to mimic the movement between these interfaces in tidal seas for a period of six weeks. Constant exposure to the shallow water lasted for between 140 and 210 days. With every sampling, the biofilm was scratched off the decaying leaves of seagrass. The development of its microbial community as well as biomass loss were investigated. C/N-ratio was measured with the respective changes over time. The influence of abiotic parameters like light, salinity and temperature for the microbial community during the decay were then evaluated. 
In respect to decomposition processes at micro-tidal coasts, these studies provide an important insight into seagrass decay, at land and in the shallow water. Beach management processes at recreational beaches, and the possibilities of nutrient back-flow, need to be implemented into nature-compatible approaches. A corresponding system based on this research results can be promoted for leading to a balanced coexistence between man and nature.  

How to cite: Schätzle, P.-K., Schubert, H., Kesy, K., Bengtsson, M., Koziorowska-Makuch, K., and Kuliński, K.: The decay of Zostera marina, representative for beach wrack, at the micro-tidal southwestern Baltic Sea coast on the island of Poel in Germany, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5467, https://doi.org/10.5194/egusphere-egu23-5467, 2023.

EGU23-5514 | ECS | Orals | OS3.3

Application of a highly reconfigurable surface robotic platform for freshwater plume characterization and sampling near tidewater glacier front in Arctic critical environment. 

Roberta Ferretti, Simona Aracri, Marco Bibuli, Gabriele Bruzzone, Giorgio Bruzzone, Massimo Caccia, Corrado Motta, and Angelo Odetti

Marine environmental observation is a broad topic that becomes crucial when considering critical environments, like the Arctic region which is particularly vulnerable to contamination due to the amplified effects of climate change in this area. The melting of tidewater glaciers, which has intensified in the last years, can generate a delivery of freshwater and suspended sediment into the fjord water. These phenomena can release contaminants that have accumulated in the ice over the past century, affecting fjords’ ecosystems. Despite the importance of these processes, there is no regular monitoring in place to precisely locate and sample freshwater outflows from glaciers and to track the environmental changes they trigger. The lack of data is, very often, a penalizing factor on the one hand to understand the processes and the phenomena that are occurring and on the other to implement possible mitigation actions for the conservation of the ecosystems. The use of autonomous robotic systems as fundamental data-gathering tools allows new perspectives and a greater understanding of glacier-melting related processes thanks to the possibility of collecting data not otherwise obtainable, with unique spatio-temporal resolutions.

This contribution describes the technological enhancements to enable the use of a highly reconfigurable surface robotic platform (SWAMP ASV) as part of a data acquisition campaign that took place in July/August 2022 in cooperation with Institute of Oceanology, Polish Academy of Sciences (IO PAN), in semi-enclosed glacial bays that characterize the Hornsund fjord. Sampling were performed at three glacier fronts (Storbreen, Hornbreen and Hansbreen) with the purpose of identifying the position of the freshwater outflows, sending the robotic platform to the place where the plumes were present (otherwise not possible given the proximity to the glacier front and the significant calving activity in progress), collecting water samples for the subsequent analyses and evaluating the presence of heavy metals of anthropogenic origin, and simultaneously recording the chemical-physical and bathymetric parameters for a 3D characterization of the water masses and the environment. Preliminary results obtained from the acquired data will be discussed, together with the data management procedure implemented in a perspective of contributing to the global observation effort, also promoted by the United Nations.

Acknowledgments: the authors thank Prof. Agata Zaborska (IO PAN) and the Reload project for organizing the acquisition campaign and for the logistical support in Svalbard. The authors wish to thank Mauro Giacopelli and Edoardo Spirandelli (CNR-INM) for their fundamental contribution to SWAMP design and development.

How to cite: Ferretti, R., Aracri, S., Bibuli, M., Bruzzone, G., Bruzzone, G., Caccia, M., Motta, C., and Odetti, A.: Application of a highly reconfigurable surface robotic platform for freshwater plume characterization and sampling near tidewater glacier front in Arctic critical environment., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5514, https://doi.org/10.5194/egusphere-egu23-5514, 2023.

EGU23-6950 | ECS | Posters on site | OS3.3

Diffuse and concentrated nitrogen sewage pollution in island environments with differing treatment systems 

Freya Alldred, Darren Gröcke, Chung Leung, Lucy Wright, and Nikki Banfield

Macroalgae is an under-utilised tool as a bioindicator of anthropogenic nitrogen loading to the coastal environment in the UK. This study compared two island systems — Jersey (Channel Islands) and St Mary’s (Isles of Scilly) to assess how differing sewerage infrastructure affects nitrogen loading. A total of 831 macroalgae samples of Fucus vesiculosus and Ulva sp. were analysed for nitrogen isotopes (δ15N). Elevated δ15N values were recorded for Jersey (>9.0 ‰) in St Aubin’s Bay – caused by the outflow from the Bellozanne Sewerage Treatment Works (STW). δ15N isoplots indicate low diffusion of nitrogen from St Aubin’s Bay. St Mary’s produced a varied δ15N isoplot in comparison. δ15N was typically lower and attributed to a smaller population and inefficient STW. Outflow of sewage/effluent at Morning Point, Hugh Town Harbour and Old Town produced elevated δ15N values in comparison to the island average. St Mary’s inefficient sewerage treatment and reliance on septic tanks/soakaways complicates δ15N interpretation although it suggests nitrogen pollution is an issue island wide. Future sewerage development and upgrades on islands are required to prevent the sewage environmental issue in St Aubin’s Bay. This study advocates the use of macroalgae as a bioindicator of nitrogen effluent in the marine environment.

How to cite: Alldred, F., Gröcke, D., Leung, C., Wright, L., and Banfield, N.: Diffuse and concentrated nitrogen sewage pollution in island environments with differing treatment systems, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6950, https://doi.org/10.5194/egusphere-egu23-6950, 2023.

EGU23-7655 | Orals | OS3.3 | Highlight

High resolution numerical modeling supporting the evaluation of the WaveSAX-2 power generation in the coastal area around the Civitavecchia port 

Simone Bonamano, Maximo Aurelio Peviani, Calogero Giuseppe Burgio, Giorgio Fersini, and Marco Marcelli

The progress and future commercial success of each wave energy device is linked to the fact that the technology, the local wave motion characteristic and environmental condition are suitable to exploit the available wave energy resources in a specific coastal area. In the last years, several wave energy converters have reached an advanced development stage, such as the WaveSAX-2, an oscillating water column device suitable for been installed in existing coastal structures. Considering that the device can be installed directly on the breakwater wall or even inside the caissons, the impact on the marine environment can be considerably reduced. The device at scale 1:5 has been already tested in the Civitavecchia port (north eastern Tyrrhenian sea, Italy) in 2018 and 2020 leading to the evaluation of the power matrix (i.e. the expected power production for each local wave condition).

Thanks to the information obtained by the sea tests of the device, the wave energy potential exploited by WaveSAX-2 was evaluated, both in the offshore zone and in proximity of the Civitavecchia harbor structures, using the Mediterranean wave reanalysis product distributed as part of Copernicus Marine Service catalogue.

In the area around the Civitavecchia port, the main characteristics (height, period, direction) of the wave motion and the potential energy production of the device have been computed using the SWAN model that allows to obtain a high spatial resolution in the coastal zone. The model was successfully validated with wave data collected in 2017 and 2018 using an ADP instrumentation mounted within the Barnacle structure at 20 m depth in the northern area of Civitavecchia port.

The model results show that the highest energy levels are located in the northern and central part of Civitavecchia port where the breakwater structure has highly reflective features. These values resulted even greater than the energy found offshore. The southern part of the breakwater, which is protected by tetrapods with low reflective capacities, is instead characterized by lower values of wave energy. The study also highlights the improvement in the generation of the WaveSAX-2 due to the capacity of the new turbine to have a better efficiency in the exploitation of the lowest waves which are the most frequent ones in the study area.

The work demonstrates that high spatial resolution numerical modeling is a fundamental tool to analyze and accurately predict the wave energy potential exploitable by wave energy converters (WEC) in coastal areas affected by the presence of port structures. It also represents  a powerful tool for the optimization of the device array design, leading to maximize the energy production and minimize the environmental impact in the area.

How to cite: Bonamano, S., Peviani, M. A., Burgio, C. G., Fersini, G., and Marcelli, M.: High resolution numerical modeling supporting the evaluation of the WaveSAX-2 power generation in the coastal area around the Civitavecchia port, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7655, https://doi.org/10.5194/egusphere-egu23-7655, 2023.

The present study aimed to evaluate the implementation of the biomarkers: Lipid Peroxidation (LPO) and Lactate Dehydrogenase (LDH) assays as an early warning tool for monitoring seagrass health status in relation to global and local environmental change in the Gulf of Aqaba, Jordan. To reach our objectives, we have developed a novel Seagrass Rack Semi-Automated Stress System (SR-SASS) to achieve comparable, short-term heat stress assays. The system consisted of twelve 15-L flow-through tanks that allowed the running of six independent temperature experiments simultaneously. The selected thermal stress assays: LPO and LDH, were adopted to collect an entire observation regarding the biological response of seagrass to thermal stress. The seagrass samples (Halophila stipulacea) were collected from quadrats measuring 0.25 m2 placed 50 m apart along three transects at the Marine Science Station (MSS, a protected area with no anthropogenic impact) from a depth of approximately 15 m. The samples were immediately transferred to the aquaculture unit at the MSS and incubated in a monitored aquarium filled with artificial seawater with a salinity of 40.0 ± 0.5 psu and pH value of 8.0 ± 0.1. Furthermore, seagrass samples were randomly distributed over the SR-SASS, including two replicate tanks per temperature treatment. Consequently, all samples were kept at 25 °C overnight; and, the control tanks remained at 25 °C, and the treatment tanks were subjected to heat stress as (T1) Mild: (temp. 27 °C), (T2) Moderate (temp. 33 °C), and (T3) Extreme (temp. 35 °C) for one hour. Temperature profiles were successfully controlled across experiments. Our results showed that the control group exhibited normal LPO levels (0.124 μM/g). There was a significant increase in the LPO level in seagrass leaf homogenate from the treated groups by 4-fold in the case of T2 and 6-fold in the case of T3 compared with those of the control group (P<0.05). However, no significant increase was observed in T1 (P>0.05). Similar findings were noted regarding the LDH activity levels. A further increase was shown as 73.12 and 83.34 U/mL in the case of T2 and T3, respectively, compared to control (19.84 U/ml) as reflected in the elevation of malondialdehyde values which appear temperature-dependent. Moreover, our results demonstrate that the seagrass (H. stipulacea) shows above-average physiological thermal tolerance in different experimental exposures. H. stipulacea exhibits resilience to 7 °C above the maximum summer means temperatures. Our findings provide novel information on the effects of elevated temperature on the resilience of seagrass exposed to short-term heat stress challenges. 

Keywords: Halophila stipulacea; Global warming; Gulf of Aqaba

How to cite: Wahsha, M. and Al-Najjar, T.: Preliminary observations on the Halophila stipulacea resilience to thermal stress at the northern tip of the Red Sea, Jordan, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9825, https://doi.org/10.5194/egusphere-egu23-9825, 2023.

EGU23-10809 | Posters on site | OS3.3

Variation factor of polycyclic aromatic hydrocarbons in surface seawater of the Sea of Japan during 2017–2022 

Tetsuya Matsunaka, Saki Tanaka, Rodrigo Mundo, Mone Ozawa, Mutsuo Inoue, Tetsutaro Takikawa, Masaya Morita, Kimikazu Sasa, Ning Tang, and Seiya Nagao

Polycyclic aromatic hydrocarbons (PAHs), originating mainly from the incomplete combustion of fossil fuels and biomass and the leakage of petroleum products, are hazardous pollutants with adverse carcinogenic and mutagenic potential for marine organisms. The Yangtze River estuarine–inner-shelf area in the East China Sea is one of the largest reservoirs of PAHs and connected with the semi-enclosed Sea of Japan through the shallow, narrow Tsushima Strait. The main sources of PAHs in the Sea of Japan are the East Asian landmass and East China Sea, with the major PAH transport pathways being atmospheric transport of the westerly and northwesterly winter monsoon and marine transport in the Tsushima Warm Current. Investigation of the environmental behavior of PAHs in the Sea of Japan is critical in assessing the ecological risks of PAHs, as the sea is among the most fertile fishing grounds, however, the contributions of surface PAHs transported via atmosphere and ocean current are unclear. This study aimed to elucidate variation factor of dissolved PAHs in the surface Sea of Japan during 2017–2022, and analyzed 1) surface PAH distribution, 2) PAH source, 3) air-sea PAH exchange flux, and 4) ocean current driven PAHs flux through the Tsushima Strait. Surface seawater samples of 10–15 L were collected at 148 sites in the Sea of Japan, and its adjacent seas including the Tsushima Strait and Kuroshio Current area (Sesoko, Okinawa Island) from 2017 to 2022. Particulate and dissolved phases were separated by filtration through 0.5 µm glass fiber filter (GFF), and the latter was concentrated in C18 disks. Particulate and dissolved PAHs were respectively extracted from the GFF and C18 disks with dichloromethane and measured by HPLC system with fluorescence detector. Total concentrations of the 14 dissolved PAHs (Σ14PAHdiss) in the central Sea of Japan were in range 0.26–5.87 ng L−1, with the mean of 3.26±0.36 ng L−1 in 2017, 3.70±1.44 ng L−1 in 2019, 0.51±0.10 ng L−1 in 2020, 1.29±0.53 ng L−1 in 2021, and 0.69±0.35 ng L−1 in 2022. In 2020, although atmospheric PAH deposition flux were increased to 4.0 ton month−1 from 2019 (3.4 ton month −1) at the Sea of Japan, mean Σ14PAHdiss in the surface seawater were parallelly decreased to 0.51 ng L−1 at the central Sea of Japan, 0.86 ng L−1 at the Tsushima Strait, and 0.46 ng L−1 at the Kuroshio Current area. The contribution of PAH-rich and low salinity continental shelf water from the East China Sea in the Tsushima Strait was decreased to 36% in 2020 from 58% in 2019 on the basis of salinity mass-balance and ocean current simulation. Moreover, PAHs inflow flux through the Tsushima Strait were in range 2.2–8.8 ton month−1, and decreased to 2.2 ton month−1 in 2020. Thus, the decrease in surface Σ14PAHdiss levels at the central Sea of Japan in 2020 was mainly caused by the decrease in PAHs flux via the Tsushima Warm Current, which flow into the Sea of Japan from the East China Sea.

How to cite: Matsunaka, T., Tanaka, S., Mundo, R., Ozawa, M., Inoue, M., Takikawa, T., Morita, M., Sasa, K., Tang, N., and Nagao, S.: Variation factor of polycyclic aromatic hydrocarbons in surface seawater of the Sea of Japan during 2017–2022, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10809, https://doi.org/10.5194/egusphere-egu23-10809, 2023.

EGU23-11712 | ECS | Orals | OS3.3

Bottom trawling impacts on benthic-pelagic coupling in the North Sea 

Pooja Tiwari, Lucas Porz, Ute Daewel, and Corinna Schrum

Bottom trawling has a direct impact on biogeochemical cycling and benthic-pelagic coupling. Despite extensive trawling activities in many shelf seas, the effects on benthic-pelagic exchanges is often not considered in marine ecosystem simulations. In this study, in order to gauge the effects of bottom trawling on North Sea ecosystem productivity, two model simulations were carried out for the period 2000-2005 using the 3D, fully coupled ecosystem model SCHISM-ECOSMO, which allows for coupled simulation of the benthic and pelagic ecosystem. The first simulation includes only natural resuspension while the second experiment also considers a parametrization for bottom trawling induced resuspension. Daily forcing for bottom trawling resuspension rates was generated based on available data of fishing activity including the position, size and engine power of individual vessels, in combination with estimated resuspension rates of various fishing gears in different types of sediment. The results of these simulations were then analyzed with regard to the importance of bottom trawling for the pelagic primary production of the North Sea ecosystem. In addition, we analyzed trawling-induced changes in bottom water oxygen and sedimentary carbon, phosphorus and nitrogen pools.

How to cite: Tiwari, P., Porz, L., Daewel, U., and Schrum, C.: Bottom trawling impacts on benthic-pelagic coupling in the North Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11712, https://doi.org/10.5194/egusphere-egu23-11712, 2023.

Coastal habitats offer a wide range of services that support human welfare and vital ecosystem functions utilized by various marine biodiversity during their life cycle. However, these habitats are becoming more vulnerable to anthropogenic nutrient pollution due to the growing human population and intense socio-economic activities in coastal areas. This study identified, mapped, and conducted a comprehensive ecological quality assessment in sea turtle foraging sites using physicochemical indices and phytoplankton assemblages between September 2021 and July 2022.

The study established a total of 154 turtle foraging sites spread over 264 km of the Kenyan coast with 70% of the sites located in marine unprotected areas. The benthic composition sites frequented by turtles were dominated by seagrass and corals while seaweeds dominated areas where turtles are no longer sighted. The study established an average concentration of dissolved inorganic nutrients - NOX (Nitrate + Nitrite), ammonium (NH4-N), phosphate, and silica of 9.98. 12.77, 0.67, and 6.40 µmol/L, respectively. The sites were well-oxygenated. The study also revealed the presence of 154 phytoplankton species belonging to 119 taxa with the species composition dominated by diatoms (59 %,), dinoflagellates (23%), and cyanobacteria (9%), respectively. The total relative abundance was dominated by three non-harmful diatom species and eight harmful species including six diatoms one dinoflagellate and one cyanobacterium. About half of the sites were in a ‘Moderate’ ecological state, estuarine and creeks were ‘Poor’ and ‘Bad’ while nearshore and oceanic environments were ‘Good’ based on both nutrients and phytoplankton (Chl a). Most ‘Poor’ and ‘Bad’ conditions occurred during the rainy season. The region provides important fisheries and tourism and foraging grounds to five of the seven endangered sea turtles species. These findings will help to conserve the remaining sea turtle population, and livelihoods of coastal communities and justify effective management of land-based activities to minimize eutrophication.

How to cite: Oduor, N. A. and Nils, M.: Coastal ecosystems’ health assessment in Kenya: Use of anthropogenic nutrients and phytoplankton diversity metrics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11947, https://doi.org/10.5194/egusphere-egu23-11947, 2023.

EGU23-11955 | Posters on site | OS3.3

Variabilities of inorganic nitrogen in airborne particulate matter in Busan, South Korea 

Seon-Eun Lee and Geun-Ha Park

The atmospheric deposition of anthropogenic nitrogen is an increasingly important new source of nitrogen (N) in the ocean. This study examines the variabilities of the atmospheric inorganic reactive nitrogen species in airborne particulate matter, based on the two-year sample collection of total suspended particles (TSP) in Busan, South Korea adjacent to the Korea Strait (KS) from March 2019 to February 2021. Concentrations of nitrate (NO3-), ammonium (NH4+), and non-sea-salt sulfate (nss-SO42-) ions contained in the TSP significantly declined by ~9, ~25, and ~24 %, respectively, between the two years. The seasonally clustered backward trajectories have shown significant decreases in those ionic concentrations from the Asian outflow, primarily owing to the reduced human activities after the COVID-19 pandemic outbreak. The atmospheric deposition of the inorganic N species (i.e. NO3- and NH4+) may contribute ~0.78 % and ~2.6 % to the annual mean oceanic net primary production (NPP) and the new production, respectively, in a 2° latitude × 2° longitude domain in the KS. Given the expected wet and organic N deposition, the atmospheric total N deposition could account for ~2.1 % and ~7 % of the annual mean NPP and the new production in the KS, respectively.

How to cite: Lee, S.-E. and Park, G.-H.: Variabilities of inorganic nitrogen in airborne particulate matter in Busan, South Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11955, https://doi.org/10.5194/egusphere-egu23-11955, 2023.

EGU23-12312 | Orals | OS3.3 | Highlight

Centennial scale reconstruction of metal pollution in Europe's largest saltwater lagoon. 

Irene Alorda-Montiel, Valentí Rodellas, Ariane Arias-Ortiz, Júlia Rodríguez-Puig, Aaron Alorda-Kleinglass, Carlos R. Green-Ruiz, Marc Diego-Feliu, Pere Masqué, Javier Gilabert, and Jordi Garcia-Orellana

The Mar Menor coastal lagoon (Spain) is a critical ecological and socioeconomic ecosystem and the first in Europe to be granted rights of personhood. However, pollution from past and present activities such as mining, agriculture, urbanization, and tourism threatens its health and ecological stability. Previous research has shown the importance of metal contamination in the lagoon and its link to nearby mining activities, but little consideration has been given to historical changes in this industry and in other potential metal sources. In this work, metal concentrations have been analyzed in 12 sediment cores dated with 210Pb, allowing the reconstruction of the recent (last ~150 years) metal contamination in the lagoon. The main metal sources have been identified by using multivariate statistical methods. Metal contamination from mining activities (point-source pollution) peaked in the mid-20th century, whereas nonpoint-source metal contamination reached its highest level in more recent decades. Despite the current decrease in metal deposition trends, concentrations in surface sediments still exceed sediment quality and ecotoxicological thresholds in areas close to former mining sites. Therefore, they need to be considered in future management strategies, which should also include the evaluation of sources and processes that are still supplying them to the lagoon.

 

How to cite: Alorda-Montiel, I., Rodellas, V., Arias-Ortiz, A., Rodríguez-Puig, J., Alorda-Kleinglass, A., Green-Ruiz, C. R., Diego-Feliu, M., Masqué, P., Gilabert, J., and Garcia-Orellana, J.: Centennial scale reconstruction of metal pollution in Europe's largest saltwater lagoon., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12312, https://doi.org/10.5194/egusphere-egu23-12312, 2023.

EGU23-12479 | Posters on site | OS3.3

Microbiological quality of marine bathing waters under extreme environmental and social conditions 

Diana Mance, Darija Vukić Lušić, and Davor Mance

The quality of the sea is one of the most important factors according to which tourists decide whether to visit a particular coastal destination. The model for predicting the occurrence of microbiological contaminants must include data on both environmental factors and the economic activity of the coastal area. In recent years, we have observed the occurrence of extreme events both in nature and in society. In this work, we analyze the impact of extreme events (heavy rainfall, drought, extremely limited economic activity due to the pandemic COVID -19) on the occurrence of bacteriological contaminants on the selected beaches of the Liburnian area (Adriatic Sea, Croatia).

This work was supported by the University of Rijeka under the project number: uniri-pr-prirod-19-24.

How to cite: Mance, D., Vukić Lušić, D., and Mance, D.: Microbiological quality of marine bathing waters under extreme environmental and social conditions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12479, https://doi.org/10.5194/egusphere-egu23-12479, 2023.

EGU23-12487 | Orals | OS3.3

Application of autonomous surveys technologies for the evaluation of habitat restoration interventions sites on coastal areas 

Sergio Scanu, Simone Bonamano, Alice Madonia, Viviana Piermattei, Arianna Resnati, Elena Scagnoli, Fabrizio Varini, and Daniele Piazzolla

Among the objectives of marine ecology recently emerges the one concerning the maintenance and recovery of the ecological functions of ecosystems. This is particularly evident in the coastal marine environment, which is rich in habitats and species that provide many essential ecosystem services, like seagrasses. Seagrasses are important and productive coastal systems that provide nursery areas, carbon sequestration, protection from erosion, bioremediation, and oxygen production.

Seagrasses are subject to both indirect and direct impacts. Among the indirect impacts, the one linked to the perturbations of the sedimentary dynamics of the coastal marine environment, caused by various factors, such as changes in land use, regulation of water basins, and climate change, is particularly significant. Among the direct impacts, the one caused by anchorages or in general by all activities involving the destruction of substrates is significant (e.g., illegal fishing, development of coastal infrastructure, construction, or expansion of existing ports).

In this perspective, the use of innovative methodologies and technologies able to facilitate the monitoring activities of the coastal marine environment is particularly helpful. New cost-effective devices and autonomous survey technologies contribute to the optimization of the cost-benefit ratio in field survey activities, to the limitation of the impacts of the survey activities themselves on the habitats, and to favor the acquisition of more real-time data.

How to cite: Scanu, S., Bonamano, S., Madonia, A., Piermattei, V., Resnati, A., Scagnoli, E., Varini, F., and Piazzolla, D.: Application of autonomous surveys technologies for the evaluation of habitat restoration interventions sites on coastal areas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12487, https://doi.org/10.5194/egusphere-egu23-12487, 2023.

The movement of water as a scarce resource through the soil is a physical, causal-mechanical process characterized by the ability to continuously transfer a marker in space and time. A process is capable of transferring a marker if the marker, once introduced at a particular location, persists at other locations without further interaction. In this sense, stable isotopes are markers that are transferred from one location to another over time. The analysis of multiple indicators across space and time is known in statistics as longitudinal data analysis or panel data analysis. We show how some of these relatively new inductive statistical inference methods, in conjunction with known deductive nomological models, can be useful in building a predictive model for the quality of marine bathing waters in the Kvarner Bay (Adriatic Sea, Croatia).

This work was supported by the University of Rijeka under the project numbers: uniri-pr-prirod-19-24, UNIRI CLASS – A1-21-8 34.

How to cite: Mance, D. and Mance, D.: Statistical inference methods and stable isotopes as a tool for predicting the quality of marine bathing waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12931, https://doi.org/10.5194/egusphere-egu23-12931, 2023.

EGU23-13199 | ECS | Posters on site | OS3.3

Modelling of the coastline changes after the realization of the new port of Fiumicino (Latium, Italy) using climate change scenarios. 

Nicola Madonia, Daniele Piazzolla, Sergio Scanu, Maximo Aurelio Peviani, Giorgio Fersini, and Simone Bonamano

The coastal zone with its environmental, climatic and ecological features, provides favourable conditions for urbanization: for a long time, anthropic impact have affected the coastal areas by building ports and impounding river’s flow modification. Considering the potential alterations that urban planning could produce on the natural coastal settings at different spatial and temporal scales, the use of numerical models to foresee the environmental impacts is increasingly necessary.

The present study aims to predict the shoreline evolution in a stretch of coast at the North-eastern Tyrrhenian Sea (Italy), after the realization of the new port of Fiumicino located in the zone influenced by Tiber River flow. To analyse the shoreline-change and beach evolution we used LITPACK (Littoral Transport and Coastline Kinetics), a one-dimensional model which allows to reproduce the dynamic processes of coastal areas. The model was fed with bathymetric, granulometric and Tiber River discharge data, as well as the Mediterranean wave data reanalysis of COPERNICUS catalogue (MEDSEA_MULTIYEAR_PHY_006_004).

LITPACK was calibrated and validated with shoreline changes estimated in two different timeframe (1990-2005 and 2005-2022) using aerial photos and satellite imageries collected in the entire study area. The numerical model proved to be reliable in simulating the coastline evolution in both timeframes with a mean squared error of 12.30 m (1990-2005) and 9.6 m (2005-2022).

To analyse the coastline evolution after the realization of the new port of Fiumicino, a 30-year simulation has been carried out using a medium severity scenario as according to IPCC (RCP 4.5). The model results indicate that the shoreline evolution rate has undergone a severe erosion, up to 23 m, to the North of the harbour, and a significant accretion to the South up to 18 m.

In this study, the application of the LITPACK model has shown excellent performance in the evaluation of the coastal dynamics processes at high spatial resolution scale, allowing an in-depth analysis of future scenarios of coastal morphology alterations due to the construction of port structures.

How to cite: Madonia, N., Piazzolla, D., Scanu, S., Peviani, M. A., Fersini, G., and Bonamano, S.: Modelling of the coastline changes after the realization of the new port of Fiumicino (Latium, Italy) using climate change scenarios., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13199, https://doi.org/10.5194/egusphere-egu23-13199, 2023.

EGU23-13554 | Posters on site | OS3.3 | Highlight

RENOVATE Project: ecosystem approach for compensation and mitigation actions in the coastal marine environment 

Marco Marcelli, Viviana Piermattei, Simone Bonamano, Salvatore Causio, Giulia Ceccherelli, Giovanni Coppini, Giuseppe Andrea De Lucia, Paola Del Negro, Annalisa Falace, Ivan Federico, Alice Madonia, Lorenzo Mentaschi, Daniele Piazzolla, Nadia Pinardi, Gianluca Sarà, Alessandra Savini, Sergio Scanu, and Giorgio Fersini

Coastal areas are affected by conflicts between the opportunities and benefits of natural resource exploitation and the preservation of natural ecosystems, as well as by additional stresses and impacts created by ongoing climate change. Coastal infrastructures are one of the major pressures in these areas potentially producing direct and indirect impacts on marine ecosystems. Our pilot project-site is in the area surrounding of the Civitavecchia harbour (Latium, Central Tyrrhenian Sea), whose expansion could affect the existing Posidonia oceanica seagrass meadows, rocky and algal reefs habitats and the conspicuous presence of the giant bivalve Pinna nobilis specimens. In this work we present the RENOVATE project, which aims developing an ecosystem approach to manage and implement compensation and mitigation measures in the coastal marine environment. The project approach is based on the restoration of ecosystem services provided by those natural habitats and sensitive species living near the harbour, as listed before. In order to develop this approach, it is necessary to implement an integrated observing system and operational modelling at regional scale, to contribute to: the development of an early warning system for extreme events, dredging and avoidance of potential impacts; the implementation of ecological compensation measures to restore ecosystem services; the siting and implementation of Nature Based Solutions.

How to cite: Marcelli, M., Piermattei, V., Bonamano, S., Causio, S., Ceccherelli, G., Coppini, G., De Lucia, G. A., Del Negro, P., Falace, A., Federico, I., Madonia, A., Mentaschi, L., Piazzolla, D., Pinardi, N., Sarà, G., Savini, A., Scanu, S., and Fersini, G.: RENOVATE Project: ecosystem approach for compensation and mitigation actions in the coastal marine environment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13554, https://doi.org/10.5194/egusphere-egu23-13554, 2023.

EGU23-14050 | Orals | OS3.3

Influence of Tiber River plume on phytoplankton primary production 

Alice Madonia, Eleonora Amore, Federica Cerino, Tamara Cibic, Giovanni Coppini, Giorgio Fersini, Daniela Fornasaro, Martina Kralj, Viviana Piermattei, and Marco Marcelli

River plumes have a significant impact on phytoplankton primary production by carrying high nutrient loads, suspended particles and dissolved organic matter into the seawater.
Dynamic processes mainly modulate nutrient availability as well as light attenuation along the water column thus influencing marine phytoplankton distribution along the plume gradient, also according to the seasonal variability of the river flow.
A series of oceanographic cruises have been conducted since 2020 to examine how physical processes influence phytoplankton dynamics within the entire physiographic unit, which extends between Capo d'Anzio and Capo Linaro. A high phytoplankton abundance was observed both at the surface and bottom depths up to a bathymetry of 40-60 meters. At the surface, it was directly related to the Tiber River plume, while at the bottom it seemed to be linked to sediment resuspension phenomena. Going offshore, the distribution of phytoplankton along the water column assumed the Typical Tropical Structure (TTS) trend with a well-formed Deep Chlorophyll Maximum (DCM) around 60 to 90 meters depth.
In light of these findings, to deepen our understanding of these phenomena, a detailed campaign along the river mouth was carried out in May 2022 in collaboration with the Istituto Nazionale di Oceanografia e di Geofisica Sperimentale - OGS to collect hydrological (temperature, conductivity - salinity, density-, dissolved oxygen) and biogeochemical (PAR, downwelling and upwelling irradiance, nutrients, phytoplankton photosynthetic efficiency, composition and biomass, TSM, CDOM) data. 

How to cite: Madonia, A., Amore, E., Cerino, F., Cibic, T., Coppini, G., Fersini, G., Fornasaro, D., Kralj, M., Piermattei, V., and Marcelli, M.: Influence of Tiber River plume on phytoplankton primary production, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14050, https://doi.org/10.5194/egusphere-egu23-14050, 2023.

EGU23-14936 | Orals | OS3.3

Geospatial modeling for evaluating restoration suitability of Posidonia oceanica meadows offshore Civitavecchia (eastern Tyrrhenian margin, Mediterranean Sea) 

Alessandra Savini, Andrea Giulia Varzi, Luca Marino, Giorgio Fersini, Daniele Piazzolla, Sergio Scanu, and Marco Marcelli

Marine ecosystem restoration actions are becoming increasingly more popular in many areas of the world, representing one of the greatest challenges to date that can deliver results in line with the UN 2030 Agenda for Sustainable Development. However, their success rate is highly variable and depends mainly on the specific biological and ecological characteristics of the species involved, their ecosystem functioning, and undoubtedly on how, where and when restoration is conducted. 

Knowledge about the factors that enhance or limit the success of restoration efforts, with respect to a given habitat is, to date, very limited for the marine environment. Different sensitivity to human pressures and the spatial variability in the ecological variables that determine their presence and distribution are undoubtedly key factors, and it is therefore necessary to provide detailed and focused information on the selection of restoration sites and methods, from which successful and sustainable restoration actions depend. 

The national RENOVATE project (ecosystemic appRoach to the EvaluatioN and testing of cOmpensation and mitigation actions in the marine enVironment: the cAse of the civiTavEcchia harbuor), coordinated by CMCC (Mediterranean Centre for the study of Climate Changes) and funded by “AdSP (Autorità di SIstema Portuale) of the north-central Tyrrhenian Sea” is performing an integrated methodology for the compensation of Mediterranean marine ecosystems, damaged by anthropogenic impacts, in selected areas located offshore Civitavecchia harbor, where port expansion activities will soon be started. In this context, the present work focuses on providing a high resolution mapping of Posidonia oceanica meadows within the targeted project areas and introduces a new approach, based on the application of geospatial modeling techniques, to perform a semi-automatic detection of appropriate restoration sites. The proposed work flow is based on performing quantitative analysis of acoustic remote sensing data (i.e. Multibeam bathymetry and side-scan sonar backscatter intensity) applying Object-Based Image Analysis (OBIA) techniques, and ad-hoc developed numeric modeling. Our major goal was to classify seafloor suitability for restoration actions, according to variation in landscape spatial arrangement of P. oceanica meadows (determined by type of lower and upper limit, type of seagrass bed morphology, meadow patchiness, etc), quantified through the morphometric characterization of their geospatial configuration and architecture, and the operational depth for planned seagrass implantation strategy. Our work attempts to contribute to the development of efficient methodologies for the detection of suitable restoration sites that can support long-term growth and survival of P. oceanica meadows.

How to cite: Savini, A., Varzi, A. G., Marino, L., Fersini, G., Piazzolla, D., Scanu, S., and Marcelli, M.: Geospatial modeling for evaluating restoration suitability of Posidonia oceanica meadows offshore Civitavecchia (eastern Tyrrhenian margin, Mediterranean Sea), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14936, https://doi.org/10.5194/egusphere-egu23-14936, 2023.

The ASI-STOPP project, aims to study marine bioindicators using new aerial platforms (HAA), equipped with multispectral sensors, able to remain in flight in the stratosphere for several months, allowing the study of anthropogenic pollution events on mesoscale (space and time) with high resolution, precision, cost-effective and practically.

 

In this context, to validate the data recorded by the sensors placed on the High Altitude Airships ad hoc measurement protocols must be drawn up and calibration tests must be carried out in the laboratory on the target bioindicators (algal and marine plant species) present in the areas of interest.

 

The first activities carried out concerned (i) the identification of the coastal target species present in the study areas of the project (e.g., Posidonia oceanica and Cystoseira sp.) fundamental for marine ecosystems to which they provide food, shelter for marine life, and oxygen; (ii) the selection of environmental specific pollutants (e.g., Chromium) that could affect algal and plants well-being.

A literature study and review of the spectral responses of the selected species have been carried out, which allowed us to build a summary table including all the methodologies applied in this research field. This work allows us to select the most suitable measurement protocol for our experiments.

In situ sampling was carried out and marine algal and plant species were transported to the laboratory for subsequent experiments, following the standard procedure reported in the literature to guarantee their adaptation and prevent samples. Finally, the spectral response of the selected species to the Chromium was assessed, according to the drafted measurement protocol and referring to the technical specifications of the Stellarnet Spectrometer. Spectral signatures of the selected species and data acquired were then compared with those obtained from the Cr pollutant enrichment experiments performed in the laboratory.

How to cite: Varini, F., Madonia, A., Scanu, S., and Piermattei, V.: Remote sensing techniques and tools to map marine bioindicators and their potential responses to anthropogenic pollutants: SPECTRAL SIGNATURES OF POSIDONIA OCEANICA AND CYSTOSEIRA SP. AND FIRST RESULTS, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15790, https://doi.org/10.5194/egusphere-egu23-15790, 2023.

EGU23-16773 | ECS | Orals | OS3.3

Detection and Quantification of Brominated Natural Products in Arctic and Mid-Latitude Coastal Air and Waters 

Emma Shipley, Penny Vlahos, and Terry Bidleman

Halogenated natural products are organic compounds produced by marine bacteria and other marine organisms, as well as created anthropogenically through water chlorination and production as industrial compounds. These compounds can exhibit toxicity, bioaccumulate in the environment, and perform important roles in the regulation of the tropospheric and stratospheric ozone. To date, these compounds are understudied, particularly in Arctic and mid-latitude systems, with limited global data or understanding of spread. This project will share data on both di- and tri- bromoanisoles and bromophenols from the Western Arctic collected on a May-June 2021 cruise in the Beaufort and Chukchi Seas, as well as data collected from the mid-latitude estuary of Long Island Sound during 2022. These data help to close the gap in measurements of HNPs and inform future studies.

How to cite: Shipley, E., Vlahos, P., and Bidleman, T.: Detection and Quantification of Brominated Natural Products in Arctic and Mid-Latitude Coastal Air and Waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16773, https://doi.org/10.5194/egusphere-egu23-16773, 2023.

EGU23-17244 | Orals | OS3.3

Habitat suitability modelling of coralligenous in the Northern Adriatic Sea and potential distribution under climate change scenario 

Maria Letizia Vitelletti, Elisabetta Manea, Lucia Bongiorni, Antonio Ricchi, Lorenzo Sangelantoni, and Davide Bonaldo

Climate change is deeply affecting oceanographic, biogeochemical, and hydrological processes and consequently influencing the ecological patterns of ecosystems. Indeed, marine habitats and species are facing many alterations in their structure, functioning, and in their capacity of providing ecosystem services. To investigate and explore the distribution and potential variation of habitats and species under future climate change scenarios, Habitat Suitability Models (HSMs) have been widely applied during the last years for their recognized ability in predicting the suitability of a location for species and habitats in correlation with the environmental conditions.

With the application of two of the best-known HSMs (Random Forest and MaxEnt), this research intends to investigate the distribution of the coralligenous, a widespread habitat in the Northern Adriatic Sea threatened by the effects of climate change, and identify its potential variation in a severe future scenario. The analysis consisted in examining the correlation between the habitat distribution with environmental parameters obtained from online databases and a set of dedicated ocean model simulations applied in recent past conditions and under RCP 8.5 climate change scenario. Furthermore, to explore the potential uncertainty of the environmental variables in future conditions, a sensitivity analysis has been implemented by running additional HSMs simulations set up with variables' increments and decrements resulting from projections modeled by other research.

The models perform very well in predicting habitat distributions. The prediction under the climate change scenario shows that opportunistic species (e.g. turf-dominant algae) find more suitable conditions in the area being more tolerant to stressful conditions and alterations of the environmental variables. As a result, calcareous macroalgae appear to be more vulnerable to climate change effects, including increases in temperature, nutrient concentrations, salinity, and velocity. Overall, the results of the sensitivity analysis confirmed the results predicted by models; however, Random Forest also shows a higher sensitivity to uncertainty than MaxEnt.

In conclusion, this study gives a sight of the likely ecological behavior in correlation with past environmental conditions and future alterations due to climate change. Besides, HSMs confirm to be very useful tools to develop adequate conservation strategies and/or identify priority areas to protect. Thanks to the sensitivity analysis, additional hints about the models’ behavior according to the environmental uncertainties are extrapolated, allowing to consider with consciousness the results and understanding of the potentialities of the models according to the data in possession.

How to cite: Vitelletti, M. L., Manea, E., Bongiorni, L., Ricchi, A., Sangelantoni, L., and Bonaldo, D.: Habitat suitability modelling of coralligenous in the Northern Adriatic Sea and potential distribution under climate change scenario, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17244, https://doi.org/10.5194/egusphere-egu23-17244, 2023.

Ocean Alkalinity Enhancement (OAE) is a carbon dioxide (CO2) removal technology with one of the largest potentials, which simultaneously decreases the pressure of ocean acidification. Most of the current understanding of OAE stems from numerical models. However, two recent studies have shown that secondary calcium carbonate (CaCO3) precipitation can occur at unexpectedly low saturation state, when using particle based OAE feedstocks. This is undesirable as it reduces OAE efficiency and can lead to “runaway CaCO3 precipitation”.

Both mineral dissolution kinetics and secondary CaCO3 precipitation are influenced by the physical and environmental properties of mineral feedstock and seawater. For example, the surface area of particles in suspension is an important factor for dissolution kinetics of minerals, as well as secondary CaCO3 precipitation kinetics. Furthermore, CaCO3 precipitation depends directly on the concentrations of calcium (Ca2+) and carbonate ions (CO32-) in seawater. The higher their concentrations, the more likely CaCO3 will precipitate. Since Ca2+ concentration have a positive correlation with salinity in the open ocean, variations in seawater salinity could be an important modifier.

Here, we present experimental data on the effects of grain size and salinity on the kinetics of brucite (magnesium hydroxide) dissolution and secondary CaCO3 precipitation. Preliminary results on the effect of grain size suggest that CaCO3 precipitation for medium sized particles (63-180 µm) is slower. At larger grain size, the slower dissolution rate, as of the smaller surface area, leads to more quickly measurable CaCO3 precipitation. At smaller grain size, it is the greater surface area that seems to increase the CaCO3 precipitation rate.

For salinity, first results suggest that dissolution rates increase towards lower salinities, while CaCO3 precipitates quicker. The former finding is most likely related to higher brucite dissolution at lower ambient magnesium concentrations, due to lower salinity. The quicker CaCO3 precipitation is also likely due to the lower magnesium concentration in lower salinity seawater. Magnesium ions are known to inhibit CaCO3 precipitation, hence CaCO3 precipitation is less likely inhibited at lower rather than higher salinities. Therefore, both feedstock grain size and seawater salinity are two key parameters for real-world OAE applications.

How to cite: Moras, C., Bach, L., Cyronak, T., Joannes-Boyau, R., and Schulz, K.: Effects of grain size and seawater salinity on brucite dissolution and secondary calcium carbonate precipitation kinetics: implications for Ocean Alkalinity Enhancement, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-330, https://doi.org/10.5194/egusphere-egu23-330, 2023.

EGU23-1259 | ECS | Posters on site | OS3.4

Controls on benthic alkalinity fluxes from natural and enhanced silicate weathering in coastal and shelf sediments: new diagenetic model insights 

Felipe S. Freitas, Sebastiaan van de Velde, Katharine R. Hendry, Filip Meysman, and Sandra Arndt

On geological timescales, continental silicate weathering plays a crucial role regulating Earth’s climate. Accelerating this slow thermostat might be the key to help mitigate present-day global warming and ocean acidification through increased alkalinity generation produced by enhanced marine silicate weathering. Laboratory studies show that benthic dissolution of olivine minerals can stimulate oceanic CO2 uptake by increasing seafloor alkalinity release. Although enhanced benthic silicate weathering is an attractive solution to both CO2 problems, until now its efficiency remains unclear. This is because the intrinsic dissolution rate of silicates in the seafloor remains poorly constrained, while also the impact of secondary reactions such as carbonate precipitation and reverse silicate weathering (authigenic clay formation) remains poorly quantified. Thus, we first need to develop a detailed understanding of natural benthic silicate dissolution and the feedbacks on carbon and silicon cycles.

Here, we couple two well-tested diagenetic model set-ups that resolve benthic carbon, redox and pH dynamics (organic matter degradation, re-oxidation of reduced species, equilibria reactions, carbonate dissolution and precipitation) and benthic silicon dynamics (biogenic silica dissolution, and authigenic silica precipitation) in the uppermost sediments. We use this new framework to resolve natural basalt and/or olivine weathering by explicitly accounting for the dissolution of key basalt constituents (basaltic glass, plagioclase, pyroxene, and olivine). We also account for reverse weathering through illite authigenic formation. The newly coupled model captures the observed shifts in porewater pH and carbonate system, and the dynamics of benthic alkalinity production and consumption associated with marine silicate weathering. We assess the impact of benthic redox state and basalt compositions on benthic alkalinity fluxes by performing an extensive sensitive study over the entire plausible parameter and bottom water forcing space. We find complex links between rates of benthic silicate weathering and net alkalinity production. Ultimately, we will apply the new model framework to explore the geological context of Iceland. As such, we will fully constrain natural rates of benthic silicate weathering associated to the substantial inputs of natural basalts to coastal and shelf sediments.

How to cite: Freitas, F. S., van de Velde, S., Hendry, K. R., Meysman, F., and Arndt, S.: Controls on benthic alkalinity fluxes from natural and enhanced silicate weathering in coastal and shelf sediments: new diagenetic model insights, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1259, https://doi.org/10.5194/egusphere-egu23-1259, 2023.

One strategy for lowering atmospheric CO2 levels is enhanced weathering, which involves dispersing rock powder to accelerate natural weathering. One obvious application area would be seawater. Because weathering is a chemical reaction, it is influenced by environmental properties like temperature and physical properties like the reaction area.

This study looks into the variability in sequestration rates from spreading of olivine at 13 distinct regional coasts around the world, including those with warm and temperate climates. Furthermore, sensitivity analysis was performed with various combinations of influencing parameters (grain size and seawater temperature) to determine the effects of individual parameter combinations. A 100-year simulation was conducted using geochemical thermodynamic equilibrium modeling (PHREEQC).

According to the simulations, over a 100-year period, CO2 uptake from atmosphere varies significantly between the seas, ranging from 0.13 (Black Sea) to 0.94 (Banda Sea) tonne (t) CO2 per t of olivine at a grain size of 100 μm. The difference between warm and temperate region’s atmospheric CO2 uptake is 0.4 t CO2 per tonne of olivine dissolve in seawater. A subsequent sensitivity study of parameter combinations reveals that the Black Sea can reach 0.8 t CO2 consumption rates per tonne of olivine if the material was ground to a grain size of 19 μm while the Banda Sea can reach the same amount of consumption rates at a grain size of 150 μm. The study results suggest that there are large differences of enhanced weathering speeds between different regions.

How to cite: Ramasamy, M. and Moosdorf, N.: Regional variations in the potential for CO2 removal through enhanced rock weathering in aquatic environments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1494, https://doi.org/10.5194/egusphere-egu23-1494, 2023.

EGU23-2245 | Posters on site | OS3.4

Alkalinity and Sensitivity to Alkalinity Enhancement in CMIP6 Earth System Models 

Claudia Hinrichs, Judith Hauck, Christoph Völker, and Peter Köhler

We evaluated the large-scale alkalinity distribution in 14 CMIP6 models against the observational data set GLODAPv2 and found that most models as well as the multi-model-mean underestimate alkalinity at the surface and in the upper ocean, while overestimating alkalinity in the deeper ocean. The dissection of the global mean alkalinity biases into their contribution from physical processes (preformed alkalinity), remineralization, and carbonate formation and dissolution showed that the bias stemming from the physical redistribution of alkalinity is dominant. However, below the upper few hundred meters the bias from carbonate dissolution can become similarly important as physical biases, while the contribution from remineralization processes is negligible. In light of ongoing and planned projects involving ocean alkalinity enhancements experiments using ESMs, a back-of-the-envelope calculation was conducted with each model’s global mean surface alkalinity and dissolved inorganic carbon (DIC) as input parameters. It was shown that the degree of compensation of DIC and alkalinity biases at the surface matters more than the alkalinity biases themselves for additional CO2 uptake capacity. The global mean surface alkalinity bias relative to GLODAP ranges from -3.6% to +2.1% with a mean of -1.1%, while for DIC the relative bias ranges from -2.6% to +2.5% with a mean value of -0.6%. Because of this partial compensation, all but two of the here evaluated CMIP6 models overestimate the Revelle factor at the surface and thus overestimate the CO2-draw-down after an alkalinity addition of 100 µmol kg-1  by up to 13% and the pH increase by up to 7.2%. This probable overestimate has to be taken into account when reporting on efficiencies of ocean alkalinity enhancement experiments using CMIP6 ESMs.

How to cite: Hinrichs, C., Hauck, J., Völker, C., and Köhler, P.: Alkalinity and Sensitivity to Alkalinity Enhancement in CMIP6 Earth System Models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2245, https://doi.org/10.5194/egusphere-egu23-2245, 2023.

EGU23-5878 | ECS | Posters virtual | OS3.4

Efficiency of carbon dioxide removal by ocean alkalinity enhancement via enhanced weathering of mine tailings 

Jennifer Weeks, Samar Khatiwala, Liam Bullock, and Aidong Yang

Global mitigation commitments which aim to limit global warming to less than 2ºC require dramatic and rapid reductions in atmospheric carbon dioxide (CO2) over the coming century. Carbon Dioxide Removal (CDR) technologies, whereby CO2 is actively taken out of the atmosphere and “durably” stored terrestrially, geologically or in the ocean could be employed to help reduce or counter-balance CO2 emissions to meet national net zero and net negative mitigation targets. Weathering processes would naturally draw atmospheric CO2 down towards pre-industrial levels over hundreds of thousands of years. One such CDR approach involves accelerating the uptake of CO2 through “enhanced weathering” (EW). CDR through EW of silicate minerals such as olivine or carbonate minerals can be achieved, for example, by spreading pulverized rocks on soils or employing mine tailings in specialized reactors to increase the weathering rate and hence carbon sequestration on decadal timescales. Here, we explore the efficiency of using mining waste to achieve CDR through EW. We exploit the results of a recent study by Bullock et al. (Science of the Total Environment, 2022) which produced one of the first comprehensive assessments of the global and country level suitability of mine tailings, accounting for reaction kinetics, and their potential for CO2 drawdown. While the overall CDR from EW of mine tailings is relatively modest, such an approach may still help individual countries meet their net zero goals and it is useful to investigate the broader implications of the deployment of this approach. EW leads to the production of alkalinity and bicarbonate ions (through CDR). We use Bullock et al.’s estimates of the annual generation of these quantities over the coming century to force an ocean biogeochemical model to investigate the impact of the release of these constituents into the ocean on atmospheric CO2 and ocean chemistry under various emission scenarios. In our simulations, alkalinity and dissolved inorganic carbon (DIC) are injected into the Exclusive Economic Zones of each suitable country or region as identified in Bullock et. al (2022). We examine in particular the competing effects of alkalinity (which increases CO2 solubility) and outgassing of CO2 (both due to the injection of DIC and reduction of atmospheric CO2) on CDR and find that the latter can substantially reduce the efficiency of carbon dioxide removal (by as much as 25% in the lowest emission scenario).

How to cite: Weeks, J., Khatiwala, S., Bullock, L., and Yang, A.: Efficiency of carbon dioxide removal by ocean alkalinity enhancement via enhanced weathering of mine tailings, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5878, https://doi.org/10.5194/egusphere-egu23-5878, 2023.

EGU23-6292 | ECS | Posters on site | OS3.4

Benthic dunite and calcite weathering as a method for ocean alkalinity enhancement 

Michael Fuhr, Andy W. Dale, Klaus Wallmann, Isabel Diercks, Mark Schmidt, Habeeb Thanveer Kalapurakkal, and Sonja Geilert

Abstract

 

The natural dissolution of mafic silicate rocks (e.g. dunite) and carbonate minerals in the marine environment increases alkalinity and draws down CO2. Consequently, large-scale manual dispersal of such minerals has been proposed as a potential measure to alleviate rising atmospheric CO2 levels through ocean alkalinity enhancement (OAE). This study investigates the effects of biogeochemical processes on alkaline mineral dissolution in surface sediments in a controlled experimental environment. Dunite and calcite were added to the surface of organic rich sediments from the Baltic Sea in order to simulate mineral dissolution and OAE under oxic conditions. Eight sediment cores were incubated with ~20 cm of overlying Baltic Sea bottom water over a period of 4 months; three replicates were treated with calcite, three with dunite, and two served as unamended controls.

First results indicate that the addition of the two materials directly increased benthic fluxes of alkalinity (from 1.3 to 2.5 µmol/cm2/d) and other respective weathering products such as calcium and silicate compared to the control experiments. These enhanced fluxes vanished into the strong natural benthic background after ~4 weeks. The main driver for enhanced and natural weathering is undersaturation with respect to the dissolving minerals which appears to be governed by microbial activity.

As the experiment progressed, porewater pH profiles in sediment cores where the sulfur oxidizing bacteria Beggiatoa spp. were visible shifted towards profiles that were more characteristic of sediments displaying cable bacteria activity. Very low pH values (~5.6) produced by presumably cable bacteria at ~1-3 cm depth in the sediment led to strong calcium carbonate dissolution. Additionally, their metabolism provides alkalinity to the bottom water by the formation of water directly from oxygen and protons, hence without addition of corresponding cations. This microbial activity produced high pH values in the upper millimeters of the sediments (~8.5) leading to Ωcalcite values >15 that might promote CaCO3 precipitation. Enhanced dunite weathering is indicated by slightly enhanced sedimentary Si fluxes, although this proved difficult to discern from the natural background flux arising from biogenic opal dissolution.

The overall natural complexity of the sediment chemistry combined with the alteration of the sediments during the incubation complicate a clear disentangling of natural and enhanced mineral weathering. Further investigation of these sedimentary systems along with field experiments will be necessary to provide estimates on the feasibility of benthic weathering as a realistic OAE and climate change mitigation measure.

How to cite: Fuhr, M., Dale, A. W., Wallmann, K., Diercks, I., Schmidt, M., Kalapurakkal, H. T., and Geilert, S.: Benthic dunite and calcite weathering as a method for ocean alkalinity enhancement, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6292, https://doi.org/10.5194/egusphere-egu23-6292, 2023.

Subduction regions play an important role in transferring carbon from the surface to the deep ocean and sequestering it on a multi-decadal to centennial timescale. Hence, we test the hypothesis that a Carbon Dioxide Removal (CDR) method, namely Ocean Alkalinity Enhancement (OAE) based on olivine addition, is more efficient in deep and bottom water formation region in terms of enhancing the ocean CO2 uptake.

Using an ocean-only setup of the physical-biogeochemical model FESOM2.1-REcoM3, we quantify the responses to the spatially uniform and continuous addition of olivine (alkalinity, silicic acid and iron) over the period of 2030-2100 under the SSP1-2.6 and SSP3-7.0 emission scenarios in a global (3 Pg olivine/yr) and a regional application (0.22 Pg olivine/yr). For the regional case, we deposit olivine in the major deep and bottom water formation areas of the Southern Ocean, in the Labrador Sea and the Norwegian Sea.

Under the SSP1-2.6 (SSP3-7.0) scenarios, CO2 uptake increases by 1.2 (1.3) Pg C/yr by the end of the 21st century in the global case, whereas it increases by 0.2 (0.2) Pg C/yr in the regional case. The area of uniform olivine deposition is significantly smaller in the regional case compared to the global case, yet the regional OAE has a 2.3-fold higher CDR potential compared to the global OAE in both emission scenarios. The high CDR potential in the regional case is largely (80%) attributed to enhanced biological activity resulting from nutrient fertilization in the Southern Ocean, while only 20% is due to enhanced alkalinity. However, the nutrient effect decreases over time. Furthermore, nutrient addition promotes small-phytoplankton calcification in global and regional OAE cases, leading to lower surface alkalinity by the end of the century. Interestingly, CDR potential of adding alkalinity only (without nutrients) is also 4% and 6.6% higher in the subduction regions than in global OAE under the SSP1-2.6 and SSP3-7.0 scenarios. Overall, the subduction regions, hence show higher CDR efficiency in both cases (alkalinity+nutrients, only alkalinity addition). This effect is two orders of magnitude larger when nutrients are included as this essentially includes Southern Ocean iron fertilization.

How to cite: Nagwekar, T., Nissen, C., and Hauck, J.: Effects of Ocean Alkalinity Enhancement in deep and bottom water formation regions on the 21st century CO2 uptake under low and high emission pathways., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7154, https://doi.org/10.5194/egusphere-egu23-7154, 2023.

EGU23-7254 | Orals | OS3.4

Alkalinity enhancement in intertidal environments: preliminary results of a field experiment 

Isabel Mendes, Julia Lübbers, Alexandra Cravo, Joachim Schönfeld, Cátia Correia, Patricia Grasse, A. Rita Carrasco, and Ana Gomes

Reducing atmospheric carbon dioxide (CO2) concentrations to combat global warming is one of the greatest challenges of humanity.

Marine alkalinity enhancement is a promising carbon dioxide removal measure with high potential to increase oceanic carbon uptake and storage. The natural processes of weathering on land sustains the alkalinity of the ocean and thereby removes CO2 from the atmosphere on geological time scales. The weathering can be enhanced by deploying fine-grained alkaline minerals to coastal areas, to directly supply more alkalinity to near-coastal waters. Nevertheless, the rate of CO2 consumption depends on the minerals used, grains size, temperature, pH, and salinity. During mineral dissolution, nutrients and trace elements are also released, which may affect marine biota. In order to evaluate the CO2 sequestration potential, ensuing biogeochemical and ecological impacts of alkalinity enhancement in intertidal environments, a novel in-situ experiment was installed in the Ria Formosa Coastal Lagoon, southern Portugal.

The Ria Formosa is a highly dynamic lagoon system, with daily renewal of water and nutrients through multiple tidal inlets. A succession of salt marshes with varying zonation and faunal communities fringes the lagoon. The experiment was installed in an undisturbed zone colonized with Spartina maritima, in September 2022. The experimental set-up includes three replicate treatments with coarse olivine, fine olivine, coarse basalt, fine basalt, and an untreated control. Lagoonal, supernatant, and porewater waters are sampled from each treatment every month and analysed for temperature, salinity, oxygen concentration, pH, total alkalinity, nutrients, and trace metals. Preliminary data show an increase in total alkalinity in the supernatant and porewaters shortly after minerals deployment, by 0.36 and 2.05 mmol kg-1 on average, relative to the control. Lower values of total alkalinity were recorded in December 2022, followed by markedly lower salinities after heavy rainfall in the study area. The experiment will run over two years and monthly sampled for water properties. For monitoring potential biodiversity changes, sediment samples are analysed for faunal and floral composition. Results of this novel field experiment will provide strategic knowledge on the benefits and risks of alkalinity enhancement in intertidal environments.

Acknowledgement. Research supported by the Portuguese Science Foundation, with the projects PTDC/CTA-CLI/1065/2021, UID/00350/2020CIMA and contracts DL57/2016/CP1361/CT0009, DL57/2016/CP1361/CT0002 and CEECINST/00146/2018/CP1493/CT0002.

How to cite: Mendes, I., Lübbers, J., Cravo, A., Schönfeld, J., Correia, C., Grasse, P., Carrasco, A. R., and Gomes, A.: Alkalinity enhancement in intertidal environments: preliminary results of a field experiment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7254, https://doi.org/10.5194/egusphere-egu23-7254, 2023.

EGU23-7285 | Posters on site | OS3.4

Impact from glacial rock flour on phytoplankton growth and the carbonate system 

Jørgen Bendtsen, Niels Daugbjerg, Kristina Vallentin Larsen, Rasmus Dyrberg Dahms, Katherine Richardson, and Minik Rosing

Glacial rock flour (GRF) is a felsic, silicate sediment that originates below the Greenland Ice Sheet, where the ice abrades basement rocks to a very fine powder. This is then transported by meltwater rivers or subglacial discharge into fjords and coastal waters. Thus, GRF is a naturally occurring component of the oceans around Greenland. The grain size of GRF typically ranges <1 - 100 µm with a median of 2-5 µm. The material behaves colloidally in water and distributions in fjords and coastal waters show that it has a residence time in the surface layer of up to several weeks. Glacial rock flour deposits are voluminous and common along the coast of Greenland and therefore it has the potential to be applied in geoengineering efforts on a global scale. The potential alkalinization from conservative cation release is estimated to be ~5,000 moles of alkalinity produced per ton of dissolved GRF. Additionally, GRF contains silica and phosphate that may contribute with macronutrients for phytoplankton growth together with various trace metals, e.g., iron and manganese. Hence, adding GRF to ocean surface waters has the potential to influence phytoplankton growth and, at the same time, increase alkalinity. However, the physical and chemical cycling of GRF in the water column, its implications for ecosystem services, and the chemical impact on the carbonate system are not well understood.

 

The first results from incubation experiments with GRF in the field and from controlled laboratory experiments are presented here. Incubation experiments of GRF added to seawater collected in the Canary Current system showed a significant increase in photosynthetic activity during short term (~1 week) incubations. The positive influence from GRF on phytoplankton biomass and photosynthetic activity is also found in incubation experiments with a monoculture of a green planktonic alga and shows that trace metals mobilized within a few weeks have a significant positive effect on phytoplankton growth. Laboratory experiments of the settling rate of GRF show that the residence time is relatively long but also that flocculation of GRF particles, caused by salinity increases, may be an important process to consider in future field studies. Our results show that GRF has significant potential for increasing alkalinity, and that trace metals are mobilized from GRF in seawater, which can stimulate photosynthesis. We propose that GRF has the potential to impact ecosystem structure and increase biological productivity when applied to the ocean.

How to cite: Bendtsen, J., Daugbjerg, N., Vallentin Larsen, K., Dyrberg Dahms, R., Richardson, K., and Rosing, M.: Impact from glacial rock flour on phytoplankton growth and the carbonate system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7285, https://doi.org/10.5194/egusphere-egu23-7285, 2023.

EGU23-9305 | ECS | Orals | OS3.4 | Highlight

Atmospheric CO2 removal by alkalinity enhancement in the North Sea 

Feifei Liu, Ute Daewel, Jan Kossack, and Corinna Schrum

Increased ocean alkalinity reduces the activity of CO2 in seawater and prompts an enhanced flux of CO2 from the atmosphere into the ocean, thereby provides a promising means to reduce the atmospheric CO2 concentrations. However, due to the high complexity of physical and biological processes in coastal waters, the possible effects of coastal alkalinity enhancement (AE) are unclear yet. We thereby aim to set up a model framework to simulate the carbon cycles in the North Sea, which further allows scenario studies to disentangle the efficiency of various forms of coastal AE measures as well as their side effects and ecosystem impacts on the Northwest European Shelf (NWES) system. In two scenarios, the same quota of alkalinity is added into two designated areas, the European coast and the middle North Sea along with the ship tracks, respectively. The alkalinity is distributed continuously and evenly into the two areas. Our results indicate that the North Sea is quickly adjusted to both AE deployments, given that the AE efficiency shows no significant trend since the second year of these deployments. Seasonally, AE is more efficient in wintertime. The efficiency reaches the lowest level in spring, implying that the ocean uptake of the atmospheric CO2 is dominated by biological processes during this season. This modelling assessment will serve as a guide for coastal management and policy making that allows reconciling the application of Carbon Dioxide Removal (CDR) techniques with the maintenance of a good environmental status. It thereby offers an important yet unprecedented case study for a regional to local CDR deployment in the proximal coastal ocean of a temperate shelf sea.

How to cite: Liu, F., Daewel, U., Kossack, J., and Schrum, C.: Atmospheric CO2 removal by alkalinity enhancement in the North Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9305, https://doi.org/10.5194/egusphere-egu23-9305, 2023.

EGU23-9528 | Orals | OS3.4 | Highlight

Testing the response of natural plankton community to ocean alkalinity enhancement in the subtropical North Atlantic Ocean 

Allanah Paul, Mathias Haunost, Silvan Goldenberg, Nicolas Sanchez Smith, and Ulf Riebesell

Ocean alkalinity enhancement (OAE) is one approach under investigation to remove carbon dioxide (CO2) from the atmosphere and durably sequester it in the ocean. Currently, little is known about possible biogeochemical or ecological changes that may result from this increase in seawater alkalinity from experimental data. To address this gap, we carried out a in situ mesocosm experiment to investigate how a plankton community in the subtropical eastern North Atlantic Ocean responds to enhancement of ocean alkalinity over a 33 day study period. A gradient of nine alkalinity treatments ranging from ambient (~2400 µmol kg-1) to 2x ambient (~4800 µmol kg-1) was implemented where the seawater CO2 was already equilibrated with atmospheric CO2. Here, we focus on changes in the biogeochemical element pools to determine if organic matter partitioning and nutrient cycling may be sensitive changes in seawater chemistry induced by deployment of OAE in an oligotrophic plankton community. Overall, only 3 out of 15 sampled biogeochemical pools displayed measurable changes. Nitrogen turnover processes in the surface ocean appear to be more susceptible than other elements to OAE as two of the impacts were on nitrogen-related pools and a significant phytoplankton bloom (3.5 – 5 µg L-1) occurred in selected mesocosms where alkalinity was enhanced despite nitrate-limited growth in primary producers. However, overall this study suggests that as long as no additional nutrients are added (silicate, nitrogen, trace metals) in the process of enhancing seawater alkalinity, and the carbon is already sequestered (equilibrated with atmospheric pCO2), the risk of negative impacts on primary producer biomass and biogeochemical functioning, appears to be low on time scales of up to 30 days, even with a doubling of seawater alkalinity. 

How to cite: Paul, A., Haunost, M., Goldenberg, S., Sanchez Smith, N., and Riebesell, U.: Testing the response of natural plankton community to ocean alkalinity enhancement in the subtropical North Atlantic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9528, https://doi.org/10.5194/egusphere-egu23-9528, 2023.

EGU23-10281 | ECS | Posters on site | OS3.4

Two Birds With One Stone: Artificially Enhanced Olivine Weathering for Sediment Management and CO2 Sequestration in the Port of Rotterdam 

Rasesh Pokharel, Guangnan Wu, Helen E. King, Peter Kraal, Gert-Jan Reichart, and Jasper Griffioen

Every year about 10-14 million m3 of sediments are dredged in the Port of Rotterdam (PoR) as part of harbor maintenance.  Approximately 10% of these sediments are stored in a confined disposal facility (CDF) Slufter due to high levels of toxic metals (cadmium, zinc, mercury, lead, etc.) and persistent organic pollutants, whereas over 90% of the sediments that are not contaminated are currently being relocated to the sea. Whilst the majority of these sediments have the potential to be used in nature-based environmental management projects, there are concerns that the oxidation of these sediments will release greenhouse gases and contaminants to the environment.

The idea of spreading ground olivine in terrestrial and coastal environments to capture CO2 is becoming increasingly popular due to the urgency to combat climate change. This technique (termed artificially enhanced olivine weathering, EOW) capitalizes on the natural process of olivine weathering that encourages gaseous CO2 to transform into dissolved bicarbonate ions (HCO3-).  In addition, the dissolution of olivine increases soil water pH and allows precipitation of secondary minerals (e.g. Fe oxyhydroxides) that can immobilize toxic metals through adsorption and co-precipitation mechanisms. As a result, EOW could be a promising geo-engineering solution for sediment management at PoR and reduce the negative environmental impacts associated with dredging. However, the specific controls on the drawdown of CO2 and toxic metal dynamics via silicate weathering are not well constrained.

Through laboratory experiments and field trials, we aim to investigate whether the addition of various commercial olivine-rich mineral mixtures (Greensand, Sibelco sand, etc.) can transform the dredged material from the PoR into a sustainable resource. Several bulk sediment and intact core samples, representing the majority of sediment supplied to the Slufter, were collected from the fluvial stretch of the PoR area. Laboratory batch experiments using artificial seawater were conducted for 90 days (at 1 bar and 12oC) with (1) only fine-grained (10 – 30 μm) Greensand containing ~62 weight-% forsteritic olivine, 2) only fluvial harbor sediment, and 3) mixtures of Greensand and fluvial harbor sediment. Our results show that olivine dissolution caused significant increases in alkalinity, dissolved inorganic carbon (DIC), and seawater-pH. Nickel concentrations in the aqueous phase remained below the environmental standards in most of the experiments and only slightly exceeded the standard value in experiments with the highest solid/liquid ratio. Furthermore, the mobilization of toxic metals like Zn and Mn from the harbor sediment to the solution was limited in the olivine-sediment mixed experiments, most likely due to adsorption with olivine or with precipitated byproducts of olivine dissolution. Scanning Electron Microscopy / Energy Dispersive X-Ray Spectroscopy (SEM/EDS) analysis of the reacted olivine samples shows the presence of Ca carbonates precipitation but no clear evidence of Mg carbonates or secondary Mg silicate phases (in contrast to results from thermodynamic calculations using PHREEQC). ­Overall, these preliminary laboratory findings indicate that EOW applications in PoR are likely to be viable from an environmental geochemical point-of-view, but further testing in long-term experiments and field trials planned in the project will provide a more accurate assessment.

How to cite: Pokharel, R., Wu, G., King, H. E., Kraal, P., Reichart, G.-J., and Griffioen, J.: Two Birds With One Stone: Artificially Enhanced Olivine Weathering for Sediment Management and CO2 Sequestration in the Port of Rotterdam, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10281, https://doi.org/10.5194/egusphere-egu23-10281, 2023.

EGU23-10342 | Orals | OS3.4 | Highlight

Ocean liming in eutrophic water: a mesocosm scale approach 

Daniela Basso, Arianna Azzellino, Piero Macchi, Chiara Santinelli, Emilio Fernández, Pablo Serret, Giancarlo Bachi, Giovanni Checcucci, Alexandra Diaz, Eva Teira, Guido Raos, Silvia Valsecchi, Selene Varliero, Pietro Bazzicalupo, Karen Gariboldi, and Jose Gonzalez

The project OLCAPP was aimed at exploring the response of a natural, eutrophic system to ocean liming by slaked lime (calcium hydroxide) dispersal in the wake of ships. The main objectives were:

- to monitor and model the slaked lime dissolution kinetics and the carbonate equilibrium (alkalinity, pH spikes/alteration, Dissolved Inorganic Carbon);

- to assess Dissolved Organic Matter changes in quantity and composition;

- to assess possible changes in primary production, photosynthetic efficiency and phytoplankton abundance and associations;

- to assess the short and medium-term response of planktonic and benthic calcareous primary producers (calcareous red algae = maerl) to alkalinization and potential precipitation of carbonate crystals induced by the treatments.

In the framework of the Transnational Access provided by AQUACOSM-plus, at the ECIMAT-UVIGO facility (Vigo, Spain) we had the opportunity to test ocean liming in nine mesocosm tanks. A sediment trap and a basket of calcareous algae (maerl) were positioned at the bottom of each tank. Mearl was previously collected in the Ria de Vigo at 7m depth and prepared for the experiment. Successively, each tank was filled with natural coastal seawater (~1m3).

Out of the nine mesocosms, three tanks were treated with calcium hydroxide 0.02g/L (High) and three tanks with 0.006g/L (Low) per treatment, repeated on days 1, 3 and 5 (multiple exposure). The remaining three tanks were kept as control. A record of pH, O2, salinity, temperature and PAR was performed in the mesocosms during the experiment with a ten-minutes frequency.

Nutrient concentration is monitored on a long-term basis in the Ria de Vigo, and was also tested on days 1, 3 and 5 for all treatments and controls. Seawater samples were collected from the mesocosms before (pre-treatment), and after 1h, 4h, and 24h from each treatment, with a 5L Niskin bottle. Dissolved Organic Matter as Dissolved Organic Carbon (DOC) and Chromophoric Dissolved Organic Matter (CDOM) were analysed, along with the Dissolved Inorganic Carbon (DIC). Moreover, samples collected after 1h from treatments were used for assessing also the bacterial association, the size-fractionated Chl-a concentration and the plankton primary production and photosynthetic efficiency. Gross primary production, community respiration and net community production were measured by changes in oxygen concentrations after 24 h light-dark bottle incubations. Dissolved oxygen was measured by Winkler titration. A total of 165 samples were obtained from filtering 2L of mesocosm water from pre-treatments, 4h and 24h samples, for the collection of the phytoplankton community, to be analysed under optical and scanning electron microscope.

Preliminary observations during the experiment and the first data on the plankton community suggest that the High treatment leads to important flocculation and sedimentation affecting both the transparency of the water and the bottom environment, with significant and stable pH increase and decrease in phytoplankton production and efficiency. The mineralogical nature of the flocculation, the response of benthic calcareous algae and phytoplankton community, in term of composition and abundance of the major components, is here discussed.

How to cite: Basso, D., Azzellino, A., Macchi, P., Santinelli, C., Fernández, E., Serret, P., Bachi, G., Checcucci, G., Diaz, A., Teira, E., Raos, G., Valsecchi, S., Varliero, S., Bazzicalupo, P., Gariboldi, K., and Gonzalez, J.: Ocean liming in eutrophic water: a mesocosm scale approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10342, https://doi.org/10.5194/egusphere-egu23-10342, 2023.

EGU23-11269 | ECS | Posters on site | OS3.4 | Highlight

Enhanced Weathering of Olivine in Rivers for Carbon Dioxide Removal 

Jakob Rønning, James S. Campbell, Phil Renforth, and Carolin Löscher

Climate change continues to have escalating effects worldwide. Multiple solutions are needed, one of which is carbon dioxide removal (CDR), where CO2 is removed directly from the atmosphere.

One approach to CDR is ocean alkalinity enhancement (OAE), whereby finely ground alkaline minerals are added to the ocean, increasing pH and total alkalinity and enhancing the ocean’s ability to draw down CO2 from the air. This effect also helps counter ocean acidification, a phenomenon problematic to marine biodiversity and biogeochemistry.

Here a similar process is investigated but using rivers or fjords settings instead of the coasts. Rivers are proposed to be used as conveyors of finely crushed olivine (10-30 μm) mixed in river water. The goal is for the river to have higher alkalinity and pH before entering the chosen ocean region.
In this work, a closed mesoscale laboratory flume is used to study the feasibility of treating three different conditions, river, fjord, or saltwater, with finely crushed olivine, for alksalisation and CO2 absorption.

During the experiments, we examined weathering of olivine (details on physical and chemical composition and mineralogy needed) in flowing freshwater, brackish water, and saltwater with a flow rate of 1.25 -1.4 m3/s and the solids-to-liquid ratio of 0,00015 kg. Preliminary results indicate that freshwater is an optimal candidate as a conveyor. Furthermore, using rivers as one of the long-term solutions as an output of alkaline and pH-rich water to targeted regions is suitable.

How to cite: Rønning, J., Campbell, J. S., Renforth, P., and Löscher, C.: Enhanced Weathering of Olivine in Rivers for Carbon Dioxide Removal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11269, https://doi.org/10.5194/egusphere-egu23-11269, 2023.

EGU23-11876 | Orals | OS3.4

Earth system impacts of a realistic ocean alkalinization deployment scenario 

Tommi Bergman, Timothée Bourgeois, Jörg Schwinger, Spyros Foteinis, Phil Renforth, and Antti-Ilari Partanen

Negative emission technologies (NETs) are an integral part of most climate change mitigation scenarios limiting global warming to 1.5 °C above preindustrial levels. Several different NETs have been proposed, including ocean alkalinization that has been considered as one method with high carbon removal potential. To date, most studies on NETs with Earth System Models have been based on idealized scenarios where atmospheric carbon is either simply removed by prescribed amount or some NET is deployed at magnitudes that would be extremely challenging to reach if any economic, technical, or political constraints were considered. 

Here, we present a more realistic global deployment scenario for ocean alkalinization with Ca(OH)2 dispersed at ocean surface in the exclusive economic zones of US, EU, and China, based on their respective production capacities. The dispersion scenario is based on current excess capacities in the lime and cement industries, and high-end projections on how they could evolve until 2100. We use the high-overshoot SSP5-3.4-OS as the socioeconomic background scenario. We simulate the deployment scenario with two different Earth System Models: EC-Earth and NorESM2-LM. In addition to this sophisticated scenario, we carry out an idealized scenario with a uniform addition of 0.5 Gt Ca(OH)2 per year in the same coastal areas. 

The preliminary results show that the idealized 0.5 Gt Ca(OH)2 flux decreased the atmospheric CO2 concentration by 7 ppm in the first 15 years. The effects on ocean carbon uptake and surface ocean pH were strongly localized near the dispersion regions. The early version of the dispersion zone also included the Baltic Sea and the Mediterranean Sea, which led to significant increase in the alkalinity in these sea regions as the water exchange with the wider oceans are limited there. 

By providing a more realistic scenario for ocean alkalinization, we can give also more realistic assessment of climate effects and explore new research questions such as detectability of local changes in pH or carbon fluxes with slowly increasing deployment rates.  

How to cite: Bergman, T., Bourgeois, T., Schwinger, J., Foteinis, S., Renforth, P., and Partanen, A.-I.: Earth system impacts of a realistic ocean alkalinization deployment scenario, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11876, https://doi.org/10.5194/egusphere-egu23-11876, 2023.

EGU23-12209 | ECS | Posters on site | OS3.4

Assessing the response of particulate matter stoichiometry to ocean alkalinity enhancement 

Anna Groen, Leila Kittu, Joaquin Ortiz-Cortes, Kai Schulz, and Ulf Riebesell

Ocean Alkalinity Enhancement (OAE) is one of the most promising ocean-based negative emissions technologies (NETs) currently discussed. Dissolution of alkaline minerals such as olivine or quicklime in the surface seawater elevates total alkalinity (TA), thereby increasing the oceanic CO2 uptake capacity. Depending on the mineral used, increased TA may have different consequences for marine pelagic ecosystems and water column biogeochemistry that are still unknown, creating a need for empirical data. Our study reports on the particulate matter stoichiometry of a pelagic ecosystem in response to a gradient of elevated alkalinity levels and under different alkaline mineral applications. Ten offshore mesocosms were deployed in the mesotrophic waters of the Raunefjord off Bergen, Norway, from May – July 2022. Using NaOH, a delta alkalinity gradient was created (∆TA = 0, 150, 300, 450, and 600 µmol·L-1), resulting in two sets of five alkalinity levels each. To simulate the application of olivine (Mg2SiO4) vs. calcium-based minerals for OAE, corresponding amounts of MgCl2 and CaCl2 were each added to the respective treatments. Each mesocosm of the silicate-based OAE treatments additionally received 70 µmol·L-1 Si(OH)4, simulating the concomitant release of silicate under silicate-based mineral dissolution. We found significant differences in the production of biogenic silica between the two mineral simulations, indicating beneficial conditions for diatoms when silicate-based minerals are dissolved. However, the hypothesis of calcium-based mineral dissolution being favorable for calcifying organisms was not supported in our study. Neither the concentrations of particulate inorganic carbon (PIC) nor its ratio to particulate organic carbon (POC) was significantly different between TA treatments and mineral type. Additionally, increased TA had a negative effect on particulate organic nitrogen (PON) and phosphorus (POP) concentrations resulting in increased POC:PON and POC:POP ratios with higher alkalinity in both mineral simulations, yet more evident in the silicate-based treatments. Hence, the interaction of OAE and mineral effect on the particulate matter stoichiometry is possibly not induced by a single factor, yet by a variety of drivers, e.g. phytoplankton species specific physiology or food web interactions, such as grazing pressure. These results provide useful insights for better assessing ecological risks and co-benefits of OAE, like possible CO2 limitation of primary producers or ecosystem restructuring, thus will help to inform the practical implementation of large-scale OAE applications for carbon dioxide removal.

How to cite: Groen, A., Kittu, L., Ortiz-Cortes, J., Schulz, K., and Riebesell, U.: Assessing the response of particulate matter stoichiometry to ocean alkalinity enhancement, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12209, https://doi.org/10.5194/egusphere-egu23-12209, 2023.

The global emission pathways which allow keeping the global temperature increase “well below 2°C” as set by the Paris Agreement require a rapid and drastic emission reduction reaching net zero emissions by 2050. Furthermore, hundreds to thousands of gigatonnes of CO2 need to be removed from the atmosphere cumulatively by 2100 to limit global warming to 1.5°C, which means that a portfolio of different Carbon Dioxide Removal (CDR) terrestrial and marine processes should be developed and upscaled.

Among CDR solutions, Ocean Alkalinity Enhancement (OAE) is the unique one which also counteracts the ongoing ocean acidification. OAE consists of spreading an alkaline material on the sea surface, enhancing the ocean alkalinity and consequently the sea uptake of atmospheric CO2, which is then stored in the form of dissolved bicarbonate ions (HCO3-).

To produce carbon emission-free Ca(OH)2 and consequently increase the overall process efficiency in CO2 removal, when slaked lime (Ca(OH)2) is used as alkaline material for OAE, the CO2 released from the limestone calcination should be captured and stored. Since the most developed storage alternatives are underground geological formations whose main limitations are the long time required for qualifying their suitability (on the order of years), the geographical uneven distribution and the uncertain injection rate, an alternative storage technology called Buffered Accelerated Weathering of Lime (BAWL) is under study.

BAWL stores CO2 from calcination in the form of HCO3- in seawater using a pipeline where CO2 dissolves in seawater and reacts with Ca(OH)2, forming dissolved Ca(HCO3)2 mimicking natural weathering but in an accelerated way. The use of Ca(OH)2 allows to discharge an ionic solution with the seawater pH, to avoid CO2 degassing and to store permanently CO2 in the form of bicarbonates. Since the raw materials are CO2, Ca(OH)2 and seawater, BAWL fits well with OAE.

To assess the overall process efficiency in CO2 removal, i.e., the effective CO2 removal net of life-cycle greenhouse gas (GHG) emissions, the Life Cycle Assessment (LCA) methodology was applied to a process whose system boundaries encompass limestone extraction, other raw materials supply, Ca(OH)2 discharge in the sea and CO2 storage through BAWL. In addition to climate change, 15 additional impact categories are considered for the environmental assessment according to the Environmental Footprint method, and the ecoinvent database was used for supporting the life-cycle inventory.

Electricity is considered the energy source for calcination, that requires 83% of the total energy demand, and its production from renewables results as the most impacting phase in most of the impact categories. Thus, the variation of climate change impact was analysed by varying the electricity emission factor. With renewables, the process efficiency is at least 85%, i.e. less than 15% of removed CO2 compensates the life-cycle GHG emissions removing 1.4 molCO2/molCa(OH)2.

Due to the lack of an impact category for assessing ecotoxicity on marine environments, further research is required to include in the LCA methodology the assessment of the benefits from the alkalinity enhancement and the contrast to ocean acidification, as well as the potential risks on the pelagic ecosystem.

How to cite: Campo, F. P., Caserini, S., and Grosso, M.: Assessment of the potential life-cycle environmental impacts of ocean alkalinity enhancement: from limestone extraction to slaked lime discharge in the sea, including carbon dioxide storage, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12904, https://doi.org/10.5194/egusphere-egu23-12904, 2023.

EGU23-13428 | Posters on site | OS3.4

Ocean carbon cycle feedbacks and the seasonal cycle of the carbonate system under ocean alkalinization 

Jörg Schwinger and Timothée Bourgeois

Ocean Alkalinization deliberately modifies the chemistry of the surface ocean to enhance the uptake of atmospheric CO2. Here, we quantify, using idealized and scenario Earth system model (ESM) simulations, changes in carbon cycle feedbacks and in the seasonal cycle of the surface ocean carbonate system due to ocean alkalinization. We find that both, the sensitivity to changes in atmospheric CO2 concentration (carbon-concentration feedback) as well as the sensitivity to temperature changes (carbon-climate feedback) are enhanced. While the temperature effect, which decreases ocean carbon uptake, remains small in our model, the carbon-concentration feedback enhances the uptake of carbon due to alkalinization by more than 20% compared to the carbon sequestration that alkalinity addition would facilitate at constant CO2 levels. This effect depends on the trajectory of atmospheric CO2 concentration, and leads to an increased loss of carbon from the ocean if net emissions become negative. The seasonal cycle of air-sea CO2 fluxes is enhanced due to an increased buffer capacity in an alkalinized ocean. The seasonal cycle of H+-ion concentration is also enhanced, although it remains smaller than under preindustrial conditions. This, together with an increased seasonal cycle of the aragonite saturation state in some regions, has the potential to adversely affect ecosystem health.

How to cite: Schwinger, J. and Bourgeois, T.: Ocean carbon cycle feedbacks and the seasonal cycle of the carbonate system under ocean alkalinization, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13428, https://doi.org/10.5194/egusphere-egu23-13428, 2023.

EGU23-13889 | ECS | Orals | OS3.4

The nature of runaway precipitation and consequences for the safe applicability of OAE 

Niels Suitner, Giulia Faucher, Carl Lim, Ulf Riebesell, and Jens Hartmann

To ensure a safe and efficient application of Ocean Alkalinity Enhancement (OAE) it is crucial to investigate its impact on biogeochemical systems. While various theoretical studies have shown promising results, there has been a lack of practical research to test the applicability of this technology in natural environments. Recent studies by Moras et al. (2022) and Hartmann et al. (2022) described the effect of runaway precipitation in the context of OAE. During this process Ca-carbonate formation is triggered, leading to a loss of the initially added alkalinity and counteracting the whole idea of OAE.

At a field campaign at the Espeland Marine Biological Station (Bergen, Norway) we examined the characteristics of runaway precipitation by using local natural seawater and storing the reactor bottles in a flow-through incubation chamber, mimicking the real-time temperature and light conditions of the Raunefjord. Conducted lab experiments lasted between 20-25 days, and tested CO2-equilibrated and non-CO2-equilibrated addition of alkalinity. The temporal development of the carbonate chemistry parameters was monitored after alkalinity addition and the triggered Ca-carbonate precipitation process was described in detail. We found that above upper critical limits of alkalinity addition in natural seawater, immediate precipitation prohibited an enhancement to higher alkalinity levels.  Our results could be helpful to guide the definition of upper limits of alkalinity for the safe and efficient application of OAE in an open sea scenario. In addition, the precipitates were analyzed by scanning electron microscopy and energy-dispersive X-ray spectroscopy, to characterize the formed particles and follow their growth patterns.

Hartmann, J., Suitner, N., Lim, C., Schneider, J., Marín-Samper, L., Arístegui, J., Renforth, P., Taucher, J., and Riebesell, U. (2022). Stability of alkalinity in Ocean Alkalinity Enhancement (OAE) approaches – consequences for durability of CO2 storage, Biogeosciences Discuss. [preprint], https://doi.org/10.5194/bg-2022-126

Moras, C. A., Bach, L. T., Cyronak, T., Joannes-Boyau, R., & Schulz, K. G. (2022). Ocean alkalinity enhancement–avoiding runaway CaCO 3 precipitation during quick and hydrated lime dissolution. Biogeosciences, 19(15), 3537-3557, https://doi.org/10.5194/bg-19-3537-2022

How to cite: Suitner, N., Faucher, G., Lim, C., Riebesell, U., and Hartmann, J.: The nature of runaway precipitation and consequences for the safe applicability of OAE, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13889, https://doi.org/10.5194/egusphere-egu23-13889, 2023.

EGU23-14128 | ECS | Orals | OS3.4

Ocean alkalinity enhancement through enhanced silicate weathering in coastal areas: a long-term mesocosm study 

Astrid Hylén, Matthias Kreuzburg, Saïd De Wolf, Laurine Burdorf, Géraldine Fiers, Cedric Goossens, Benjamin Van Heurck, Hannelore Theetaert, Silke Verbrugge, Veerle Cnudde, André Cattrijsse, and Filip Meysman

Enhanced silicate weathering (ESW) in coastal environments is a promising method for ocean alkalinity enhancement. The idea behind ESW is to generate alkalinity by application of silicate minerals in coastal areas, where waves, currents and bioturbation can speed up the weathering rate. Due to its potentially large CO2 sequestration capacity and relatively high technological readiness, allowing rapid upscaling, coastal ESW currently receives substantial interest from researchers and policymakers. However, the vast majority of studies on ESW have been conducted in idealised laboratory conditions, while research on the method in natural environments is lacking. As a result, the CO2 sequestration efficiency and environmental risks when applying ESW in the field remain largely unknown.

Here we present results from the first and longest-running mesocosm experiment investigating ESW and associated CO2 uptake in coastal marine sediments. Using tanks containing one square meter of natural seafloor each, we have studied biogeochemical cycling in sediment treated with the fast-weathering silicate mineral olivine. Lugworms (Arenicola marina) were added to some tanks to investigate the effect of bioturbation on the olivine dissolution rate, as well as the impact of olivine addition on biota. In the mesocosms, we quantified the sedimentary release of alkalinity and other weathering end-products (trace metals and dissolved silicate). Five years into the experiment, olivine dissolution is obvious from an elevated sedimentary alkalinity release and decreased average olivine grain size. The elevated alkalinity release has further led to higher CO2 sequestrations in tanks with olivine. Based on the results from this unique mesocosm setup, we will discuss the large-scale effect of ESW on biogeochemical cycling in coastal ecosystems.

How to cite: Hylén, A., Kreuzburg, M., De Wolf, S., Burdorf, L., Fiers, G., Goossens, C., Van Heurck, B., Theetaert, H., Verbrugge, S., Cnudde, V., Cattrijsse, A., and Meysman, F.: Ocean alkalinity enhancement through enhanced silicate weathering in coastal areas: a long-term mesocosm study, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14128, https://doi.org/10.5194/egusphere-egu23-14128, 2023.

EGU23-14592 | Posters on site | OS3.4

Estimating the efficiency of open ocean alkalinization 

Reiner Steinfeldt and Monika Rhein

The efficiency of open ocean alkalinization is estimated for four regions in the Atlantic: the subpolar North Atlantic, the northern subtropics, the equatorial region and the Southern Ocean. Therefore, a simple one-dimensional model is applied. First, observational based surface values of temperature, salinity, alkalinity, mixed layer depth (MLD), air-sea gas exchange velocity and pCO2 for each region are derived from the ARMOR3D data set (Guinehut et al., 2012) and the surface pCO2 data product by Landschützer et al. (2020). The model is run for 26 years, using the data from 1994 to 2019. Alkalinity is added to the mixed layer, which leads to enhanced oceanic carbon uptake, depending on the change in pCO2 and the gas transfer velocity. When the mixed layer shallows, parts of the added substances remain in the deeper layer of the model (below the mixed layer). They can either be exported, or can be entrained into the mixed layer again when it deepens. In this way, the efficiency of alkalinization (mole of absorbed CO2 per mole of added alkalinity) for the four regions and varying model parameters (alkalinity, pCO2, gas transfer velocity, mixed layer depth, fraction of exported carbon/alkalinity) is computed. In addition, the cases with permanent and monthly alkalinity supply (repeated every year) are investigated.

Guinehut, S., A.-L. Dhomps, G.Larnicol and P.-Y. Le Traon (2012). High resolution 3-d temperature and salinity fields derived from in-situ and satellite observations, Ocean Sci., 8, 845–857, https://doi.org/10.5194/os-8-845-2012.

Landschützer, P., N. Gruber and D.C.E. Bakker (2020). An observation-based global monthly gridded sea surface pCO2 and air-sea CO2 flux product from 1982 onward and its monthly climatology (NCEI Accession 0160558). Version 6.6. NOAA National Centers for Environmental Information. Dataset. [2021-27-09]

How to cite: Steinfeldt, R. and Rhein, M.: Estimating the efficiency of open ocean alkalinization, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14592, https://doi.org/10.5194/egusphere-egu23-14592, 2023.

EGU23-15436 | ECS | Orals | OS3.4 | Highlight

Ecosystem impacts of Ocean Alkalization in an oligotrophic marine plankton community: A mesocosm study 

Nicolás Sánchez, Silvan Urs Goldenberg, Daniel Brüggemann, Merlin Weichler, Scott Dorssers, and Ulf Riebesell

In light of the climate crisis and the necessity to meet the Paris Agreement goal of staying well below the 2°C temperature increase whilst respecting other UN sustainable development goals, an array of technologies to absorb and store atmospheric , named Carbon Dioxide Removal (CDR) technologies, are being proposed, developed and researched. One such technologies is Ocean Alkalinization, or Ocean Alkalinity Enhancement (OAE), which stems from the natural process of rock weathering. Several alkalinity sources and deployment options have been proposed, each associated with differing biological drivers. Among these, a carbonate-based, dissolved, equilibrated addition stands as the most optimistic deployment scenario, both from a carbon sequestration verification and an ecosystem impact stand point.

We decided to test this implementation in the first community-level mesocosm experiment to be done in the field. Pelagic mesocosms were deployed in Taliarte (Gran Canaria), enclosing 8 m³ of oligotrophic coastal waters with their associated natural plankton community. Nine OAE addition scenarios were simulated, increasing alkalinity (TA) in steps of 300 µeq/L from ambient levels up to its doubling, using a mixture of sodium carbonate and bicarbonate. Particular focus was placed on the impacts of enhanced TA on the ecosystem service (ES) of food production. This was addressed via zooplankton properties pertaining to ecosystem stability, food quantity and nutritional quality. Zooplankton diversity, functional composition, biomass, CN stoichiometry, population size structure, secondary production, trophic length, and a number of fatty acid nutritional indexes and trophic markers were monitored throughout the 33-day experiment.

Here, only 4 out of the over 30 different stability, food quantity and quality proxies were significantly affected by enhanced TA. Out of these, two were interpreted as negative impacts: a shorter-term halving in small copepod production, coinciding with a halving in copepod nauplii biomass, with a doubling in TA. These responses could be partly explained by the halving in large microplankton, an assumed preferred food source for copepods, detected right after treatment. However, none of these were sustained until the end of the experiment, thus suggesting no longer-term consequences. All in all, this study provides evidence for a low impact risk of enhanced TA on zooplankton, and ultimately the ES of food production. These findings set a promising stage towards the safe implementation of CO2-equilibrated OAE in oligotrophic coastal waters.

How to cite: Sánchez, N., Goldenberg, S. U., Brüggemann, D., Weichler, M., Dorssers, S., and Riebesell, U.: Ecosystem impacts of Ocean Alkalization in an oligotrophic marine plankton community: A mesocosm study, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15436, https://doi.org/10.5194/egusphere-egu23-15436, 2023.

EGU23-15984 | ECS | Posters on site | OS3.4 | Highlight

Simulating Ocean Alkalinity Enhancement along the European Coast in an Earth System Model 

Neha Mehendale, Hao-wei Wey, Tronje Kemena, David Keller, and Andreas Oschlies

To assess the potential of coastal ocean alkalinity enhancement as a CO2 removal option for climate change mitigation, the Flexible Ocean and Climate Infrastructure (FOCI) earth system model was used to simulate alkalinity addition at the European coast open to the North Atlantic. FOCI has a global ocean resolution of 0.5° which can be regionally refined to 0.1° with a two-way nesting approach. The model was run in emission driven mode, starting with a linear ramp up from 2025 to 2035, after which alkalinity equivalent of 1Gt Ca(OH)2 per year was added in both resolution configurations from year 2035 to 2100 along the European coastline in a high and low emission scenario. To assess regional efficacies, the coast was divided into subsections. We illustrate the importance of adequate model resolution for simulating coastal alkalinity deployment, and show how each coastal region has a different CO2 uptake efficiency that is caused by differences in the regional environmental and hydrodynamic conditions.

How to cite: Mehendale, N., Wey, H., Kemena, T., Keller, D., and Oschlies, A.: Simulating Ocean Alkalinity Enhancement along the European Coast in an Earth System Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15984, https://doi.org/10.5194/egusphere-egu23-15984, 2023.

EGU23-16677 | Posters on site | OS3.4

Addition of Alkalinity to Rivers: a novel strategy for Ocean Alkalinity Enhancement 

Shannon Sterling, Edmund Halfyard, and Kristin Hart

Effective carbon dioxide removal (CDR) strategies are urgently needed to reduce risks of climate change. Here we propose a new strategy for Ocean Alkalinity Enhancement that targets the land-to-ocean component of the inorganic carbon cycle: river-based alkalinity and weathering enhancement (RAWE). RAWE adapts freshwater acidification mitigation technology to capture CO2 through mineral weathering and by increasing rivers’ capacity to retain and transport bicarbonate to long-term storage in the ocean. Field experiments in Nova Scotia rivers demonstrate the proof of concept, and global-scale modelling of RAWE indicates a potential millions of tonnes of CDR per year. Results suggest that RAWE meets CDR criteria, such as scalability, permanence, safety, and ability to simply quantify the CO2 removed, whilst delivering ecological co-benefits. 

How to cite: Sterling, S., Halfyard, E., and Hart, K.: Addition of Alkalinity to Rivers: a novel strategy for Ocean Alkalinity Enhancement, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16677, https://doi.org/10.5194/egusphere-egu23-16677, 2023.

EGU23-17368 | Posters on site | OS3.4

Novel method of ocean alkalinity enhancement using ikaite and other hydratedcarbonate minerals 

Laura Bastianini, Kristina Peterson, and Phil Renforth

Removing large volumes of CO2 from the atmosphere, as well as rapid and deep emission reductions, may be required to meet the goals of the Paris Agreement. This has catalyzed recent attention on carbon dioxide removal (CDR) approaches that can remove more CO2 from the atmosphere than they emit. The oceans absorb approximately 25% of the CO2 that is emitted to the atmosphere, which causes acidification and adds to the stress experienced by some shell-forming organisms. A relatively inexpensive process for creating a hydrated calcium carbonate, ikaite, could be used to mimic the effect of natural carbonate weathering. This process uses high pressure CO2 (~15 bar) in an aqueous reactor to dissolve crushed limestone within minutes. The calcium rich water is passed to a low-pressure reactor (~0.1 bar) that evolves and recycles gaseous CO2 and forces the precipitation of ikaite over 30 – 80 minutes at temperatures <15°C. Experimental results suggest complete dissolution of ikaite can increase seawater alkalinity and thus potentially ameliorate the effects of ocean acidification. The focus of this study is on material characterisation and geochemical kinetics. In particular, we are using Raman spectroscopy coupled with X-Ray Diffraction for identification of the materials synthetically formed and we are exploring experimentally the precipitation and dissolution kinetics of ikaite and other hydrated carbonate minerals such as amorphous calcium carbonate (ACC). Preliminary results show that ikaite might be a precursor of ACC and synthetic can be stable for days at low temperature (sufficient time to be added to the ocean) and that it dissolves in seawater and stoichiometrically increases alkalinity.

            This technology could be scaled up to have a meaningful impact on climate change, and the costs could be comparable to other CO2 removal approaches. That is possible within the next 20 to 30 years, particularly as the raw materials are abundant.

How to cite: Bastianini, L., Peterson, K., and Renforth, P.: Novel method of ocean alkalinity enhancement using ikaite and other hydratedcarbonate minerals, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17368, https://doi.org/10.5194/egusphere-egu23-17368, 2023.

EGU23-591 | ECS | Posters on site | OS3.5

The Changing Role of Stratospheric Ozone and Greenhouse Gasses in Modifying the Southern Ocean Carbon Sink 

Tereza Jarnikova, Corinne Le Quéré, Steven Rumbold, and Colin Jones

As the largest oceanic sink of anthropogenic CO2, the Southern Ocean (SO) plays a key role for climate and climate change, absorbing between 5 and 10 percent of the global CO2 emissions from human activities each year. Factors influencing the efficiency of the Southern Ocean CO2 sink include, for example, the rate and level of change of CO2 in the atmosphere and the associated changes in climate, including warming and winds. In particular, winds in the Southern Ocean have been observed to increase in the past 50 years, with this increase linked both to the change of stratospheric ozone and to the observed increase in greenhouse gasses. Here, we use a set of model simulations with the UKESM1 model run from 1950 to the end of the 21st century, we explore the relative contribution of changing greenhouse gases and ozone recovery in driving the evolution of the Southern Ocean carbon sink. Our runs encompass three sets of forcing: one with no ozone, one with ozone but no ozone recovery, and one with best estimated ozone recovery. This set therefore bookends possible evolution of ozone this century and thus the response of the ocean carbon state. Our results demonstrate the critical role of changes in wind distribution in the likely evolution of the SO carbon sink over the course of the 21st century.  

How to cite: Jarnikova, T., Le Quéré, C., Rumbold, S., and Jones, C.: The Changing Role of Stratospheric Ozone and Greenhouse Gasses in Modifying the Southern Ocean Carbon Sink, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-591, https://doi.org/10.5194/egusphere-egu23-591, 2023.

EGU23-824 | ECS | Posters on site | OS3.5

Machine learning-based drivers of present and future inter-annual variability in air-sea CO2 fluxes 

Damien Couespel, Jerry Tjiputra, Klaus Johannsen, Pradeebane Vaittinada Ayar, and Bjørnar Jensen

The inter-annual variability of the air-sea CO2 flux, is non-negligible, can modulate the global warming signal, yet it is poorly represented in Earth Systems Models (ESMs). ESMs are highly sophisticated and computationally demanding, which makes it challenging to perform dedicated experiments to investigate the key drivers of the CO2 flux variability across different spatial and temporal scales. Machine leaning methods can objectively and systematically explore large datasets, ensuring physically meaningful results. Here, we show that a Kernel Ridge Regression can reconstruct the present and future CO2 flux variability in five ESMs. Surface concentration of dissolved inorganic carbon (DIC) and alkalinity emerge as the critical drivers, but the former is projected to play a lesser role due to decreasing vertical gradient. Our results demonstrate a new approach to efficiently interpret the massive datasets produced by ESMs and at the same time offer guidance into future model development and monitoring strategies to constrain the CO2 flux.

How to cite: Couespel, D., Tjiputra, J., Johannsen, K., Vaittinada Ayar, P., and Jensen, B.: Machine learning-based drivers of present and future inter-annual variability in air-sea CO2 fluxes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-824, https://doi.org/10.5194/egusphere-egu23-824, 2023.

EGU23-942 | Orals | OS3.5

Constraining ocean carbon sink projections in CMIP6 models 

Jerry Tjiputra, Timothée Bourgeois, Nadine Goris, Pradeebane Vaittinada Ayar, Jörg Schwinger, and Klaus Johannsen

Understanding and limiting the spread of ocean carbon sink projections are crucial to effectively guide the development of climate mitigation policies, determine accurate future carbon budget and subsequently climate change. The North Atlantic and the Southern Ocean are two of the most intense sink regions for anthropogenic CO2 emissions, while the tropical Pacific is the largest outgassing system. Nevertheless, CMIP6 models simulate growing inter-model spread in future carbon fluxes in these regions. In this study, we apply an emergent constraint approach to reduce the projections uncertainties under the high-CO2 future scenario. The efficiency of surface-to-deep transport of anthropogenic carbon is commonly identified as the key mechanisms driving the systematic inter-model spread in high latitude regions. For the North Atlantic region, we further use a genetic algorithm to optimize our identified emergent constraint relationship by isolating the region where contemporary model bias strongly correlates with the projection spread. The interior biogeochemical state is key for constraining the future tropical Pacific CO2 flux. Our study consolidates the importance of improving representations of anthropogenic carbon ventilation mechanisms in models and sustaining carbon and watermass monitoring network in these regions to improve the fidelity of future model projections.

How to cite: Tjiputra, J., Bourgeois, T., Goris, N., Vaittinada Ayar, P., Schwinger, J., and Johannsen, K.: Constraining ocean carbon sink projections in CMIP6 models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-942, https://doi.org/10.5194/egusphere-egu23-942, 2023.

EGU23-2942 | ECS | Orals | OS3.5

Autonomous marine carbon system observations and measurements onboard Boaty McBoatface: Results and analysis from an 8-day mission in the Celtic Sea 

Emily Hammermeister, Socratis Loucaides, Efstathios Papadimitriou, Allison Schaap, Martin Arundell, Edward Chaney, and Matthew Mowlem

In a world where the climatic response to human carbon emissions has reached a critical point in time, understanding the ocean’s role in carbon cycling has become a major focus for scientific observation and intervention. The development of marine autonomous platforms provides observations of higher spatiotemporal resolution, which can be used to further measure, characterize, and model ocean carbon. As a part of the pioneering OCEANIDS programme, novel carbonate chemistry sensors were integrated on the Autosub Long Range (ALR) Autonomous Underwater Vehicle (Boaty McBoatface) and deployed in the Celtic Sea. The project utilized three autonomous Lab-On-Chip (LOC) sensors measuring pH, Total Alkalinity (TA), and Dissolved Inorganic Carbon (DIC). Together, these sensors enable characterisation of the marine carbonate system based on direct in situ measurements. This unprecedented technology has the potential to improve our understanding of the inorganic carbon cycle in the ocean and enable ocean acidification monitoring at a higher spatial and temporal resolution than currently possible. Additionally, it presents a powerful tool for CO2 leak detection from sub-seafloor carbon captureand storage (CCS) sites and paves the way towards decarbonisation of ocean observations. Preliminary results collected in March 2022 during a multi-day ALR mission in the Celtic Sea from surface waters to 600m depth will be presented. Sensor data will be validated against discrete water samples collected along the ALR’s track. The performance of the new technology and its potential as an observing tool for ocean CO2 observations and constraining the marine carbon cycle will be evaluated. Additionally, sensor post-processing analytical techniques and insights will be discussed.

How to cite: Hammermeister, E., Loucaides, S., Papadimitriou, E., Schaap, A., Arundell, M., Chaney, E., and Mowlem, M.: Autonomous marine carbon system observations and measurements onboard Boaty McBoatface: Results and analysis from an 8-day mission in the Celtic Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2942, https://doi.org/10.5194/egusphere-egu23-2942, 2023.

EGU23-3463 | ECS | Orals | OS3.5

Decadal Trends in the Oceanic Storage of Anthropogenic Carbon from 1994 to 2014 

Jens Daniel Müller, Nicolas Gruber, Brendan Carter, Richard Feely, Masao Ishii, Nico Lange, Siv K Lauvset, Akihiko Murata, Are Olsen, Fiz F Pérez, Christopher Sabine, Toste Tanhua, Rik Wanninkhof, and Donghe Zhu

The oceanic sink for anthropogenic CO2 (Cant) that humans have emitted into the atmosphere has been pivotal for limiting global warming. The transport of Cant from the surface into the ocean interior, where most of it is accumulating, is the rate limiting step for this uptake. Yet multi-decadal trends in the ocean interior storage of Cant have not been assessed at global scale. We determined such trends by applying the eMLR(C*) regression method to ocean interior observations collected between 1989 and 2020, and found that the global ocean storage of Cant grew by 29 ± 3 Pg C dec-1 and 27 ± 3 Pg C dec-1 (±1σ) from 1994 to 2004 and 2004 to 2014, respectively. Although the two growth rates are not significantly different, they imply a reduction of the oceanic uptake fraction of the anthropogenic emissions from 36 ± 4 % to 27 ± 3 % during the respective decades. We attribute this reduction to a decrease of the ocean buffer capacity and changes in ocean circulation. In the Atlantic Ocean, the maximum storage rate shifted from the Northern to the Southern Hemisphere, plausibly caused by a weaker formation rate of North Atlantic Deep Waters and an intensified ventilation of mode and intermediate waters in the Southern Hemisphere. Between 1994 and 2004, the oceanic Cant accumulation exceeded the net air-sea flux by 8 ± 4 Pg C dec-1, suggesting a loss of natural carbon from the ocean during this decade. Our results reveal a substantial vulnerability of the ocean carbon sink.

How to cite: Müller, J. D., Gruber, N., Carter, B., Feely, R., Ishii, M., Lange, N., Lauvset, S. K., Murata, A., Olsen, A., Pérez, F. F., Sabine, C., Tanhua, T., Wanninkhof, R., and Zhu, D.: Decadal Trends in the Oceanic Storage of Anthropogenic Carbon from 1994 to 2014, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3463, https://doi.org/10.5194/egusphere-egu23-3463, 2023.

EGU23-3623 | ECS | Orals | OS3.5

MOBO-DIC: Recent Trends and Variability in the Oceanic Storage of Dissolved Inorganic Carbon 

Lydia Keppler, Peter Landschützer, Siv K. Lauvset, and Nicolas Gruber

Several methods have been developed to quantify the oceanic accumulation of anthropogenic carbon dioxide (CO2) in response to rising atmospheric CO2. Yet, we still lack a corresponding estimate of the changes in the total oceanic stock of dissolved inorganic carbon (DIC). In addition to the increase in anthropogenic CO2, changes in DIC also include any alterations of the natural CO2 pool. Once integrated globally, changes in DIC reflect the net oceanic sink for atmospheric CO2, complementary to estimates of the air-sea CO2 exchange based on surface measurements. Here, we extend the machine learning approach by Keppler et al. (2020) to estimate global monthly fields of Mapped Observation-Based Oceanic DIC (MOBO-DIC) at 1° resolution over the top 1500 m from January 2004 through December 2019. We find that over these 16 years and extrapolated to cover the whole global ocean down to 4000 m, the oceanic DIC pool increased close to linearly at an average rate of 3.2±0.7 Pg C yr-1. This trend is statistically indistinguishable from current estimates of the oceanic uptake of anthropogenic CO2 over the same period. Thus, our study implies no detectable net loss or gain of natural CO2 by the ocean, albeit the large uncertainties could be masking it. Our reconstructions suggest substantial internal redistributions of the natural oceanic CO2 pool, with a shift from the mid-latitudes to the tropics and from the surface to below ~200 m. Such redistributions correspond with the Pacific Decadal Oscillation and the Atlantic Multidecadal Oscillation. The interannual variability of DIC is strongest in the tropical Western Pacific, consistent with the El Niño Southern Oscillation.

 

Reference:

Keppler, L., Landschützer, P., Gruber, N., Lauvset, S. K., & Stemmler, I. (2020). Seasonal carbon dynamics in the near-global ocean. Global Biogeochemical Cycles, 34, e2020GB006571. https://doi.org/10.1029/2020GB006571

How to cite: Keppler, L., Landschützer, P., Lauvset, S. K., and Gruber, N.: MOBO-DIC: Recent Trends and Variability in the Oceanic Storage of Dissolved Inorganic Carbon, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3623, https://doi.org/10.5194/egusphere-egu23-3623, 2023.

EGU23-4184 | ECS | Posters on site | OS3.5

A spatially explicit uncertainty analysis of the air-sea CO2 flux from observations 

Annika Jersild and Peter Landschützer

The ocean is a critical component of the global carbon budget. With a carbon reservoir substantially larger than the atmosphere's and an air-sea carbon flux absorbing approximately 25% of anthropogenic carbon annually, understanding and quantifying the air-sea carbon dioxide (CO2) flux and ocean carbon storage is essential for climate research. With this in mind, we developed a two-step neural network approach (SOM-FFN) to reconstruct the partial pressure of carbon dioxide (pCO2) at a 1°x1° resolution, providing an important global observational resource. Uncertainties in neural network and other interpolation techniques are, however, still substantial and remain poorly quantified, especially for remote or infrequently sampled regions. These uncertainties, which include mapping or extrapolation uncertainties as well as uncertainties in wind and gas transfer formulations, have a significant effect on our ability to balance regional and global carbon budgets. Therefore, we are reporting on the development of a two dimensional (longitude and latitude) gridded uncertainty product, available publicly alongside our standard neural network air-sea CO2 flux output from the SOM-FFN method. This dataset will pave the way for a better guided use of the computed air-sea CO2 fluxes and their regional uncertainties, taking into account major sources of air-sea CO2 flux uncertainty. Early analysis presented here allows for identification of regions of higher uncertainty, such as high latitude open ocean, and points to areas within the flux calculation where uncertainty must be further constrained in order to contribute to improving balance of regional carbon budgets in support of the UN stocktake.

How to cite: Jersild, A. and Landschützer, P.: A spatially explicit uncertainty analysis of the air-sea CO2 flux from observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4184, https://doi.org/10.5194/egusphere-egu23-4184, 2023.

The Indian Ocean experienced an extremely anomalous carbon flux with a magnitude of 0.1 PgC/yr in 2015-2016 according two pCO2-based data products and MOM6 model simulations. However, the Indian Ocean Dipole (IOD) climate mode cannot well explain the anomalous interannual variability. We show that the Indian Ocean carbon flux anomaly is remotely driven by the extreme 2015-2016 El Niño which is the strongest El Niño in the 21st century. The El Niño is able to drive a basin-scale warming and high dissolved inorganic carbon (DIC) anomaly in the southeastern tropical Indian Ocean which increase ocean pCO2 and weaken the ocean carbon sink in the Indian Ocean. The basin-scale warming is induced by a more shortwave radiation and less latent heat flux loss in the Indian Ocean which is originated from El Niño through cloud-radiation-SST feedback and wind-evaporation-SST (WES) feedback. The high DIC in the southeastern tropical Indian Ocean is induced by a less dilution of weakened the fresh Indonesia Through Flow (ITF) and reduced freshwater flux associated with El Niño. The ocean carbon response to El Niño remote effect is different from IOD. This study complements the understanding of air-sea CO2 flux interannual variability in the Indian Ocean.

How to cite: Liao, E. and Lu, W.: Exceptional decrease of Indian Ocean carbon uptake in 2015-2016 due to a remote effect of El Niño, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4202, https://doi.org/10.5194/egusphere-egu23-4202, 2023.

EGU23-4654 * | ECS | Orals | OS3.5 | Highlight

Observation-constrained estimates of the global ocean carbon sink from Earth system models 

Jens Terhaar, Thomas L Frölicher, and Fortunat Joos

The ocean slows global warming by currently taking up around one-quarter of all human-made CO2 emissions. However, estimates of the ocean anthropogenic carbon uptake vary across various observation-based and model-based approaches. Here, we show that the global ocean anthropogenic carbon sink simulated by Earth system models can be constrained by two physical parameters, the present-day sea surface salinity in the subtropical–polar frontal zone in the Southern Ocean and the strength of the Atlantic Meridional Overturning Circulation, and one biogeochemical parameter, the Revelle factor of the global surface ocean. The Revelle factor quantifies the chemical capacity of seawater to take up carbon for a given increase in atmospheric CO2. By exploiting this three-dimensional emergent constraint with observations, we provide a new model- and observation-based estimate of the past, present, and future global ocean anthropogenic carbon sink and show that the ocean carbon sink is 9 %–11 % larger than previously estimated. Furthermore, the constraint reduces uncertainties of the past and present global ocean anthropogenic carbon sink by 42 %–59 % and the future sink by 32 %–62 % depending on the scenario, allowing for a better understanding of the global carbon cycle and better-targeted climate and ocean policies. Our constrained results are in good agreement with the anthropogenic carbon air–sea flux estimates over the last three decades based on observations of the CO2 partial pressure at the ocean surface in the Global Carbon Budget 2021, and they suggest that existing hindcast ocean-only model simulations underestimate the global ocean anthropogenic carbon sink. The key parameters identified here for the ocean anthropogenic carbon sink should be quantified when presenting simulated ocean anthropogenic carbon uptake as in the Global Carbon Budget and be used to adjust these simulated estimates if necessary. The larger ocean carbon sink results in enhanced ocean acidification over the 21st century, which further threatens marine ecosystems by reducing the water volume that is projected to be undersaturated towards aragonite by around 3.7×1067.4×106 km3 more than originally projected.

How to cite: Terhaar, J., Frölicher, T. L., and Joos, F.: Observation-constrained estimates of the global ocean carbon sink from Earth system models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4654, https://doi.org/10.5194/egusphere-egu23-4654, 2023.

EGU23-5646 | ECS | Orals | OS3.5

Quantifying the added value of underway pCO₂ data from sailboats 

Jacqueline Behncke and Peter Landschützer

The ocean regulates the climate by annually absorbing roughly 25 % of anthropogenic CO2 emissions from the atmosphere. In order to quantify the capacity of the ocean carbon sink from observations, measurements of the sea surface partial pressure of CO2 (pCO2) are essential. Building on the existing observational networks, we can utilize neural networks and other statistical methods, to interpolate data gaps in time and space creating homogeneous pCO2 maps to estimate the exchange of CO2 through the air-sea interface. However, uncertainties in these neural network interpolations are still substantial, particularly in less frequently monitored ocean regions such as the Southern Ocean. Trying to close existing data gaps, MPI is working with a novel, cost efficient and environmentally friendly fleet: sailboats. Sailboat pCO2 has been regularly collected since 2018, however, their added value has not yet been quantified.
Here, we quantify the added value and rate of improvement of underway pCO2 data from such racing events by creating a twin of all available SOCAT observations, excluding data from sailboat races. We apply the SOM-FFN technique on all pCO2 observations in SOCAT as well as the twin dataset and calculated the sea surface pCO2 and subsequently the air-sea CO2 exchange. By comparing the reconstructive air-sea CO2 fluxes, we were able to quantify the difference, representing the added value of sailboat racing events.
Our results show that the reconstructions on SOCAT and the twin dataset significantly differ in the air-sea CO2 flux density on regional scales by up to 1.26 mol m-2 yr-1. 99 % of the significant differences fall below 0.40 mol m⁻² yr⁻¹. While differences are within the noise in many regions, significant differences can be detected in the less frequently monitored Southern Ocean, where pCO2 data from single events, such as the Vendée Globe are added, as well as in the North Atlantic, where the majority of racing events took place. While the results after 5 years of data collection do not show a significant effect when globally integrating the air-sea CO2 exchange, our results highlight the potential of sailing yachts as an observational platform, particularly in less frequently navigated ocean regions. We conclude that sailboat races provide a complementary observing platform to research vessels and robotic floats. Considering the recurrence of sailboat races, they have the potential to improve reconstructive air-sea CO2 flux estimates on a larger scale in the future.

How to cite: Behncke, J. and Landschützer, P.: Quantifying the added value of underway pCO₂ data from sailboats, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5646, https://doi.org/10.5194/egusphere-egu23-5646, 2023.

EGU23-8207 | ECS | Orals | OS3.5

Constraints on the variability of the oceanic CO2 sink from observations and theory 

Nicolas Mayot, Erik T. Buitenhuis, Rebecca Wright, and Corinne Le Quéré

The ocean is an important sink for carbon, absorbing 27% of the anthropogenic CO2 emitted to the atmosphere from human activities. The variability of this oceanic CO2 sink has come under scrutiny recently because data-products that are based on surface ocean CO2 observations (fCO2) and various statistical methods estimate twice the variability produced by process-based ocean models. These data-based products (pCO2 products) also suggest a strong growth of the oceanic CO2 sink in the past decade not produced by ocean models. Here we develop a hybrid approach that makes use of both fCO2 observations and an ocean model through a novel two-step optimisation approach. First, the model parameters are optimised to best reproduce fCO2 observations over the 1970-2019 period. Second, for each year with sufficient observations, the CO2 flux that minimises the distance to fCO2 observations is used as best estimate. This approach preserves the coherence of the physical and biogeochemical processes as represented in ocean models, while calibrating the CO2 fluxes to observations as done in pCO2 products. This approach confirms the ocean model weaknesses for producing coherent values of pCO2 in the high-latitude regions. The interannual variability in ocean CO2 sink after the two-step optimisation remains broadly consistent with the variability produced by the process model after the first optimisation step, but the amplitude of the variability is larger and closer to the one suggested by pCO2 products. The two-step otpimisation also improves the model’s representation of some documented decadal trends in the oceanic CO2 sink: its stagnation in 1990s and its reinvigoration in the 2000s. However, the optimisation approach does not support a strong increase of the oceanic CO2 sink in the past decade as reported by some pCO2 products. The finding is confirmed with the separate optimisation by latitude bands, where even in the Northern band (> 30°N) where the density of observations is maximum, the two-step optimisation returns a modest trend in the CO2 sink. In this high-latitude region, the fCO2 observations also suggest a low increase of the oceanic CO2 sink in the past decade, while they supported the previous increasing trend in the 2000s. Therefore, although the two-optimisation approach presented here partly reconciles results from process-based ocean models and data-based pCO2 products, it also suggests that the current generation of pCO2 products could be sensitive to numerical artefacts that artificially enhance the recent trend.

How to cite: Mayot, N., Buitenhuis, E. T., Wright, R., and Le Quéré, C.: Constraints on the variability of the oceanic CO2 sink from observations and theory, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8207, https://doi.org/10.5194/egusphere-egu23-8207, 2023.

EGU23-8688 | Orals | OS3.5

Drivers of increasing coastal CO2 uptake identified by a global model with seamless integration of coastal marine carbon dynamics 

Moritz Mathis, Fabrice Lacroix, Stefan Hagemann, David Nielsen, Tatiana Ilyina, and Corinna Schrum

I will present the first global ocean-biogeochemistry model with a seamless integration of coastal carbon dynamics, ICON-Coast, and provide insights from recent simulations on the drivers of the increasing CO2 uptake efficiency of the coastal ocean. Based on the unstructured triangular grid of the model, we globally apply a mesh refinement in the coastal ocean to better resolve complex circulation features as well as ocean-shelf exchange. Moreover, we incorporate tidal currents including bottom drag effects, and extended the model's biogeochemistry component to account for key shelf-specific carbon transformation processes. In this way the model encompasses all coastal areas around the globe within a single, consistent ocean-biogeochemistry model, thus naturally accounting for two-way coupling of ocean-shelf feedback mechanisms at the global scale. First hindcast simulations over the 20th century indicate that the increasing CO2 uptake efficiency of the coastal ocean is mainly driven by the rising pCO2 in the atmosphere (40%), climate-induced changes in the circulation (40%) and increasing historical nutrient loads from rivers (20%). While river inputs caused a significant boost in organic carbon sequestration by enhanced biological productivity, this mainly induced a shift in the resource utilization, from dissolved inorganic carbon delivered by the open ocean towards absorbed CO2 from the atmosphere. Thus the comparatively weak riverine impact on the CO2 uptake at the sea surface is mediated by an enhanced advective export of organic carbon, this way further intensifying the carbonation of the open ocean.

How to cite: Mathis, M., Lacroix, F., Hagemann, S., Nielsen, D., Ilyina, T., and Schrum, C.: Drivers of increasing coastal CO2 uptake identified by a global model with seamless integration of coastal marine carbon dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8688, https://doi.org/10.5194/egusphere-egu23-8688, 2023.

EGU23-10098 | ECS | Posters on site | OS3.5

Influence of seawater density on pelagic carbonate production 

Stergios Zarkogiannis

Planktonic foraminifera are a critical component of global pelagic biogeochemistry, export fluxes, and seawater properties. Calcifying foraminifera cells are profoundly important to biogeochemistry also due to their mass and strong ballasting of particulate organic matter that drives the biological carbon pump and to carbon cycling because of the biochemistry of calcite formation that both removes carbon towards the geological record in the form of carbonate and also produces CO2 for every molecule of CaCO3 produced. My research shows that ocean density exerts a role on planktonic foraminifera biomineralization. Since foraminifera are non-motile plankton glacial/interglacial ocean density fluctuations may cause shell weight changes for buoyancy regulation if foraminifera tend to always maintain certain depths. This newly described mechanism may help to further elucidate the marine carbon cycle. The decreased plankton calcification needs that it foresees during warm periods of lighter waters would remove less alkalinity from the surface interglacial ocean thus leaving it capable to absorb more atmospheric carbon. Furthermore, it is found that foraminifera species calcification intensifies with depth habitat following the increase in water density, offering new hints about the control of the different ocean strata to the carbon cycle.

How to cite: Zarkogiannis, S.: Influence of seawater density on pelagic carbonate production, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10098, https://doi.org/10.5194/egusphere-egu23-10098, 2023.

Coastal ocean is more vulnerable to ocean acidification (OA) than open ocean due to high inputs of nutrients from land, large biological production, and various human activities. We started coastal acidification monitoring at three coastal (Busan, Jeju, and Ulleung) and one offshore (3km away from the Busan site) sites in Korea to examine long-term trends of the OA and their effects on coastal ocean environment. Discrete surface seawater samples for measurement of total dissolved inorganic carbon and total alkalinity were collected at the Busan, the Jeju and the Ulleung, and the offshore sites on a weekly, biweekly, and monthly basis, respectively. Here, we report changes in pH and saturation state of seawater with respect to aragonite (Ω) at the four sites for the period of 2019–2022. At the Busan and the Ulleung sites, both pH and Ω showed significant decreases, but there were no trends at the other two sites. The change rates of deseasonalized pH and Ω (-0.011 ± 0.005 yr-1 for pH and -0.049 ± 0.024 yr-1 for Ω) found at the Busan site were similar to those (-0.010 ± 0.005 yr-1 for pH and -0.058 ± 0.025 yr-1 for Ω) of the Ulleung site. These rates are about six times greater than the global long-term mean rates (-0.016 per decade for pH and -0.07 per decade for Ω). Sea surface temperature and salinity did not show any significant trends for the same period. Continuous monitoring of carbonate parameters at these sites is necessary to get robust long-term OA trends and understand coastal OA processes by finding their drivers.

How to cite: Park, G.-H. and Lee, S.-E.: Significant changes in pH and saturation state of calcium carbonate in coastal ocean waters in Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12184, https://doi.org/10.5194/egusphere-egu23-12184, 2023.

EGU23-14024 | ECS | Posters on site | OS3.5 | Highlight

A seamless coastal to global ocean pCO2 and pH reconstruction at a 0.25-degree resolution with extrapolation to the near future 

Thi-Tuyet-Trang Chau, Frédéric Chevallier, and Marion Gehlen

Observational networks monitoring marine carbon variables are established to meet the critical need to estimate ocean CO2 uptake, as well as assessing its consequences on ocean health through changes in carbonate chemistry (ocean acidification). Despite considerable efforts over the past decades, data coverage is still sparse over large ocean regions, prompting the implementation of mapping methods to gap-fill carbon datasets over the globe. Different statistical approaches have been proposed with the aim to generate reconstructions of the complete marine CO2 system at high spatial-temporal resolutions. Following this goal, we first introduce a global reconstruction of surface ocean partial pressure of CO2 (pCO2) at monthly and 0.25-degree resolutions over the period 1985-2021. This high-resolution pCO2 product is derived from ensemble neural network models interpolating monthly gridded observation-based data from Surface Ocean CO2 ATlas (SOCAT). We will assess the ability of the proposed pCO2 ensemble (1) to derive long-term time series of pCO2 and associated 1-sigma uncertainty per 0.25-degree grid cell for each month, (2) to reproduce temporal and horizontal gradients of coastal pCO2 observations in comparison with a coarser spatial resolution, (3) to estimate surface ocean pH and air-sea CO2 fluxes. Furthermore, we will present an extension of the ensemble neural network models, which is referred to as a new module extrapolating pCO2 to several years ahead. The extended ensemble-based approach will ultimately be used to project global ocean CO2 uptake and ocean acidification with low latency.

How to cite: Chau, T.-T.-T., Chevallier, F., and Gehlen, M.: A seamless coastal to global ocean pCO2 and pH reconstruction at a 0.25-degree resolution with extrapolation to the near future, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14024, https://doi.org/10.5194/egusphere-egu23-14024, 2023.

To what extent does the representation of the carbonate pump and its evolution in a transient climate influence the ocean carbon cycle? The carbonate pump, the amplitude of which can be estimated through the CaCO3 export flux, is sometimes qualified as a counter-pump. Indeed, by inducing an imbalance between total alkalinity (Alk) and dissolved inorganic carbon (DIC) in the surface ocean, calcification induces relative degassing and acidification. However, it also drives vertical gradients of Alk and DIC in the ocean in response to CaCO3 dissolution at depth. Using equilibrium simulations of the NEMO-PISCES marine biogeochemical model, we investigate the influence of the carbonate pump on natural air-sea carbon fluxes and inter-hemispheric carbon transport within the ocean. We further show that despite diverse twenty-first century changes in the carbonate pump in CMIP6 models, its impact on the projected upper ocean carbon cycle is minimal compared to other drivers. Interpreting our results, we rely on the pair of conservative variables Alk and DIC, central to the representation of the ocean carbon cycle in models. In particular, we show that the usefulness of the classically represented Alk/DIC diagram can be extended to derive quantitative and comparative visual information on the processes driving the upper ocean carbon cycle.

How to cite: Planchat, A., Bopp, L., and Kwiatkowski, L.: The influence of the carbonate pump on the ocean carbon cycle - natural air-sea carbon fluxes, inter-hemispheric carbon transport and anthropogenic perturbations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14541, https://doi.org/10.5194/egusphere-egu23-14541, 2023.

EGU23-15673 | ECS | Posters on site | OS3.5

Seasonal changes in phytoplankton community composition and primary production in the southern Baltic Sea based on monitoring, ocean glider and satellite data 

Joanna Paczkowska, Bastien Y. Queste, Chiara Monforte, and Louise C. Biddle

We present year-long, vertically-resolved, high-resolution observations of phytoplankton community and primary productivity in the Bornholm Basin of the Baltic Sea. Sustained high-resolution monitoring reveals how the small-scale environmental dynamics regulate the phytoplankton community composition and primary productivity in the Bornholm Basin. We combine data from the Swedish National Monitoring Program, collecting phytoplankton (abundance, biomass and productivity) and environmental  (e.g. nutrients concentration) samples with remote sensing data and sustained observations from an Ocean Glider Observatory from March 2021 to 2022.

The Ocean Glider Observatory continuously collected high-resolution physical (e.g.temperature, salinity) and biochemical (chlorophyll a, dissolved oxygen) data (vertical resolutions at 10-centimetre scale and vertical profiles with a mean temporal resolution of ~37 min). Glider data are calibrated against remote sensing data, while in situ measurements of photosynthetic yield and community composition allow us to model community composition and primary productivity across the dataset.

Accurate estimation of primary productivity reveals the importance of short term and rapid changes in near-surface stratification and the deep chlorophyll maximum for the Bornholm ecosystem. Vertically resolved glider estimates also highlight limitations of remote sensing methods in this cloud covered region. As phytoplankton plays a crucial role in the transfer of energy through the food web via zooplankton up to fish, the importance of sustained, continuous high-resolution observations is required to fully capture the magnitude and variability of ecosystem processes and consequences to productivity.

How to cite: Paczkowska, J., Queste, B. Y., Monforte, C., and Biddle, L. C.: Seasonal changes in phytoplankton community composition and primary production in the southern Baltic Sea based on monitoring, ocean glider and satellite data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15673, https://doi.org/10.5194/egusphere-egu23-15673, 2023.

EGU23-15678 | ECS | Posters on site | OS3.5

An updated sea surface pCO2 data-product for the global coastal ocean 

Alizee Roobaert, Goulven Gildas Laruelle, Peter Landschützer, and Pierre Regnier

Over the past decade, the number of high-quality measurements of the sea surface partial pressure of CO2 (pCO2) has rapidly increased and large-scale community efforts have led to the compilation of these measurements into uniform quality-controlled databases. Moreover, the development of different robust interpolation techniques allowed one to circumvent the limitation of these datasets that remain discontinuous in time and space to create continuous spatiotemporal pCO2 maps. While significant progress has been made regarding the development of several global data-products for the global ocean, most of these products omit the coastal ocean and/or their spatial resolution is too coarse to fully capture the highly heterogeneous spatiotemporal pCO2 dynamics that occurs in these regions. As a result, the evaluation of the interannual variability and the long-term trends of the coastal air-sea CO2 exchange using a continuous CO2 flux (FCO2) product dedicated to the shallow portion of the global ocean has not yet been attempted and, hence, remains poorly understood. To address these limitations, this study updates the global coastal data-product of Laruelle et al. (2017) based on the coastal version of the Self Organizing Map and Feed Forward Network method and uses ~ 32 million observations to cover the longest period available for the coastal ocean (1982-2020). The good performance in space and time of this new data-product using several evaluation methods allows us to reconstruct the temporal evolution of the global coastal FCO2 sink based on observations. Our results indicate that today’s coastal ocean acts as a CO2 sink and that it has been a CO2 sink since the beginning of our study period (1982). This CO2 sink has however increased over time from a value of -0.25 Pg C yr-1 (for a total shelf surface area of 77 million km2) in the early 1980s to a current value of -0.6 Pg C yr-1. Our new product provides a new constraint for closing the global carbon cycle and its temporal evolution as well as for establishing regional carbon budgets requiring high resolution coastal flux estimates.

How to cite: Roobaert, A., Laruelle, G. G., Landschützer, P., and Regnier, P.: An updated sea surface pCO2 data-product for the global coastal ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15678, https://doi.org/10.5194/egusphere-egu23-15678, 2023.

EGU23-1515 * | ECS | Posters on site | OS3.6 | Highlight

Are war wrecks and their munition cargo posing health risks to fish? – A multi-biomarker assessment of dabs (Limanda limanda) living at wreck sites in the southern North Sea 

Romina Marietta Schuster, Franziska Binder, and Matthias Brenner

European marine waters were the scene of many sea battles and war events throughout the two World Wars, during which a high number of ships were sunk. The German Maritime Museum in Bremerhaven suspects that there are still approx. 680 wrecks from the two World Wars in the North Sea alone, many of which were partially or fully loaded with munition by the time of the sinking. The increasing corrosion of munition shells in the saline environment leads to increased leakage of chemical substances into the marine ecosystem posing risks to marine organisms, because the chemicals preserved in the munitions are toxic and classified as CMR substances (carcinogenic, mutagenic, toxic for reproduction). Particularly, the 2,4,6 - trinitrotoluene (TNT) is of great concern here, since it has been the most commonly used explosive during the World Wars.

To investigate the biological effects of the dumped ammunition on marine organisms, field studies were conducted on selected wrecks (UC30, SMS Mainz, and SMS Ariadne) from the First World War in the southern North Sea. Therefore, non-migratory dabs (Limanda limanda) were caught as close as possible to the wreck sites and investigated using a multi-biomarker approach. The dabs were first examined for obvious diseases before being dissected for subsequent assessment of relevant tissues.

First preliminary results show a significantly increased incidence of liver diseases including tumors in the dab fished at the wreck sites, compared to the fish caught at a reference area (Borkum Reef) most probably free of munition remains. Up to 65% of the examined dab (SMS Ariadne) showed at least one nodule in their liver. These results correlate with the TNT concentrations detected in the surrounding waters of the wreck site suggesting that wrecks are a point source for dissolved explosives having negative impacts on exposed marine organisms, including fish.

How to cite: Schuster, R. M., Binder, F., and Brenner, M.: Are war wrecks and their munition cargo posing health risks to fish? – A multi-biomarker assessment of dabs (Limanda limanda) living at wreck sites in the southern North Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1515, https://doi.org/10.5194/egusphere-egu23-1515, 2023.

The North Sea was the scene of many naval battles during both World Wars. As a result, military ships, civilian merchants, and cargo vessels sank. Today, the German Maritime Museum in Bremerhaven, Germany, suspects approx. 240 wrecks in Danish, at least 100 in Belgian and about 120 military wrecks including airplanes in the German EEZ and territorial waters. Many of these wrecks were partially or fully loaded with munition at the time of the sinking. However, based on archive information, visible inspections or survey reports only rough estimates about remaining quantities of munition on or in the vicinity of these wrecks can be made. After 75-100 years in the marine environment munition shells are corroding and start leaking chemicals of their explosive cargo into the marine environment. They main component of munition is 2,4,6 trinitrotoluene (TNT). Next to its ability to explode, TNT is also known for its toxicity and for being carcinogenic and mutagenic. In order to test for leaked explosives in the surrounding waters, sediments and biota field studies were conducted on wrecks sites in Belgium, Germany and Denmark. The measured concentration of explosive were subsequently correlated with potential health impairments, using blue mussels (Mytilus edulis) deriving from munition free site. These mussels were exposed for several weeks in steel cages on or near three wrecks sites. In Belgian waters the KW 58 Hendricus a transport vessel loaded with several tons of landmines sunken during WW II was selected for this investigations. In German waters the light cruiser SMS Mainz laying approx. 40sm west of the island of Heligoland was chosen and in Danish waters a German mine laying submarine (UC30) situated a few miles west of Esbjerg was investigated using caged blue mussels. Three to four cages filled with blue mussels were placed at different locations on each of the three wrecks. At the end of the exposure time mussels were retrieved and first examined for mortality, subsequently dissected and analysed in the lab for biomarker responses according to a multi-biomarker approach. First results show very different water concentrations around the wreck sites ranging from low ng/L of dissolved TNT up to the µg/L and mg/L level. Further, also the uptake of TNT by mussels could be proven resulting in measurable biomarker responses of the exposed blue mussels.

How to cite: Brenner, M., Schuster, R., and Binder, F.: Biological effects of munition left on war wrecks on the health of caged blue mussels (Mytilus edulis, L.)  in the southern North Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2746, https://doi.org/10.5194/egusphere-egu23-2746, 2023.

EGU23-5211 | ECS | Posters on site | OS3.6

Depuration kinetics of TNT and its metabolites in lab exposed blue mussels (Mytilus edulis, L.) 

Franziska Binder, Tobias Bünning, Jennifer Strehse, Edmund Maser, and Matthias Brenner

Explosive chemicals released by dumped warfare material pose a threat to the marine environment and can enter the marine food web. These chemicals are toxic and are suspected to be carcinogenic, mutagenic and have also genotoxic effects. 2,4,6-Trinitrotoluene (TNT) is one of the most used explosives in munitions and therefore of special interest. To test the potential uptake, bio-concentration or bio-accumulation, and metabolism or depuration of TNT in marine organisms two lab exposure experiments were conducted using common blue mussels (Mytilus edulis). Mussels were exposed to different TNT concentrations for a specific period of time. The first experiment ran for a total of 120 hours, with 48 hours of exposure to different TNT concentrations (0 mg/L, 0.625 mg/L, 1.25 mg/L and 2.5 mg/L) followed by a 72 hours recovery phase in clean artificial seawater. Mussel sampling took place during the recovery phase.

The second experiment was performed as follow up to the first experiment and was conducted over 36 hours, with 24 hours of exposure and 12 hours of recovery. Water and mussel samples were taken during exposure and recovery phase with a higher sampling resolution within the first hours of the recovery phase. GC-MS/MS was used to determine the mussel tissue and water concentration of TNT and its metabolites 2-amino-4,6-dinitrotoluol (2-ADNT), 4-amino-2,6-dinitrotoluol (4-ADNT) and 2,4-diamino-6-nitrotoluene (2,4-DANT).

Results of the first experiment showed a rapid decrease in TNT and metabolite concentrations in mussel tissues over time. Overall, 57 to 76 % of the detected concentration was metabolised within the first four hours after the exposure. Analysis of samples of the second experiment verified the results from the first experiment showing clear linear digression of the two ADNTs within the first four hours of the recovery phase and a more or less complete metabolism of the parent compound TNT.

In summary, uptake of TNT in relation to the exposure concentration could be proven and first insights concerning the metabolism and depuration velocity could be shown.

Keywords: TNT, metabolites, 2-ADNT, 4-ADNT, metabolic rate, depuration

How to cite: Binder, F., Bünning, T., Strehse, J., Maser, E., and Brenner, M.: Depuration kinetics of TNT and its metabolites in lab exposed blue mussels (Mytilus edulis, L.), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5211, https://doi.org/10.5194/egusphere-egu23-5211, 2023.

EGU23-5517 | Posters on site | OS3.6 | Highlight

Toxicological consequences of sea-dumped munitions 

Edmund Maser, Tobias Buenning, and Jennifer Strehse

Since World War I, considerable amounts of warfare material have been dumped at seas worldwide. After more than 70 years of resting on the seabed the metal shells of these munitions are corroding, such that  different kinds of chemicals leak out and distribute in the marine environment. Energetic compounds such as TNT (2,4,6-trinitrotoluene) and its derivatives are known for their toxicity and carcinogenicity, thereby posing a threat to the marine environment. Toxicity studies suggest that chemical components of munitions are unlikely to cause acute toxicity to marine organisms. However, there is increasing evidence that they can have sublethal and chronic effects in aquatic biota, especially in organisms that live directly on the sea floor or in subsurface substrates. Moreover, munition-dumping sites could serve as nursery habitats for young biota species, demanding special emphasis on all kinds of developing juvenile marine animals.

While the mechanism of toxicity and carcinogenicity of TNT and its derivatives occurs through its capability of inducing oxidative stress in the target biota, we found that TNT can induce the gene expression of carbonyl reductase in blue mussels. Carbonyl reductases are members of the short-chain dehydrogenase/reductase (SDR) superfamily and provide a defense mechanism against oxidative carbonyl stress as a consequence of reactive oxygen species (ROS) derived lipid peroxidation. After a bioinformatics approach and molecular cloning of the carbonyl reductase gene, we could show in both laboratory and field studies that TNT induces a strong concentration- and organ-dependent gene induction in the blue mussel. Carbonyl reductase may thus serve as a biomarker and early warning system for TNT exposure in marine systems

Unfortunately, munition chemicals may also enter the marine food chain and directly affect human health upon consuming contaminated seafood. While uptake and accumulation of toxic munition compounds in marine seafood species such as mussels and fish have already been shown, a reliable risk assessment for the human seafood consumer and the marine ecosphere is lacking and has not been performed until now. In this talk we present the landmarks for a risk assessment for the marine ecosphere as well as for humans who consume seafood contaminated with munition chemicals. We hereby follow the general guidelines for a toxicological risk assessment of food as suggested by authorities.

 

How to cite: Maser, E., Buenning, T., and Strehse, J.: Toxicological consequences of sea-dumped munitions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5517, https://doi.org/10.5194/egusphere-egu23-5517, 2023.

EGU23-6163 | Posters on site | OS3.6 | Highlight

Chemical munitions in the Baltic Sea – growing evidence of environmental impact 

Jacek Bełdowski, Jaromir Jakacki, Paula Vanninen, Kari Lehtonen, Matthias Brenner, Jacek Fabisiak, Stanisław Popiel, Michał Czub, Jakub Nawała, and Daniel Dziedzic

Over 38000 tons of chemical munitions were dumped in the Baltic Sea after World War II. They rest on the bottom of the Gotland and Bornholm Deeps. Studies performed between 2011 and 2019 show that those munitions are largely corroded, and chemical warfare agents (CWA) are released to the environment. Biomarker studies indicate, that they adversely affect marine biota from the dumpsites. Hydrodynamic models suggest that they can be transported with currents to adjacent areas. CWAs are transformed in the environment producing a variety of different degradation products, some of them characterized by higher toxicity than the parent compounds. An effort was undertaken to summarize the studies performed in three EU Interreg and one NATO SPS projects focusing on this problem.

How to cite: Bełdowski, J., Jakacki, J., Vanninen, P., Lehtonen, K., Brenner, M., Fabisiak, J., Popiel, S., Czub, M., Nawała, J., and Dziedzic, D.: Chemical munitions in the Baltic Sea – growing evidence of environmental impact, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6163, https://doi.org/10.5194/egusphere-egu23-6163, 2023.

EGU23-6236 | ECS | Posters on site | OS3.6

Impact of munition dumpsites on the benthic macrofauna in the western Baltic Sea 

Andrey Vedenin, Ingrid Kröncke, and Jens Greinert

The German waters of the North and Baltic Sea contain over 1.6 million tons of dumped munition, mostly left after the first and second World Wars. Some of the dumpsites consist of old mines and shells containing TNT, which is known to have toxic effect on marine organisms. The objective of this study was to investigate whether the structure and composition of benthic macrofauna is influenced by the munition.

Two munition sites were chosen in the western Baltic Sea – Kolberger Heide (=‘KH’, Kiel Bay) and Haffkrug (=‘H’, Lübeck Bay). Samples were taken with 0.1 m2 van-Veen grab (two replicates per station), sieved through 1 mm sieve and fixed with formalin. Stations were taken at several areas near the munition dumpsites, each time arranged in two short parallel transects with ~100 m step (6-10 station per area). In addition, samples in the background areas away from munition were taken. A total of 19 stations (37 samples) were taken in ‘KH’ and 25 stations (50 samples) were taken in ‘H’. Environmental values used in this study included depth, TNT-content in bottom water layer, distance from the maximum concentration of the munition objects, latitude and longitude.

A total of 118 taxa were found in ‘KH’ and 121 taxa in ‘H’. Abundance and biomass values varied among the samples greatly in both areas (from 10 to 1730 ind. 0.1 m-2 and from 0.09 to 155.37 g wet weight 0.1 m-2 respectively), although the dominant taxa were similar in all samples, including polychaetes Scoloplos armiger, Pygospio elegans, Dipolydora quadrilobate and Lagis koreni and gastropods Peringia ulvae.

In ‘KH’ notably higher abundance and biomass values were observed in the control sites, while the diversity expressed in different indices (Shannon index, Rarefaction curves, Pielou’s evenness etc.) was relatively higher in the munition sites. According to the canonical correspondence analysis, species and samples were grouped along two axes, roughly corresponding to the larger TNT content and shallower depths. Linear mixed-effect model showed statistically significant values for TNT content vs. Shannon diversity index with negative linear relation.

In ‘H’ the results were different with no clear abundance biomass or diversity relations to the environmental factors. However, this can be connected to a different munition distribution within the Lübeck Bay, which is more dispersed through the area, without such clear concentration area as in ‘KH’. Further possible conclusions will be discussed.

How to cite: Vedenin, A., Kröncke, I., and Greinert, J.: Impact of munition dumpsites on the benthic macrofauna in the western Baltic Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6236, https://doi.org/10.5194/egusphere-egu23-6236, 2023.

After the Second World War, large quantities of conventional munition were dumped in the German Baltic Sea. Most of the munition is concentrated in coastal munition dumpsites in water depths between 10 and 25 meters (Kampmeier et al., 2020). The toxic explosives they contain and their degradation products pose a threat to the local marine environment, as shown by Beck et al. (2021), Strehse, et al. (2020) and Schuster et al. (2021).

Despite these alarming news, the precise number of discarded munitions material (DMM) and its role in complex marine ecosystems is not yet fully explored. For the development of future remediation plans, the number, types and locations of the munitions needs to be known and an ecological and geological characterisation of the sites performed. Multibeam echosounding in combination with photo mapping are key-methods not only for spatial munition mass calculations, but also for detailed marine habitat mapping. High-resolution 400 - 700 kHz MBES data provide bathymetric maps with decimetre resolution on which DMM hotspots can be identified. AUV-based photo mapping can subsequently be used at certain locations to produce highly detailed photo mosaics and digital elevation models  in millimetre resolution. The combination of both mapping methods is used to compare two DMM hotspots within the German Baltic Sea, Kolberger Heide in Kiel Bay and Pelzerhaken in Luebeck Bay. We will show prominent differences in terms of type and number of munitions, corrosion and deposition status and local habitat. The goal is to transfer such details to the larger-scale MBES data in order to provide dumpsite- habitat characterisations and make DMM mass calculations within the Baltic Sea more robust.

How to cite: Kampmeier, M. and Greinert, J.: Combined hydroacoustic and optical mapping for marine munition dumpsite characterisation and DMM mass calculations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11333, https://doi.org/10.5194/egusphere-egu23-11333, 2023.

EGU23-14271 | ECS | Posters on site | OS3.6

Implementing geophysical and geochemical data in multi-criteria analysis for prioritization of munition dump site clearance 

Samar Ensenbach, Alexander Pechmann, and Torsten Frey

There is about 1,6 million tons of dumped ammunition lying in the German Baltic and North Sea waters, which is not only toxicologically threatening the aquatic ecosystems, but also hindering anthropogenic off-shore activities such as construction of wind parks, pipelines and fisheries. Although, the German federal government is committed to providing considerable funds, the large amount of munition in the German Seas and the complexity of retrieving it, make remediation efforts time consuming and costly. An important question is therefore, “How should dumped munition sites in the German Baltic Sea be prioritized for clearance?”. The focus on the Baltic sea results from the amount of available data.

This poster will showcase how a priority list for the remediation of dump sites of conventional munition in the German Seas will be generated using multi-criteria analysis. This decision depends on a multitude of factors, ranging from the availability of information, geophysical features, collected biological, chemical and toxicological data, level of corrosion, proximity to beaches, severity of contamination, distance to infrastructure as well as the preferences of the stakeholders involved.

To structure the multiple factors and to capture preferences of diverse stakeholders, the Analytic Hierarchy Process (AHP) will be used. AHP helps guide complex decisions regarding a set of alternatives for dealing with a particular problem. This is done by structuring relevant criteria within a hierarchy tree and comparing them pairwise through stakeholder participation. This procedure will aid the computation of a final priority list of which dumping sites to clear first. This result will reflect the priorities of the different groups of involved stakeholders, the multiple factors and it will indicate what kind of additional information may need to be generated for future analysis. The poster will therefore, exemplify how geophysical and geochemical data can be used to assist political decision making.

How to cite: Ensenbach, S., Pechmann, A., and Frey, T.: Implementing geophysical and geochemical data in multi-criteria analysis for prioritization of munition dump site clearance, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14271, https://doi.org/10.5194/egusphere-egu23-14271, 2023.

Tropical forests in southern China have been suffering high level of acid rain in recent decades, which may alter soil phosphorus (P) supply capacity and thus affect ecosystem productivity. We conducted a 10-yr field experiment of simulated acid rain (SAR) to examine how acidification impacts seasonal changes of soil P fractions in a tropical forest with highly-acidic soils in south China. The results showed that SAR significantly reduced soil P bioavailability, with increased occluded P pool but reduced the other more labile P pools in the dry season. The decreased soil P bioavailability was primarily related to the repressed P desorption capacity and enhanced P sorption during soil acidification, which regulated by acid-activated soil iron/aluminum minerals and soil organic matter. However, in the wet season, SAR did not change microbial P, soluble P and labile organic P pools. Different from the decline of microbial abundance in the dry season, SAR increased ectomycorrhizal fungi and its ratio to arbuscular mycorrhiza fungi in the wet season, which significantly stimulated phosphomonoesterase activities and likely promoted the dissolution of occluded P. Our results suggest that, even in already highly-acidic soils, the acidification-induced P limitation could be alleviated by stimulating ectomycorrhizal fungi and phosphomonoesterase activities. The differential responses and microbial controls of seasonal soil P transformation revealed here should be implemented into ecosystem biogeochemical model for predicting plant productivity under future acid deposition scenarios.

How to cite: Hu, Y., Chen, J., and Deng, Q.: Mycorrhizal fungi alleviate acidification-induced phosphorus limitation: Evidence from a decade-long field experiment of simulated acid deposition in a tropical forest in south China, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2919, https://doi.org/10.5194/egusphere-egu23-2919, 2023.

EGU23-3112 | ECS | Orals | BG1.5

Can we account for the “missing” phosphorus in simulated low phosphorus agricultural systems? 

Jennifer Davies, Victoria Janes-Bassett, Martin Blackwell, Andrew Burgess, Jessica Davies, and Philip Haygarth

Long term total phosphorus (P) concentration, inorganic P and / or organic P concentration in agricultural soils is not commonly measured. As a consequence, computer-based models, that have been developed to predict P responses to changing management practices, are typically tested against soil “agronomically available” P data (as measured by tests such as; Olsen-P, Morgan’s-P, Mehlich-3, etc.) and those that do test against total P are limited to a few agricultural experimental sites across the world. While there is some correlation with total soil P, the term “available P” is arguably a functional concept, influenced by a large number of biotic and abiotic factors, rather than a direct soil measurement. This highlights a developmental gap in P modelling which could help to further unlock our understanding of P biogeochemical cycling when used in conjunction with contemporary empirical P research. 

Investigating P cycling in agricultural systems using the computer-based model N14CP has demonstrated that the model can predict carbon and nitrogen cycling and crop yields well for systems receiving abundant fertiliser. However, in systems where there is no P applied, predicted yield responses are greatly underestimated, with “missing” P input concentrations equivalent to annual fertiliser application rates. To date, the testing of N14CP has not included the P pools due to a lack of soil total P and/or soil organic P data from long-term field trials. Using recent total, organic and inorganic phosphate concentrations in the topsoil and yield data from two contrasting long-term field trial sites in the UK and the USA, this research will test P outputs and modelled yields from N14CP. It is hypothesised that the model will underestimate soil P concentrations, and crop yield, in the absence of P fertiliser inputs. This study will then apply changes to the mode model inputs, outputs and control processes to investigate whether these are sufficient to supply the crops and soil with the “missing” P. 

Understanding this source of “missing” P in N14CP will not only be useful for developing our understanding of P processes in computer-based models but could also further understanding of P processes linked to P draw-down in agricultural systems that have a history of high legacy P concentrations. 

How to cite: Davies, J., Janes-Bassett, V., Blackwell, M., Burgess, A., Davies, J., and Haygarth, P.: Can we account for the “missing” phosphorus in simulated low phosphorus agricultural systems?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3112, https://doi.org/10.5194/egusphere-egu23-3112, 2023.

EGU23-7187 | Posters on site | BG1.5

Phosphorus Bioavailability and Speciation dynamics within fluvial suspended sediments 

David O'Connell, Qingzin Zhang, Diogo Ferreira, Sara Sandstrom, Robbie Goodhue, Laurence Gill, and Yongfeng Hu

Eutrophication of agricultural catchment streams remains a global problem despite increasingly stringent regulations. Long term, sustained release of bioavailable phosphorus (P) from legacy P stored in fluvial sediments may impact downstream water quality, hence greater understanding is required regarding P speciation dynamics and potential release mechanisms from fluvial sediments to the water column.

This study examined the dynamic P fractions, speciation and bioavailability of suspended fluvial sediments from two geologically contrasting agricultural catchment streams (Ballyboughal (BB) and Tintern Abbey (TTA)) using a combination of complimentary techniques including sequential chemical  fractionations (SCF), Dual Culture Diffusion Apparatus mesocosm experiments (DCDA), X-ray fluorescence spectroscopy (XRF) and X-ray Absorption Near-edge Structure (XANES) spectroscopy. Results from the SCF of fluvial suspended sediments pre- and post DCDA microcosm experiment’s revealed that loosely bound P (PH2O), exchangeable P against OHions (PNaOH), and organic P (POrg) are the major P fraction contributors to the bioavailable P fraction which would promote algal growth. Other P fractions including acid-soluble P principally associated with calcium phosphate compounds (PHCl) and ferric bound P (PCBD) showed relatively lower mineralisation to bioavailable P. Significantly, P K-edge XANES spectra enabled identification of seasonal and spatial P speciation dynamics and the existence of major P fractions including Fe-P and Ca-P associated mineral phases along with organic P compounds. Additionally, SCF, XRF and Ca K-edge XANES show contrasting Ca associated phases between both catchments, with calcite dominant in the BB sediments and Ca humic-complexes predominant in the TTA sediments. Contrasting Ca-P fraction transformation mechanisms of the two catchments are indicated by P redistributions in SCF and the reduction of elemental Ca amounts from XRF analysis. Calcium (Ca) K-edge XANES shows the BB catchment has a large amount of calcite while TTA was shown to contain organic Ca compounds, likely in the form of Ca-humic-complexes. This study provides a conjunctive method for future studies and validation of P speciation and bioavailability assessment associated with fluvial suspended sediments from agricultural catchments streams. The results contribute to future catchment scale sedimentary fluvial P modelling and enhanced catchment management strategies to improved water quality.

 

How to cite: O'Connell, D., Zhang, Q., Ferreira, D., Sandstrom, S., Goodhue, R., Gill, L., and Hu, Y.: Phosphorus Bioavailability and Speciation dynamics within fluvial suspended sediments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7187, https://doi.org/10.5194/egusphere-egu23-7187, 2023.

EGU23-7734 | Orals | BG1.5 | Highlight

Land plant evolution and volcanism led to the Late Devonian mass extinction 

Gabriel Filippelli, Matthew Smart, William Gilhooly, Kazumu Ozaki, Christopher Reinhard, Jessica Whiteside, and John Marshall

The evolution of land plants in terrestrial environments brought about one of the most dramatic shifts in the history of the Earth system — the birth of modern soils — and likely stimulated massive changes in marine biogeochemistry and climate. In particular, multiple marine mass extinctions characterized by widespread anoxia, including the Late Devonian mass extinction around 375 million years ago (Ma), may have been linked to terrestrial nutrient release driven by newly-rooted landscapes. Here, we use recently generated constraints from Earth’s lacustrine rock record as variable inputs in an Earth system model of the coupled C-N-P-O2-S biogeochemical cycles in order to evaluate whether recorded changes to phosphorus fluxes would be adequate to sustain Devonian marine biogeochemical perturbations and extinction dynamics. Results show that globally scaled riverine phosphorus export during the Late Devonian mass extinction generates widespread marine anoxia and produces carbon isotope, temperature, oxygen, and carbon dioxide perturbations generally consistent with the geologic record. Similar results for a competing extinction mechanism, large scale volcanism, suggest the Late Devonian mass extinction was likely multifaceted with both land plants and volcanism as contributing factors.

How to cite: Filippelli, G., Smart, M., Gilhooly, W., Ozaki, K., Reinhard, C., Whiteside, J., and Marshall, J.: Land plant evolution and volcanism led to the Late Devonian mass extinction, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7734, https://doi.org/10.5194/egusphere-egu23-7734, 2023.

EGU23-12271 | ECS | Posters on site | BG1.5

The impact of changing freeze-thaw dynamics under recent climatic changes on nutrient leaching in a Swedish agricultural field 

Anna Lackner, Tobias Klöffel, and Jennie Barron

Agriculture can be a significant contributor of nutrients, such as phosphorus (P) and nitrogen (N) to surface water, increasing the risk of eutrophication. Soil frost and freeze-thaw (FT) cycles impact both the transport of nutrients through changes in the hydrologic regime of the field and the mobility/availability of nutrients through changes in the biogeochemistry of the field.  With a changing climate, changes in the frequency and duration of FT cycles are expected in regions of higher latitudes and altitudes. However, there is a knowledge gap related to the response of nutrient leaching with changing FT patterns in a changing climate.

The aim of this study was to investigate the impact of soil freezing and thawing on nutrient leaching (N, P) from an agricultural field in northern Sweden for the period 1989-2021. The FT dynamics were modelled in terms of a soil temperature profile using an explicit soil moisture and energy-based process model – the COUP, at an hourly time step. Long term environmental monitoring data of surface and drainage runoff, combined with soil temperature and soil moisture data were used for model calibration and validation. Finally, the modelled FT dynamics and measured nutrient concentrations and runoff were statistically related to each other.

Our preliminary findings confirm the importance of soil frost occurrence for the separation of surface runoff and drainage. However, no clear relationship between soil FT dynamics and nutrient loads (or concentrations) in surface or drainage water could be observed. This suggests that changes in the hydrological regime through freezing and thawing are most important for the amount and export pathways of nitrogen and phosphorous as compared to alternative mechanisms of nutrient mobilisation.

How to cite: Lackner, A., Klöffel, T., and Barron, J.: The impact of changing freeze-thaw dynamics under recent climatic changes on nutrient leaching in a Swedish agricultural field, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12271, https://doi.org/10.5194/egusphere-egu23-12271, 2023.

EGU23-12467 | ECS | Orals | BG1.5

Human-caused increases in phosphorus burials in global lake sediments during the Holocene 

Luyao Tu, Madeleine Moyle, John Boyle, Paul Zander, Tao Huang, Lize Meng, Changchun Huang, Martin Grosjean, and Xin Zhou

Human activities have contributed to significant disruptions of the phosphorus (P) cycle on Earth’s surface.  Yet, there is little information about when and how humans started to influence the global P cycle in the past. In this study, we reconstruct lake-wide P burial rates during the Holocene based on sediment-P data of 108 lakes across the globe. The results indicate the first distinct increases in lake P burial rates after the mid-late Holocene (at around 4000 years before present BP) at global scales and in Europe. Yet, different land-use histories have caused different timings of the first increases in lake P records in other regions, with ~2000 BP in China and ~550 BP in North America. We further show that global lake P-sequestration rate from ~4000 BP to 1850 Common Era (CE) has doubled compared with that in the period before 4000 BP. Since 1850 CE, the value increased ~six-fold compared with the period before 4000 BP. These findings indicate that anthropogenic activities have been affecting the global P cycle over a pre-industrial background for millennia.

How to cite: Tu, L., Moyle, M., Boyle, J., Zander, P., Huang, T., Meng, L., Huang, C., Grosjean, M., and Zhou, X.: Human-caused increases in phosphorus burials in global lake sediments during the Holocene, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12467, https://doi.org/10.5194/egusphere-egu23-12467, 2023.

EGU23-13516 | Posters on site | BG1.5

P-TRAP – Reducing diffuse phosphorus input to surface waters 

Thilo Behrends and Sylvia Walter

In 2019 the EU Marie Sklodowska-Curie Training Network P-TRAP has been launched and is now approaching its end. The project has been targeting the diffuse flux of phosphate (P) into surface waters, i.e. the problems of understanding and controlling environmental P fluxes. P-TRAP has been aiming to develop new methods and approaches to trap P in drained agricultural areas and in the sediments of eutrophic lakes. The P-TRAP technologies have in common that they rely on the naturally strong connection between the biogeochemical cycling of P and iron (Fe). Trapping of P involved the application of Fe-containing by-products from drinking water treatment. P-TRAP aspired the ideas of a circular economy and aimed at recovering the retained P in agricultural systems and to convert it into valuable products for agricultural applications. In order to direct and support the development of the technologies, process-orientated investigations on the behaviour of P during the transformation of Fe minerals have been conducted. The poster will highlight some results from the project and will present conclusions, which can be drawn based on the current achievements.

How to cite: Behrends, T. and Walter, S.: P-TRAP – Reducing diffuse phosphorus input to surface waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13516, https://doi.org/10.5194/egusphere-egu23-13516, 2023.

EGU23-13631 | Posters on site | BG1.5

Fe solid phase chemistry and its effect on P retention in the sediment of a eutrophic peat lake 10 years after Fe amendment 

Melanie Münch, Rianne van Kaam, Karel As, Stefan Peiffer, Gerard ter Heerdt, and Andreas Voegelin

Globally, surface water quality and ecosystem functioning are challenged by anthropogenic P inputs. While sterner legislation has led to lower external P loading, internal loading fed by legacy P accumulated in the sediment has become the controlling factor of surface water P concentrations in many European freshwater systems. Fe amendment is a treatment method to control internal P loading, but is not always successful on the long term. In Lake Terra Nova, a polymictic shallow peat lake in the Netherlands, treatment with FeCl3 only led to a temporary decrease in sedimentary P release. Two years after treatment seasonal peaks in surface water P concentrations started to appear and have been increasing in intensity for the past 8 years. Depth-resolved solid phase analysis by sequential Fe and P extractions was combined with bulk X-ray absorption spectroscopy (XAS) at the Fe K-edge and high-resolution micro-X-ray fluorescence spectrometry (µ-XRF) and µ-XAS. At spots with distinctively high Fe contents, pyrite and silicate-bound Fe are identified by microscopic and spectroscopic analyses. The spectroscopic data, however, also point to a finely dispersed Fe species in the sediment matrix which most likely corresponds to Fe complexed by OM in the surface sediment. The correlation of the distribution of P and Fe suggests that P is bound to these Fe-OM complexes. This interpretation is supported by the sequential extraction results which showed that the Fe treatment induced a shift in the dominant P pool from Ca-bound P to Fe- and OM-bound P. Overall, the results indicate that FeCl3 application caused a change in sediment P dynamics towards a highly redox sensitive system in which P bound to Fe-OM is released to the surface water during seasonally low bottom water oxygen concentrations. The results of this study therefore indicate that FeCl3 may not be the ideal additive for the remediation of internal P loading in peaty water bodies due to the high affinity of Fe to OM.

How to cite: Münch, M., van Kaam, R., As, K., Peiffer, S., ter Heerdt, G., and Voegelin, A.: Fe solid phase chemistry and its effect on P retention in the sediment of a eutrophic peat lake 10 years after Fe amendment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13631, https://doi.org/10.5194/egusphere-egu23-13631, 2023.

EGU23-16011 | Orals | BG1.5

Speciation of soil organic phosphorus: Steps from NMR spectra to bioavailability 

Jürgen Schleucher, Lenny Haddad, Marina Paneque, David Wardle, Andrea Vincent, and Reiner Giesler

Phosphorus (P) is an essential element for all life on Earth. Understanding P cycling is in the context of global change crucial both for modelling of global biogeochemical cycles and for agricultural productivity. Recently, concerns about the future of P fertilizer supply have prompted much research on soil P and method development. 31P Nuclear Magnetic Resonance (NMR) Spectroscopy has been used to analyse speciation of inorganic and of organic P species (Po), using in alkaline soil extracts1. The region containing signals from phosphomonoesters is particularly important because these compounds are considered biologically active, but there are still significant problems to be resolved particularly for this region of P NMR spectra, including: 1. Poor signal resolution often makes quantification of Po species in this region very challenging. 2. It is unclear if observed signals are due to free P species, or originate from P compounds bound to high-molecular weight soil matter. 3. The question needs to be addressed how signals observed in alkaline extracts relate to P species that were originally present in the soil. Here we present two approaches to address these problems:

In a study of a 5000-year soil chronosequence in Northern Sweden2, we found that humus P composition barely changed, although time since fire varied up to 5000 years. We will present a new method to back-calculate original Po speciation from the observed composition. Results of this method indicate absence of “recalcitrant” Po species, and instead indicate that most Po was originally present as biologically active P metabolites, probably present in live soil organisms. We will discuss implication of these findings for P biogeochemistry.

Second, we studied a diverse group of soils to address how the poorly resolved phosphomonoester region should best be analysed. Deconvolution techniques are required to handle the overlap, but a better understanding of the nature of the signals is required for reliable quantification. Based on combined analysis of 1D 31P NMR, 2D 1H-31P NMR and 31P linewidth measurements, we present a strategy for quantification of phosphomonoester species, as next step in linking observed Po speciation to P bioavailability.

 

(1) Cade-Menun BJ, Preston CM (1996) A comparison of soil extraction procedures for 31P NMR spectroscopy. Soil Sci 161:770–785

(2) Andrea G. Vincent, Jürgen Schleucher, Reiner Giesler, David A. Wardle (2022) Soil phosphorus forms show only minor changes across a 5000‑year‑old boreal wildfire chronosequence. Biogeochemistry (2022) 159:15–32  https://doi.org/10.1007/s10533-022-00910-2

(3) Vestergren J, Vincent AG, Jansson M et al (2012) High-resolution characterization of organic phosphorus in soil extracts using 2D 1H–31P NMR correlation spectroscopy. Environ Sci Technol 46:3950–3956. https:// doi. org/ 10. 1021/ es204016h

How to cite: Schleucher, J., Haddad, L., Paneque, M., Wardle, D., Vincent, A., and Giesler, R.: Speciation of soil organic phosphorus: Steps from NMR spectra to bioavailability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16011, https://doi.org/10.5194/egusphere-egu23-16011, 2023.

EGU23-16254 | ECS | Posters on site | BG1.5

Phosphate pools and oxygen signature in the hyper-arid Atacama Desert 

Xiaolei Sun, Wulf Amelung, Federica Tamburini, Erwin Klumpp, Ramona Morchen, and Roland Bol

The Atacama Desert is a temperate desert restricted by the Pacific Ocean and the Andeans, which is an ideal place to study the biogeochemical phosphate-water dynamics in the conditions with extreme limited water and biomass. We hypothesized that phosphate pools and oxygen signature change along with the increasing distance to the coast and thus aridity. The surface soils (0-10 cm) were sampled along the transect with distance to coast in Paposo region (~25°S) which is located in the Coastal Cordillera nearby the Pacific Ocean from 2.3 to 22.9 km, including 9 altitude sites (600 m, 900 m, 880 m, 920 m, 1000 m, 1200 m, 1450 m, 1700 m, 2110 m). Each site involved 3 samples surrounding the plant with a distance of 0-10 cm and other 3 samples far from the plant with 1 m. The Ca-bound P (HCl-extracted P followed the Hedley sequential P fractionation) accumulated along the increasing distance to coast within 37.9 km and could be described by a mono-exponential regression mode. However, an initial declining trend was detected for phosphate 18O of HCl-Pi and it reached a steady-state condition beyond 10 km from the coastline, which was the maximum distance that advective fog could penetrate inland. Only the nearest site at 2.3 km (600 m.a.s.l) to coast showed an isotope value within the range of full isotopic equilibrium with biologically cycled phosphate. Furthermore, the effects of the present plant distribution on surface soil Hedley P stocks and phosphate 18O signatures were very limited. We concluded that both P stocks and phosphate 18O signatures followed primarily the aridity gradient but phosphate 18O signatures could work as a tracer for long-term climate conditions.

How to cite: Sun, X., Amelung, W., Tamburini, F., Klumpp, E., Morchen, R., and Bol, R.: Phosphate pools and oxygen signature in the hyper-arid Atacama Desert, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16254, https://doi.org/10.5194/egusphere-egu23-16254, 2023.

EGU23-17064 | ECS | Orals | BG1.5

Formation and aging of Fe(III) and Ca precipitates in exfiltrating anoxic groundwater and effects on phosphate retention 

Ville Nenonen, Ralf Kaegi, Stephan J. Hug, Stefan Mangold, Jörg Göttlicher, Lenny H.E. Winkel, and Andreas Voegelin

The oxidation of dissolved Fe(II) upon exfiltration of anoxic groundwaters into oxic surface waters leads to precipitation of poorly crystalline Fe(III)-solids that strongly bind phosphate (PO4) and thereby can attenuate eutrophication. Fresh Fe(III)-precipitates may transform into more crystalline phases over time, which may lead to the release of initially co-precipitated PO4. The formation and transformation of Fe(III)-precipitates in natural waters is strongly affected by other solutes (Ca, Mg, PO4, silicic acid (SiO4)) that interfere with Fe(III) precipitation and transformation, and thereby also affect PO4 binding. Furthermore, in Ca-containing waters, the repartitioning of PO4 released from Fe(III)-precipitates into Ca-carbonates or –phosphates, could limit PO4 release.

For better understanding the fate of PO4 in aquatic environments, there is a need for a mechanistic understanding of coupled Fe(III)- and Ca-precipitate formation and transformation processes induced by groundwater exfiltration, and their effects on PO4 sequestration. In this laboratory study, we examined the effects of Ca, Mg, and SiO4 on the formation and transformation of Fe(III)- and Ca-precipitates in bicarbonate-buffered aqueous solutions upon Fe(III)-precipitate formation by Fe (II) oxidation in the presence of PO4, over aging periods up to 100 d. Changes in precipitate structures were probed with spectroscopic and microscopic techniques and linked to changes in the retention or release of PO4 over time.

The results show that especially Ca and SiO4 contribute to effective PO4 retention via multiple interdependent processes, and thereby strongly attenuate PO4 release over extended periods of time.

 

REFERENCES

Senn, A.-C.; Kaegi, R.; Hug, S. J.; Hering, J. G.; Mangold, S.; Voegelin, A., Composition and structure of Fe(III)-precipitates formed by Fe(II) oxidation in near-neutral water: Interdependent effects of phosphate, silicate and Ca. Geochim. Cosmochim. Acta 2015, 162, 220–246.

Senn, A.-C.; Kaegi, R.; Hug, S. J.; Hering, J. G.; Mangold, S.; Voegelin, A., Effect of aging on the structure and phosphate retention of Fe(III)-precipitates formed by Fe(II) oxidation in water. Geochim. Cosmochim. Acta 2017, 202, 341–360.

 

How to cite: Nenonen, V., Kaegi, R., Hug, S. J., Mangold, S., Göttlicher, J., Winkel, L. H. E., and Voegelin, A.: Formation and aging of Fe(III) and Ca precipitates in exfiltrating anoxic groundwater and effects on phosphate retention, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17064, https://doi.org/10.5194/egusphere-egu23-17064, 2023.

EGU23-17071 | ECS | Posters on site | BG1.5

Impact of agricultural land use and management on available soil phosphorus content in agricultural catchments of Ireland 

Ognjen Zurovec, Daniel Hawtree, Simon Leach, and Bridget Lynch

The build-up of soil phosphorus (P) in agricultural soils exceeding crop requirements can lead to diffuse P losses that could impair surface water quality. Therefore, adequate spatial information is required to develop viable tools and recommendations for sustainable P management at the local scale. Here, we present a database of nearly 8.000 samples, collected over a 12-year period in four meso-scale (~10 km2) agricultural catchments in Ireland. The agricultural area of each catchment is divided into sampling units (up to 2 ha) and soil samples are repeatedly taken from each sampling unit every 4 years. Four soil sampling campaigns were carried out to date. The results were analysed in the context of soil test P values (Morgan’s P) and classified according to the P index system as defined in the Ireland’s Nitrates Action Programme.

Overall, levels of soil test P did not show substantial changes, with the exception of the most recent sampling campaign. However, when the collected data are considered in a spatial context and accompanied with soil data and land use information, they reveal a more complex story. Notable differences in soil P trends are observed at the individual catchments scale and impacted by land use, agricultural management intensity and some soil properties across and within the catchments. Similarly to the overall soil test P trends, the total area under P index 4 soils (above optimal) decreased in the period preceding the most recent sampling campaign. The most notable decreases in P index 4 soils are found in tillage and drystock fields, but also in the catchment dominated by highly stocked dairy farms availing of a nitrate derogation.

Recent increases in soil test P and consequently areas under P index 4 may not be linked to increased organic or mineral P inputs, but rather come as a result of an overall increase in soil pH from increased lime application observed over the most recent period, which had an impact on the extractable Morgan’s P content. On-farm redistribution of fertilizer P inputs to soils with lower P index status has the potential to increase P use efficiency and decrease P loss risk to surface water.

How to cite: Zurovec, O., Hawtree, D., Leach, S., and Lynch, B.: Impact of agricultural land use and management on available soil phosphorus content in agricultural catchments of Ireland, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17071, https://doi.org/10.5194/egusphere-egu23-17071, 2023.

EGU23-17121 | ECS | Posters virtual | BG1.5

Strategies for optimizing the scalable microbial synthesis of vivianite 

Lordina Eshun, Victoria Coker, Sam Shaw, and Jonathan Lloyd

Vivianite (Fe3(PO4)2·8H2O) has been reported to form as a secondary mineralization product during the microbial reduction of phosphate-containing Fe(III) minerals [1 – 3]. The phosphate-rich nature of vivianite makes it a suitable sink for phosphorus, which is a scarce and irreplaceable resource, and a major contributor to eutrophication in surface water bodies. There is, therefore, interest in synthesizing vivianite by Fe(III) reducing bacteria such as Geobacter sulfurreducens and Shewanella putrefaciens, to treat phosphate-rich waters, recovering the phosphate for re-use in agriculture. In this study, factors including the presence and absence of phosphate and electron shuttle, the buffer system, pH, microbial load, and the type of Fe(III)-reducing bacteria that influence the formation of vivianite under laboratory batch systems have been investigated. The rate of Fe(II) production, and its interaction with the residual Fe(III) and other oxyanions (e.g., PO43-, CO32-) was found to be the main driving factor for secondary mineral formation. Magnetite was formed in treatments with zero phosphates whereas vivianite and green rust were formed in treatments containing phosphate. The rate and extent of Fe(III) bioreduction were higher in Shewanella putrefaciens than in Geobacter sulfurreducens. Vivianite and green rust were both identified as the dominant endpoints in treatments with Geobacter sulfurreducens and Shewanella putrefaciens.

 

[1] Fredrickson, Zachara, Kennedy, Dong, Onstott, Hinman, & Li (1998). Geochimica et Cosmochimica Acta 62, 3239-3257.

[2] O’Loughlin, Boyanov, Gorski, Scherer, & Kemner (2021). Minerals 11, 149

[3] Zachara, Kukkadapu, Fredrickson, Gorby, & Smith (2002). Geomicrobiology Journal 19, 179–207. 

How to cite: Eshun, L., Coker, V., Shaw, S., and Lloyd, J.: Strategies for optimizing the scalable microbial synthesis of vivianite, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17121, https://doi.org/10.5194/egusphere-egu23-17121, 2023.

Internal phosphorus (P) loading from sediments is an important component of total P supply to the water column of many eutrophic lakes.  A long-standing paradigm states that the magnitude of internal loading through diffusion of P is limited in the presence of iron (Fe) oxides at the sediment-water-interface, due to efficient sorption and co-precipitation of P with oxide minerals. Iron-rich sediments underlying oxic water columns in shallow lake areas are thus expected to retain, rather than release P. However, recent statistical investigations have suggested that oxic epilimnetic areas of stratifying lakes may be responsible for a significant fraction of the internal P loading in these systems [1], implying a "leaky" seal of Fe oxides even under oxic conditions. Here we study the mechanisms of internal P loading in two Fe-rich eutrophic lakes in southern Finland through geochemical analysis of porewaters, over one annual cycle at five study sites per lake. Diffusive flux calculations using Fick's Law, and upscaling to whole-lake areal estimates, confirm that shallow (approx. <10 m) areas dominate internal P loading even during stratified conditions in summer. Furthermore, the highest instantaneous fluxes of the study were observed in shallow sites in late summer. The results suggest in shallow eutrophic settings with a high organic matter flux to sediments and elevated summer temperatures, remineralization reactions at the sediment-water interface regenerate P efficiently enough to escape capture by Fe oxides, even under sediment molar Fe/P ratios >20.     

 

[1] Tammeorg, O., Möls, T., Niemistö, J., Holmroos, H., & Horppila, J. (2017). The actual role of oxygen deficit in the linkage of the water quality and benthic phosphorus release: potential implications for lake restoration. Science of the Total Environment, 599, 732-738.

How to cite: Jilbert, T., Zhao, S., and Hermans, M.: The paradox of internal phosphorus loading from oxic areas of iron-rich eutrophic boreal lakes: insights from porewater geochemistry, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17179, https://doi.org/10.5194/egusphere-egu23-17179, 2023.

EGU23-17209 | Posters on site | BG1.5

Effect of increased sulfate reduction on the stability of authigenic vivianite in lake sediment 

Harm van Kuppevelt and Michael Hupfer

The presence of high levels of phosphorus (P) in surface waters can negatively impact the functioning of ecosystems and water quality. Despite efforts to decrease P concentrations, the accumulation of P reservoirs in sediment from past high external inputs still poses a problem. This legacy P can contribute to internal P loading, which has been shown to extent eutrophication in many freshwater systems. To effectively restore these systems, it is important to understand the geochemical processes that control the fixation and release of P in the sediment. While it is known that under anoxic conditions, P can be stored in the form of the mineral vivianite, it is not well understood if the vivianite reservoir can also act as a source of P. In a field study, mixed sediment from Lake Arendsee, Germany that naturally contained vivianite was placed in the sediment floor of the same lake, in both sulfate reduction depths and below (0-45cm). After three months, the sediment was retrieved and analyzed to investigate the effect of sulfide production on the vivianite pool. Sequential extraction and XRD analysis of the sediment solid phase showed that at shallower depths where sulfide concentrations were higher, there was a significant reduction of the vivianite reservoir and a decrease of P bound to Fe relative to S bound Fe forms. This suggests that P bound in vivianite can act as a P source in sulfidic sediment. Further research is needed to determine the extent of this phenomenon in lakes with increased sulfide production.

How to cite: van Kuppevelt, H. and Hupfer, M.: Effect of increased sulfate reduction on the stability of authigenic vivianite in lake sediment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17209, https://doi.org/10.5194/egusphere-egu23-17209, 2023.

EGU23-1168 | ECS | Orals | BG8.4 | Highlight

Counting (on) Blue Carbon - Challenges and Ways forward for carbon accounting of ecosystem-based carbon removal in marine environments 

Nadine Mengis, Allanah Paul, and Mar Fernández-Méndez

The latest IPCC assessment report highlights once more the need for negative emissions via carbon dioxide removal (CDR) measures to reach ambitious mitigation goals. In particular ecosystem-based CDR measures are currently the focus of national net-zero strategies and novel carbon crediting efforts. Using ecosystem-based carbon removal measures in marine environments as an example, we here highlight key challenges concerning the monitoring and evaluation of blue carbon fluxes for carbon crediting. Challenges specific to ecosystem-based CDR measures are i) the definition of baseline natural carbon fluxes, which is necessary for ii) clear anthropogenic CDR signal attribution, as well as iii) accounting for possible natural or anthropogenic disturbances of the carbon stock and hence an assessment for the durability of the carbon storage. In addition, the marine environment poses further monitoring and evaluation challenges due to i) temporal and spatial decoupling of the carbon capturing and sequestration processes, combined with ii) signal dilution due to high ecosystem connectivity, and iii) large pre-existing carbon stocks which makes any human-made increase in carbon stocks even harder to quantify. To increase the scientific rigor behind issued carbon credits, we propose a concentration of monitoring efforts on carbon sequestration rather than capturing processes, and baseline establishment for natural carbon sequestration in diverse ecosystems. Finally, we believe that making carbon credits subject to dynamic adjustments over time, will increase their credibility.

How to cite: Mengis, N., Paul, A., and Fernández-Méndez, M.: Counting (on) Blue Carbon - Challenges and Ways forward for carbon accounting of ecosystem-based carbon removal in marine environments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1168, https://doi.org/10.5194/egusphere-egu23-1168, 2023.

The blue carbon system generally refers to the carbon sink environment that can be stored in the ocean system, and these environments are mainly mangroves, seagrass beds and salt marshes. This study investigates the second-largest seagrass bed in Kenting in Southern Taiwan. In addition to the advantages of high ecological diversity, seagrass beds are also considered to be a high carbon storage environment, which is more capable of sequestering carbon in the atmosphere than green carbon systems. In risk assessment, green carbon system may have fire risks, causing the sequestered carbon in plants to be released back into the atmosphere. Therefore, we believe that research on coastal blue carbon systems and carbon sequestration issues are better development goal and direction. To understand how much total organic carbon can be sequestered in seagrass bed sediments under natural growth, and to estimate how many tons of carbon equivalent (CO2e) in the atmosphere the carbon sequestered in this area are our ultimate goal. In the choice of sampling sites, we collected two seagrass bed sediment cores about 40 cm long, namely core A (BH2-SG)(coring in the seagrass area), and core B (BH1-NSG)(coring in the bare area on the seagrass bed). The analysis results showed that the organic carbon content of sediment core A was 0.184-0.298 wt%, with an average content of 0.237 wt%, and that of sediment core B was 0.188-0.401 wt%, with an average content of 0.318 wt%. After plugging in the organic carbon accumulation content formula (MgC *ha-1= (TOC(%)*depth(cm)*BD(g/cm3)), we can get the organic carbon accumulation values of sediment core A (13.539 MgC*ha-1) and sediment core B (18.405 MgC*ha-1). For now, we can only evaluate the carbon accumulation of the upper 40 cm seagrass bed sediments in this area. The average accumulated carbon content of the two cores is multiplied by the total area of the Kenting seagrass bed (about 4.38 ha), and then multiplied by the carbon dioxide equivalent coefficient 3.67 represents its carbon dioxide equivalent (CO2e) (the content value is 256.49 CO2e). At last, we consider that the area is a major factor affecting the amount of carbon storage. If we can increase seagrass area, more carbon can be stored in the sediment.

 

Keywords: Kenting, Taiwan, blue carbon system, seagrass bed, organic carbon content (TOC%), carbon dioxide equivalent (CO2e)

How to cite: Tang, Z.-W. and Chen, H.-F.: Estimating sediment carbon stocks in the environment of Taiwan's coastal blue carbon system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2547, https://doi.org/10.5194/egusphere-egu23-2547, 2023.

EGU23-4623 | ECS | Orals | BG8.4 | Highlight

Carbon stocks and fluxes of Mangrove Associates(Hibiscus hamabo and Paliurus ramosissimus) in Jeju Island, South Korea 

Yoojin Choi, Gwang-Jung Kim, Jeongmin Lee, Hyung-Sub Kim, Minji Park, and Yowhan Son

Mangrove associates, generally distributed in the landward fringe of mangrove forests, are one of the major carbon sinks. Mangrove associates are expected to increase in South Korea as their spatial distribution is shifting to poleward with global warming. However, understanding of carbon stocks and fluxes of mangrove associates is still limited. In this study, we estimated carbon stocks in soils and forest floors and measured carbon fluxes of soil CO2 efflux and net photosynthesis of Hibiscus hamabo and Paliurus ramosissimus, mangrove associates which inhabit naturally in Jeju Island, South Korea from April to October, 2022. Four sites of H. hamabo (Gimnyeong – coast, Hado, Seongsan and Wimi) and P. ramosissimus (Gimnyeong – wetland and Daejeong 1 ~ 3) were selected. Soil carbon stocks at 0 – 10 cm depth from Gimnyeong – wetland, Seongsan, and Hado where soil horizons developed, and forest floor carbon stocks were quantified. In addition, soil CO2 efflux and net photosynthesis were measured once a month. Mean soil carbon stocks (t C ha-1) ranged from 29.0 to 30.1 while mean forest floor carbon stocks (t C ha-1) ranged from 2.8 to 5.8. Soil CO2 efflux rate (µmol CO2 m⁻² s⁻¹) in August was significantly higher than that in April and October. There was a positive correlation between soil CO2 efflux and soil (p < 0.001, r = 0.41) and air (p < 0.001, r = 0.52) temperatures compared to other factors such as soil water content (p > 0.05), and electrical conductivity (p > 0.05). Net photosynthesis (µmol m⁻² s⁻¹) was significantly high in July, and there were no significant differences among sites. Soil carbon stocks of the two species were higher than those of Quercus mongolica forests (27.8) in South Korea. Moreover, forest floor carbon stocks were higher compared to those of Q. glauca forests (1.32) in Jeju Island. Mean net photosynthesis (mean ± standard error, µmol m⁻² s⁻¹) of H. hamabo (8.9 ± 0.9) and P. ramosissimus (8.8 ± 1.3) in July were higher than that of Eleutherococcus gracilistylus (6.74 ± 0.26), a deciduous shrub inhabiting in Jeju Island. This study provides the first data base to estimate carbon stocks and fluxes of mangrove associates in South Korea and the results showed that H. hamabo and P. ramosissimus seem to be promising species for carbon sinks.

Acknowledgement

This study was carried out with the support of the National Research Foundation, Republic of Korea (Project No. 2022R1A2C1011309), and the Warm-temperate and Subtropical Forest Research Center (Project No. FE100-2022-04-2022).

How to cite: Choi, Y., Kim, G.-J., Lee, J., Kim, H.-S., Park, M., and Son, Y.: Carbon stocks and fluxes of Mangrove Associates(Hibiscus hamabo and Paliurus ramosissimus) in Jeju Island, South Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4623, https://doi.org/10.5194/egusphere-egu23-4623, 2023.

EGU23-5295 | Orals | BG8.4

Carbon Burial in Shelf Sea Sediments – Anthropogenic Effects and Implications for Management 

Lucas Porz, Rumeysa Yilmaz, Wenyan Zhang, and Corinna Schrum

Many continental shelves host sediment depocenters which act as natural, long-term (>100 yr) carbon sinks. Human activities can strongly affect the efficiency with which carbon is sequestered in these depocenters, either through direct disturbances of the seafloor, or indirectly through climatic, light- or nutrient-induced changes, thereby affecting habitat and ecosystem functioning. In this study, we address the short- and long-term impacts of sea-use on carbon burial in the North Sea. Specifically, we focus on the role of bottom trawling as a crucial disturbance of seafloor sediments and benthic biota. In order to quantify the large-scale impact on carbon sequestration, we employ a numerical coastal ocean model to simulate the effects of demersal fishing gear on sediment transport, bioturbation efficiency and their interactions. Based on the results, the effects of potential management scenarios are discussed.

How to cite: Porz, L., Yilmaz, R., Zhang, W., and Schrum, C.: Carbon Burial in Shelf Sea Sediments – Anthropogenic Effects and Implications for Management, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5295, https://doi.org/10.5194/egusphere-egu23-5295, 2023.

EGU23-5542 | ECS | Orals | BG8.4

Climate Change Mitigation in The Bahamas - The Power of Earth Observation for Blue Carbon Accounting 

Alina Blume, Dimosthenis Traganos, Avi Putri Pertiwi, Chengfa Benjamin Lee, and Marie-Helene Rio

The seagrass ecosystem can sequester and store vast amounts of carbon in their soils and biomass, which renders them a strong natural climate solution for climate change mitigation. The carbon uptake capabilities of this coastal marine ecosystem have important implications for Multilateral Environmental Agreements like the National Determined Contributions of the Paris Agreement and the Sustainable Development Goals. However, the  value of seagrasses for these agendas is often overlooked due to a lack of spatially-explicit extent and carbon data. Modern Earth Observation advances can provide time- and cost-efficient solutions to minimise these data gaps.

We utilised multi-temporal Sentinel-2 data within the cloud computing platform Google Earth Engine to quantify the current Bahamian seagrass extent, associated carbon stocks, and sequestration rates. Our approach combines big satellite data, pixel and object-based feature analysis, and scalable machine learning algorithms. We are envisaging to assess ecosystem extent changes using historic image archives (e.g. Landsat), and the integration of biophysical variables into our models (e.g. bathymetry, meadow patchiness).

We estimate the current seagrass ecosystem extent to cover an area of up to 46,792 km2, storing 723 Mg carbon and sequestering about 68 times the amount of carbon dioxide that was emitted by The Bahamas in 2018.

Our generated data highlights the importance of the seagrass ecosystem for climate change mitigation in The Bahamas and beyond, and showcases the necessity of including seagrass blue carbon in national climate agendas. This data and our developed earth observation approach can support policy makers and scientists from a national to a global climate action context.

How to cite: Blume, A., Traganos, D., Pertiwi, A. P., Lee, C. B., and Rio, M.-H.: Climate Change Mitigation in The Bahamas - The Power of Earth Observation for Blue Carbon Accounting, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5542, https://doi.org/10.5194/egusphere-egu23-5542, 2023.

EGU23-6103 | ECS | Orals | BG8.4 | Highlight

Accumulation rates of salt-marsh blue carbon at Lindisfarne, northern England, and their relationship with sea-level change 

Catrina Gore, Roland Gehrels, Craig Smeaton, Luke Andrews, Lucy McMahon, Fiona Hibbert, and Ed Garrett

Salt marshes sequester carbon at rates significantly exceeding those found in terrestrial environments. This ability arises from the in-situ production of plant biomass and the effective trapping and storage of both autochthonous and allochthonous organic carbon. The importance of this blue carbon store for mitigating increasing atmospheric carbon dioxide depends on both the rate at which carbon is buried within sediments and the rapidity with which that carbon is remineralised. It has been hypothesized that carbon burial rates, in turn, depend on the local rate of sea-level rise, with faster sea-level rise providing more accommodation space for carbon storage. This study addresses these three key aspects in a salt-marsh sediment study from Lindisfarne, northern England. We quantify rates of carbon accumulation by combining a Bayesian age-depth model based on 210Pb and 137Cs activities with centimetre-resolution organic carbon density measurements. A Bayesian isotope mixing model pinpoints terrestrial sources as providing the majority of stored carbon. We compare two approaches for assessing the relative proportions of labile and recalcitrant carbon based on a two-pool modelling approach and thermogravimetric analysis. Preliminary results indicate that during the 20th century more carbon was stored at Lindisfarne salt marsh during decades with relatively high rates of sea-level rise.

How to cite: Gore, C., Gehrels, R., Smeaton, C., Andrews, L., McMahon, L., Hibbert, F., and Garrett, E.: Accumulation rates of salt-marsh blue carbon at Lindisfarne, northern England, and their relationship with sea-level change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6103, https://doi.org/10.5194/egusphere-egu23-6103, 2023.

EGU23-9877 | ECS | Orals | BG8.4

Marine Biomass Regeneration: Simple Modelling of Large-Scale Ocean Carbon Dioxide Removal 

Elisavet Baltas, Anna Katavouta, and Hugh Hunt

Effective and large-scale atmospheric carbon capture is essential in limiting global warming to within 1.5 degrees Celsius as outlined by the Paris Agreement. The oceans make up two thirds of the Earth’s surface and already absorb approximately a quarter of anthropogenic emissions annually, therefore it is imperative to maximise their carbon sequestration ability through large-scale Carbon Dioxide Removal (CDR). One technique that aims to improve the efficiency of oceanic carbon uptake is Marine Biomass Regeneration (MBR), otherwise known as Ocean Iron Fertilisation (OIF). MBR is grounded on evidence that the introduction of certain key nutrients to nutrient depleted areas of the ocean can enhance primary productivity and regenerate ocean biomass, which then acts as a carbon sink. The ocean’s ability to circulate nutrients has been hindered by the over-exploitation of whales, which naturally regulate oceanic nutrient levels by feeding at a depth of 150-200m and defecating at the ocean surface through the whale cycle. Their faeces are rich in nutrients such as nitrates, phosphates and iron, and act as a natural fertiliser. It will take decades to restore the whale population to pre-whaling numbers, therefore, to catalyse the biomass regeneration of oceans, it is proposed that artificial whale faeces are deployed to mimic the whale cycle.

 

A two-dimensional carbon and heat cycling box model with meridional overturning circulation is extended, to include biological processes and nutrient cycling. This model has previously been used to carry out climate projections, by investigating the ocean’s carbon and thermal response to annual anthropogenic emissions, but there has been no investigation on how the changing meridional overturning circulation impacts the biological carbon pump. A simple nutrient-phytoplankton-zooplankton (NPZ) biological model is introduced to model the impact of macronutrient concentrations on phytoplankton and zooplankton growth. Further to this, some basic parameterisations for iron cycling will be added, based off the iron box models of Parekh et al. (2004) and Lefèvre and Watson (1999).  Using the extended model, it will be possible to undertake MBR experiments with different nutrient ratios and concentrations, mimicking the whale cycle, and investigate the impact these parameters have on the oceanic carbon and heat uptake and distribution from anthropogenic carbon emissions. The model also accounts for slower meridional overturning with increased ocean warming, which allows for the investigation of the effect of slower circulation on the biological carbon pump, primary productivity and nutrient distribution.

How to cite: Baltas, E., Katavouta, A., and Hunt, H.: Marine Biomass Regeneration: Simple Modelling of Large-Scale Ocean Carbon Dioxide Removal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9877, https://doi.org/10.5194/egusphere-egu23-9877, 2023.

EGU23-10160 | ECS | Posters on site | BG8.4

A Study of Ephemeral Wetland Types According to Water Level Changes in Lava Forests 

Minji Park, Sangeun Kwak, Ju-eun Yang, Eun-ha Park, Bora Lee, and Ara Seol

Jeju Island is a basalt volcanic island located in Korea, and lava forests are distributed in the east and west of the island. Wetlands play a more significant role in lava forest than other forests, due to high volume of underground water as a result of high rainfall permeability rates averaging 67%. In particular, the lava forests of eastern Jeju Island is designated as a protected Ramsar wetland, featuring both a few permanent wetlands and several ephemeral wetlands. Notably, ephemeral wetlands show higher species diversity than permanent wetlands. A study was conducted to understand the types of ephemeral wetlands and investigate the characteristics. Water level sensors were installed in five wetlands for three years beginning in 2020. A three-type classification system was created: rugged topography with many large stones (Wetland ‘Type A’), concave topographies (Wetland ‘Type B’), and sedimentary topographies (Wetland ‘Type C’). The highest water levels were recorded in 2020 at all study sites. ‘Type A’ had the highest water levels (1.5m; 2.7m) before quickly draining (2.9mm/h; 5mm/h), and was the first to zero out. ‘Type B’ achieved the mid-range of recorded water levels (0.7m; 0.8m), and drain rate (1.3mm/h; 1.4mm/h). ‘Type C’ had the lowest highest water level (0.4 m), and the slowest drain rate (0.8 mm/h). In the same 2020 observation period, water levels were maintained at 0.1m for both Type A wetlands were maintained for 72 days and 40 days, ‘Type B’ for 111 days and 92 days, and ‘Type C’ for 221 days. The submersion period during which wetlands were submerged decreased by 7% in 0.1m water level and 19% in 0.25m water level in 2021 compared to 2020, and 37% in 0.1m water level and 42% in 0.25m water level in 2022 compared to 2020. Additionally, there was no observed difference in total annual precipitation in 2020 and 2021, but there was variation in maximum daily rainfall. In 2022, the total annual precipitation was 35% lower than in 2020. Therefore, ephemeral wetland environment change every year, as the amount of level of ephemeral wetlands seems to be affected not only by both total annual precipitation and but also by how concentrated rainfall is within shorter time periods. These factors have a significant impact on the distribution of rare and special plants and the diversity of herbaceous species distributed by the wetland types.

How to cite: Park, M., Kwak, S., Yang, J., Park, E., Lee, B., and Seol, A.: A Study of Ephemeral Wetland Types According to Water Level Changes in Lava Forests, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10160, https://doi.org/10.5194/egusphere-egu23-10160, 2023.

EGU23-11136 | ECS | Posters virtual | BG8.4

The vegetation characteristics of semi-mangrove Hibiscus hamabo Siebold & Zucc. and Paliurus ramosissimus (Lour.) Poir. in Jeju Island, Korea 

Yang Ju-eun, Park Eun-Ha, Kwak Sang-eun, Park Min-Ji, and Lee Bora

Hibiscus hamabo and Paliurus ramosissimus are Korea’s endangered flora species, are predominantly native to Jeju Island, with more limited native appearances on few of Korea’s southern islands. The differences between the northernmost area (Jeju) and Japan’s southwestern native habitat characteristics of H. hamabo and P. ramosissimus were investigated utilizing a B-B method. In the case of semi-mangrove plants on Jeju island, its native habitats are divided into the inlet and gulf areas. Over time as silt soil deposits took shape, Cnidium japonicum and Limonium tetragonum appeared along with H. hamabo in bay areas, while Vitex rotundifolia and Eurya emarginata appeared at bedrock sites that had poor soil conditions in gulf areas. 
P. ramosissimus appeared in three habitats: wetland type, seashore rock type, and costal roadside type. In wetland type, Cyclosorus interruptus and Persicaria japonica appeared with high contributions. In the seashore rock type, the woody and vines native to the coast, the Euonymus japonicus and the Lonicera japonica, are found. In the ruderal site beside the coastal road, Humulus scandens, Rosa multiiflora, and other annual plants appeared. Jeju’s habitat appeared to have a more limited natural propagation radius than found in Japan, and are vulnerable to damage by coastal development. Therefore, more preservations efforts are essential of H. hamabo and P. ramosissimus, which support the integrity of coastal ecosystems and contributes to carbon capture.

How to cite: Ju-eun, Y., Eun-Ha, P., Sang-eun, K., Min-Ji, P., and Bora, L.: The vegetation characteristics of semi-mangrove Hibiscus hamabo Siebold & Zucc. and Paliurus ramosissimus (Lour.) Poir. in Jeju Island, Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11136, https://doi.org/10.5194/egusphere-egu23-11136, 2023.

EGU23-11142 | ECS | Posters on site | BG8.4

Characteristics of vegetation according to the micro-climatic conditions of a lava pit on Jeju Island 

Eun-Ha Park, Ju-Eun Yang, Minji Park, SangEun Kwak, Bora Lee, and Ara Seol

Jeju Island is a volcanic island created by the eruption of a lot of basaltic lava through plume activity. Lava pits come in many shapes and sizes and have unique environmental conditions. This study aimed to examine the vegetation characteristics of various lava pit microclimates of Geomunoreum lava tube system formed 100-300 thousand years ago, and is one of the largest on Jeju Island. Seven plots on Geomunoreum surveyed using the belt transect method, and air temperature and relative humidity were also collected for each plot. The similarity index of the lower area (plot 3) and outside flattening-out areas (plots 6 and 7) were 14.6% and 17.5%. The lower area has the highest mortality and lowest growth rates, and therefore having a simple structure compared to other areas, with no observed changes in dominant species. At the midpoint areas (plots 2 and 4) the dominant species transitioned from Quercus glauca to Acer palmatum and Camellia japonica. The species composition of the shrub and subtree layers remained almostly unchanged. At the higher areas (plots 1 and 5), changes in species composition were frequently observed in all layers. At the outer flattening-out areas (plots 6 and 7), the lowest mortality and highest growth rates were observed, the variety of competing species were high diverse in the tree layer. The daily average temperature of plot 3 (low) and plots 6 and 7 (flattening-out areas) ranged from 4.1℃ to 13.2℃, and the daily average humidity ranged from 1.2% to 39.3%. The simple vegetation structure of the lower area can be attributed to this low temperature and high humidity. The concluding observation is that on the Geomunoreum lava pit, areas where microclimate conditions remain fairly constant, there is no dramatic change in vegetation compared to the perimeter. These characteristics are not always observed on other lava pits on the island.

How to cite: Park, E.-H., Yang, J.-E., Park, M., Kwak, S., Lee, B., and Seol, A.: Characteristics of vegetation according to the micro-climatic conditions of a lava pit on Jeju Island, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11142, https://doi.org/10.5194/egusphere-egu23-11142, 2023.

The research team was first tasked with finding a solution to the need for more creative ways to contribute to natural carbon capture and storage solutions to meet South Korea’s national climate-change objective of reaching net zero by 2050. It was through this, and the unique properties of Korea’s southern islands, that true mangroves and mangrove associates (semi-mangroves) were suggested as possible candidates that could promise high carbon absorption rates and adaptability to continue to provide ecosystem services under climate change. Some pre-existing native habitats of semi-mangrove species (e.g. Hibiscus hamabo, Paliurus ramosissimus) on Jeju Island had already demonstrated comparatively higher carbon absorption abilities than other broadleaf species as measured by photosynthesis rates and soil carbon storage performance. This study’s sole objective is to evaluate candidate mangrove species for their suitability for responsibly planned propagation in South Korea. This includes also evaluating their carbon uptake capabilities in order to forecast projections on the carbon storage and absorption performance of selected species. This study is an opportunity to contribute knowledge towards global emission reduction and climate-change mitigation objectives, especially, given the high concentration of highly vulnerable or at-risk populations in the Asia-Pacific.

How to cite: Lee, B. and Baral, H.: Prospects of Adaptability and Establishment of Mangroves to Achieve Carbon Capture Expansion in Korean Coastal Areas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11394, https://doi.org/10.5194/egusphere-egu23-11394, 2023.

EGU23-11967 | ECS | Posters on site | BG8.4

Study on Forest Management System Considering Ecosystem Services in Islands in South Korea 

Chanwoo Park, Bora Lee, Jang-Hwan Jo, and Kwang Soo Lee

Forest ecosystem in islands should be managed based on site-specific management plan since it has different biological and cultural characteristics compared to inland forest ecosystem related to isolation, uniqueness, and vulnerability. There are more than 3,800 islands in South Korea and half of them have forest ecosystem. The area of forest ecosystem in island is 2,267 km2, 3.5% of total forest area in South Korea. The need for island forest management is widely recognized, but it is not cost- and time-effective to manage island forest ecosystem intensively same as inland forest ecosystem. we are conducting research to develop suitable management system for island forest ecosystem through the following process. (1) constructing island database, (2) identifying effective factors to categorize island forest type, (3) determining and quantifying key ecosystem services and funtions, (4) developing technical and silvicutural method to enhance ecosystem functions, (5) seeking to legislate for continuity and legitimacy to island forest ecosystem maintenance. Database on the island forest ecosystem with 49 fields containing socio-economical, biological and ecological information was constructed. Then islands were categorized into 6 types using 16 effective factors to categorize derived from expert delphi survey. Also, 10 key ecosystem services importantly in domestic island forests were determined as follows: natural resources, medicinal plants, watershed and freshwater, erosion control, biological control, aesthetic appreciation and inspiration, forest recreation, cultural heritage, species habitants, and maintenance of genetic diversity. The key ecosystem services in each type of island forest are expected to provide priorities and directions for forest management.

How to cite: Park, C., Lee, B., Jo, J.-H., and Lee, K. S.: Study on Forest Management System Considering Ecosystem Services in Islands in South Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11967, https://doi.org/10.5194/egusphere-egu23-11967, 2023.

EGU23-12012 | Orals | BG8.4

Predictable patterns within the kelp forest can indirectly create temporary spatial refugia for ocean acidification 

Nina Bednarsek, Greg Pelletier, Marcus Beck, Richard Feely, Zach Siegrist, Dale Kiefer, Joth Davis, and Betsy Peabody

Seaweeds are gaining recognition as a significant CO2 sink with a role in active mitigation and

climate change adaptation, and specifically so in the application of an innovative coastal CO2 removal belt, effectively utilizing seaweed habitats to mitigate the adverse effects of ocean acidification (OA). However, assessing OA modification strength requires an understanding of the multiple parameters’ potential buffering effects, especially in highly dynamic systems. Exactly how kelp might generate more favorable conditions for marine calcifiers, has not been taken into account in previous studies to date. We studied the effects of sugar kelp (Saccharina latissima) on an experimental farm at the north end of Hood Canal, Washington—a low retentive coastal system. This study can serve as a natural analogue for many coastal bay habitats where prevailing physical forcing drives chemical changes. In this field mesocosm study, pelagic and benthic calcifiers were exposed with or without the kelp’s putatively protective proximity at locations in the middle, on the edge, and outside the kelp array. Model outputs were used to identify dominating factors in spatial and temporal kelp dynamics, while wavelet spectrum analyses helped in understanding predictability patterns. We linked these results to biological assessments, including biomineralization, growth and subcellular energetics responses of the examined species. We found our studied kelp array system did not modify carbonate chemistry parameters, but changed pH autocorrelation patterns towards higher predictability that was more favorable for marine calcifiers. Kelp also improved habitat provisioning through kelp-derived particulate organic resource utilization. Because of this, the co-culture of bivalves and seaweed can protect the calcifiers from negative effects of projected near-future OA. However, our study shows that a complex combination of physical, chemical and biological processes determines the efficiency of the kelp farms for creating more favorable habitats with respect to OA. Future macrophyte studies should focus significantly on the importance of predictability patterns, which can additionally improve the conditions for marine calcifiers as well as ecosystem services, with important implications for the aquaculture industry.

 

 

How to cite: Bednarsek, N., Pelletier, G., Beck, M., Feely, R., Siegrist, Z., Kiefer, D., Davis, J., and Peabody, B.: Predictable patterns within the kelp forest can indirectly create temporary spatial refugia for ocean acidification, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12012, https://doi.org/10.5194/egusphere-egu23-12012, 2023.

EGU23-12084 | ECS | Posters on site | BG8.4

Review of a systematic protocol for carbon dynamics and ecosystem services of species associated with land-use and land-cover change in mangrove ecosystems 

Citra Gilang Qurani, Sigit D Sasmito, Agus Muhammad Maulana, Mihyun Seol, Bora Lee, Himlal Baral, and Putu Angga Wardana

Mangrove ecosystems are among the most efficient natural carbon sinks on Earth. Overall global mangrove loss between 2000 and 2016 was 3363 km2 (2.1%) owing to land-use and land-cover change. It is predicted that global greenhouse-gas emissions will reach 2391 Tg CO2 eq by 2100. The conversion of mangrove forests for various activities has reduced vegetation abundance, which has an impact on the global carbon cycle because of changes to the carbon dynamics in each climate zone. We will create a revised systematic protocol built on the systematic protocol of Sasmito et al. (2016) by adding information on species’ ability to absorb carbon to contribute to the global climate cycle, particularly, in relation to land-use and land-cover change of mangrove forests. Our primary question will be how do local climate characteristics (micro-meteorological) associated with land-use and land-cover change affect the carbon dynamics of mangrove species? Our protocol will focus on carbon dynamics, including absorption ability, stocks, fluxes and sequestration, in particular climate zones, to assess species’ distribution and diversity, using spatial mapping to identify suitable species for restoration programmes across Asia and the Pacific. The review will include peer-reviewed and grey literature (including unpublished studies) since 2019 onwards combined with references from Sasmito et al. 2016 from 1970 onwards specific to carbon dynamics of mangrove species. The output of our review will be geographical mapping of species’ distribution and diversity together with estimation of carbon absorption capacity, stocks, fluxes and sequestration in different climate zones, noting latitude, longitude and characteristics of the habitats. Rhizophora sp. — one of the most dominant species — has higher carbon absorption ability than Bruguiera sp. of the same age undergoing tropical monsoon mangrove-cover changing to fishponds and housing in Indonesia. Rhizophora sp. also store high amounts of carbon owing to strong carbon uptake ability compared to Octornia octodonta, Sonneratia alba, Ceriops tagal and Avicennia marina in tropical northwest monsoon areas. In contrast, Kandelia obovata has the highest carbon density (148.03 t ha-1) followed by Avicennia marina (104.79 t ha-1) and Aegiceras corniculatum (99.24 t ha-1) in another tropical monsoon climate in China. The carbon stocks of vegetation in subtropical mangroves show lower rates compared to tropical mangroves. The ability of species to absorb carbon is affected by the climate zone and its characteristics — which has a strong impact on carbon dynamics and affects global climate regulation — particularly, in disturbed mangrove forests. Mangrove ecosystems are home to coastal flora and fauna with high quantities of carbon stored and sequestered as part of major global carbon cycles. Consequently, it is essential to assess the carbon dynamics of mangrove species and the association with ecosystem services as part of land-use and land-cover change in various mangrove ecosystems.

How to cite: Qurani, C. G., Sasmito, S. D., Maulana, A. M., Seol, M., Lee, B., Baral, H., and Wardana, P. A.: Review of a systematic protocol for carbon dynamics and ecosystem services of species associated with land-use and land-cover change in mangrove ecosystems, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12084, https://doi.org/10.5194/egusphere-egu23-12084, 2023.

EGU23-13673 | ECS | Posters on site | BG8.4

Classification of islands forest types and ecosystem services management in South Korea 

Jang-Hwan Jo, Deog-Kyu Kweon, Bora Lee, and Chanwoo Park

To implement sustainable management of island forests efficiently, it is important to categorize island forests into groups by similar characteristics based on specific criteria and establish a consistent management system for each type. This study aims to improve and provide directions for the efficiency of sustainably managing island forests by considering various socioeconomic and ecologically effective factors (connectivity to land and natural vegetation composition ratio) in classifying the forests according to the forest types. Moreover, To classify the types of island forests and present the management direction, an AHP analysis was conducted with forest experts.  A total of six island forests were extracted: Excellent natural vegetation/connected islands [n=156], General natural vegetation/connected islands [n=16], Poor natural vegetation/connected islands [n=60], Excellent natural vegetation/disconnected islands [n=1,810], General natural vegetation/disconnected islands [n=108], and Poor natural vegetation - disconnected islands [n=302]. In areas where islands are connected, provisioning services (natural resources, medicinal plants, etc.) was considered more important to be managed. In areas where islands are disconnected, people tend to consider the management of regulating services (erosion control) and supporting services (species diversity) to be more important. In addition, even in areas where islands are disconnected, especially in places where natural vegetation is poorregulating services (erosion control) for the conservation of the ecosystem were considered the more important target to be managed. The results of this study can be used as evidence to determine the direction and degree of policy budget input for sustainable island forest management.

How to cite: Jo, J.-H., Kweon, D.-K., Lee, B., and Park, C.: Classification of islands forest types and ecosystem services management in South Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13673, https://doi.org/10.5194/egusphere-egu23-13673, 2023.

EGU23-13684 | ECS | Posters virtual | BG8.4

Assessing impact of land-use changes on carbon stock dynamics in coastal mangrove ecosystem in Bali Island, Indonesia  

Agus Muhammad Maulana, Putu Angga Wiradana, I Kadek Wisma Yudha, Nandar Sutiadipraja, Citra Gilang Qur’ani, and Himlal Baral

Indonesia has more than 3 million ha of mangrove forests along its coastal islands, play a significant role as one of the largest global blue carbon storages for an estimated 3.14 billion tons in 2020. However, this mangrove ecosystem is under serious threat with 6% of annual forest loss recorded due to the conversion of various land-use changes. Bali has 2207 ha of intact mangrove forest and has the potential to store a large amount of carbon pool, at the same time Bali serves as the center of tourism activity in Indonesia which raises a challenge to maintain its sustainability. This study aims to estimate the dynamics of carbon storage in Bali island using spatial and temporal data generated from satellite imagery (Landsat-8 and Sentinel-2) and GIS modeling. We analyzed the distribution of mangroves forest from the past and present to understand the threat from land-use change and modeling the future scenario using InVEST. The model will predict the dynamics of carbon stock from present, past, and future values to be assessed and evaluated under development scenarios. Assessing and quantifying the amount of carbon stored in mangrove ecosystem is fundamental in the context of climate change and development of sustainable mitigation programs. 

How to cite: Maulana, A. M., Wiradana, P. A., Yudha, I. K. W., Sutiadipraja, N., Qur’ani, C. G., and Baral, H.: Assessing impact of land-use changes on carbon stock dynamics in coastal mangrove ecosystem in Bali Island, Indonesia , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13684, https://doi.org/10.5194/egusphere-egu23-13684, 2023.

OS4 – Global ocean processes and oceanographic techniques

EGU23-117 | PICO | OS4.1 | Highlight

Mobility and Burial of Munition Surrogates in the Inner Surf and Swash Zones 

Jack A. Puleo, Temitope Idowu, Manoj Gangadharan, and Emily Chapman

Unexploded ordnance (UXO) resulting from past military activity are present in coastal settings. Mobility of UXO, specifically in the inner surf and swash zones, constitutes a potential risk for the public. Mobility or exposure may increase under energetic events due to enhanced forcing or sediment erosion. Yet, the conditions leading to exposure, burial, or movement of UXO remain poorly understood. A large-scale laboratory wave flume (120 m x 5 m x 5 m) study at the Institut national de la recherche scientifique (INRS) in Quebec City, Canada was carried out from July 7 to September 23, 2022 to quantify surrogate UXO mobility and burial. An undistorted, scaled beach profile from Mantoloking, NJ, USA was constructed using 0.28 mm diameter sand. Eighteen stations were established at roughly 5 m intervals to collect hydrodynamic, sediment process, and morphology data and to quantify surrogate UXO behavior. Over 150 surrogates of varying bulk density were distributed throughout the flume. Waves were forced in 300-wave packets for each trial of a condition case. Cases used different wave heights, water levels, and wave periods. Preliminary results indicate berm erosion with increasing hydrodynamic energy. The dune only experienced erosion at the highest water levels. Surrogate UXO generally remained in place and buried partially or migrated offshore. Migration tendency and distance was a function of the surrogate density.

How to cite: Puleo, J. A., Idowu, T., Gangadharan, M., and Chapman, E.: Mobility and Burial of Munition Surrogates in the Inner Surf and Swash Zones, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-117, https://doi.org/10.5194/egusphere-egu23-117, 2023.

EGU23-1351 | PICO | OS4.1

The Box Corer Imaging System: A low-cost solution for in-situ seafloor imaging and sampling. 

Christian Betzler, Jan Oliver Eisermann, and Jesus Reolid

Sediment sampling of the seafloor, especially with a box corer, is an important aspect of marine geology and sedimentology. The sediment surface recovered by this tool, however, is of limited extend (10s of cm only) and might be disturbed thru the sampling process. The Box corer Imaging System (BOXIS) is an addon for the box corer allowing for high resolution video recording of the sampling process. It attaches to the box corer main frame and adds lights, batteries and a camera. The system can be adapted to a variety of sampling devices. Its main objective is to capture video of the sample area before and after the sampling of which images can be extracted. The recording is extracted after the sampling process, when the tool is on deck. The system is equipped with LED lights featuring a total of 7000 lumens and built-in redundancy. The separate light units are connected via cable to their corresponding battery unit featuring a custom timer and magnetic activation switch. The special camera housing features a popular action camera recording at 5.3K resolution (19.6 Mpx). The camera field of view features a wide, undistorted, unobstructed view looking down. As a benefit of the camera position, depending on visibility it is possible to gather images from up to 10 m above the seafloor conveying a broader context down to close-ups 25 cm from the seafloor. The BOXIS system is rated to a maximum operation depth of 1750 m. The BOXIS footage can be examined instantly over a wireless connection on a mobile device once the box corer is back on deck to evaluate sampling quality and support discussion and decision making on the proceeding of further sampling operations. Large batteries ensured multiple deployments in a row without service. Even in cases where the box corer does not trigger, the BOXIS provides data not only of the seafloor but also on operational problems such as sediment penetration. It is a system with a minimum of cabling, which therefore is not endangered to interact with the hoisting equipment used for lowering and lifting of the normally analog gear.

The BOXIS system has been successfully deployed for the first time on FS SONNE cruise SO292 in spring 2022 to the Queensland plateau, Australia. In total we could record a total of 27 deployments without a single failure. We will present the BOXIS system based on examples from these successful deployments.

How to cite: Betzler, C., Eisermann, J. O., and Reolid, J.: The Box Corer Imaging System: A low-cost solution for in-situ seafloor imaging and sampling., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1351, https://doi.org/10.5194/egusphere-egu23-1351, 2023.

EGU23-2350 | PICO | OS4.1

Verification and Intercomparison of Global Ocean Eulerian Currents 

Saima Aijaz, Gary Brassington, Prasanth Divakaran, Charly Régnier, Marie Drévillon, Jan Maksymczuk, and K. Andrew Peterson

All ocean prediction systems contain errors. Verification and post-processing of the ocean forecasts is essential and contributes significantly to forecast accuracy. This paper describes the verification of ocean model currents against Eulerian currents derived from the drifting buoys, and intercomparison of currents from various global models. The OceanPredict task team for Intercomparison and Validation (IV-TT) has established the CLASS4 data standard for routine forecast verification against reference observing platforms. The set of CLASS4 reference data has been recently extended to include near-surface currents derived from the trajectories of drifting buoys drogued at 15 m. We have applied these data to the Ocean Model, Analysis and Prediction System (OceanMAPS) at the Australian Bureau of Meteorology for verification and inter-comparison with multiple global ocean models namely: Mercator Océan International ocean forecast system (MOi); the operational models of the Met Office, UK: Forecast Ocean Assimilation (FOAM) and Coupled Atmosphere-Land-Ocean-Ice Data Assimilation (CPLDA) systems; and the Global Ice Ocean Prediction System (GDPS-GIOPS) at the Canadian Centre for Meteorological and Environmental Prediction (CCMEP). The aims for this verification analysis are to extend the routine monitoring of the operational system; to assess the OceanMAPS skill against other models; and to inform our stakeholders of the OceanMAPS performance. 

We have assessed the impacts of adding Stokes drift and tidal currents from separate global wave and global tidal models to the model currents on the verification of currents. Inclusion of surface stokes drift improves the model representation with the observations while inclusion of tides has no significant impact. Overall, the MOi and the new version of OceanMAPS show the best performance against the observations. Although there are significant differences in the model configurations of the eight models under evaluation, all models are shown to be remarkably statistically equivalent with consistent spatial and temporal patterns. Thus, indicating that the main differences are attributable to unrepresented processes. We therefore conclude that there remains scope to further improve the representation of the modelled currents with the observations. 

How to cite: Aijaz, S., Brassington, G., Divakaran, P., Régnier, C., Drévillon, M., Maksymczuk, J., and Peterson, K. A.: Verification and Intercomparison of Global Ocean Eulerian Currents, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2350, https://doi.org/10.5194/egusphere-egu23-2350, 2023.

Ocean geochemical tracers such as radiocarbon, protactinium and thorium isotopes, and noble gases are widely used to constrain a range of physical and biogeochemical processes in both the present-day and past ocean. However their routine simulation in global ocean circulation and climate models is hindered by the computational expense of integrating them to a steady state. Here, a new approach to this long-standing ``spin-up'' problem is introduced to efficiently compute equilibrium distributions of such tracers in seasonally-forced models. Based on ``Anderson Acceleration'', a sequence acceleration technique developed in the 1960s to solve nonlinear integral equations, the new method is entirely ``black box'' and offers significant speed-up over conventional direct time integration. Moreover, it requires no preconditioning, ensures tracer conservation and is fully consistent with the numerical time-stepping scheme of the underlying model. It thus circumvents some of the drawbacks of other schemes such as matrix-free Newton Krylov that have been proposed to address this problem. An implementation specifically tailored for the batch HPC systems on which ocean and climate models are typically run is described, and the method illustrated by applying it to a variety of geochemical tracer problems. The new method, which provides speed-ups by over an order of magnitude, should make simulations of such tracers more feasible and enable their inclusion in climate change assessments such as IPCC.

How to cite: Khatiwala, S.: Fast spin-up of geochemical tracers in ocean circulation and climate models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4930, https://doi.org/10.5194/egusphere-egu23-4930, 2023.

EGU23-7078 | PICO | OS4.1

Increasing the spatial resolution of wave fields when the amount of available instruments is limited 

Enrique M. Padilla, Rui Cao, and Adrian H. Callaghan

A relatively high spatial resolution is often desirable when capturing the spatial variability of evolving wave fields. Some of these situations where a high spatial resolution is needed may be, for example, studing the shape evolution of breaking waves, or studing the directional distribution of the energy of wind-wave spectra, where computing the frequency-wavenumber spectra is critically needed. In both cases, an ideal space-time representation of the wave field is the one whose spatial and time resolutions are high enough (∆x and ∆t being very small), or to some extend, comparable in relative terms (∆x/λ ≈ ∆t/T), i.e., ∆x and ∆t representing a tiny fraction of the characteristic wavelength (λ) and period (T), respectively. In this case, the wave field in the space-time domain looks like a continuous 2D function. However, reaching such high spatial resolutions is not very common in experimental or field works. In some cases, such high resolution is not needed. In some other cases, such high resolution is not possible due to unavoidable experimental, technical and cost constraints, and that results in a limited number of available instruments. To overcome this limitation, we present a relatively simple procedure called S-interp, which is freely available at https://github.com/EMPadilla/Sinterp.
 
S-interp is to interpolate wave fields at spatial locations where no measurements are available. S-interp uses a Modified Akima cubic Hermite interpolation along points in the wave field that are in phase. The main hypothesis of S-interp is that the wave field follows a linear-like evolution along points being at the same phase. Therefore, along these points, differences between the interpolated and the actual wave fields are minimal. Some factors for these differences to rise are: (i) The spatial distribution of the instruments, (ii) the nonlinear effects that modify the wave geometry increasing its asymmetry and skewness and (iii) the interpolation method used. 

We assess the performance of S-interp by reconstructing missing areas of experimental non-breaking wave conditions, gathered in SIREN-NB data set. These are 33 non-breaking focused wave events designed using a NewWave-type spectra for peak periods ranging from 1.0 s to 1.7 s with a peak enhancement factor set to 2. The wave conditions are recorded by video cameras and the wave fields are measured by video-image detection. The experiments were conducted in the Wind-Wave-Current flume at the Hydrodynamics Lab - Imperial College London. Preliminary results suggest that S-interp seems to be more sensitive to the spacing between the instruments than to the nonlinear effects of the wave fields.

How to cite: Padilla, E. M., Cao, R., and Callaghan, A. H.: Increasing the spatial resolution of wave fields when the amount of available instruments is limited, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7078, https://doi.org/10.5194/egusphere-egu23-7078, 2023.

We have developed autonomous, Lagrangian floats that make seismo-acoustic measurements in the oceans, with mission durations of 4+ years and running (http://earthscopeoceans.org). Earthquakes generate seismic waves that traverse the solid earth, convert to acoustic waves when they hit the seafloor from below, and are recorded by the hydrophone on our “Mermaid” floats drifting at ~1500m depth.

In the long-term, we aim for dense and even global coverage of the oceans for seismology, following the model of oceanography’s Argo initiative, or of internationally federated seismometer networks on land. In order to grow the network, we are exploring synergies with oceanography and the marine environmental sciences.

We present technical developments towards the first multidisciplinary mission in 2024 in the Mediterranean, whose floats will run embedded applications in two frequency ranges: the seismic (~0.1-5 Hz) as well as the “conventional” ocean acoustics range (10 Hz to 30 kHz). It will feature detection and classification algorithms for earthquakes, rainfall, marine mammal vocalizations, and ship noise. While energy-limited, these seismological floats carry significantly larger batteries than Argo floats and allow for up to eight physical/chemical/other sensors and their analysis algorithms, whose concurrent needs are managed by a domain-specific language written for the purpose (Bonnieux 2020).

 

Reference: Bonnieux, S. (2020). Float for multidisciplinary monitoring of the marine environment. From business expertise to embedded codes (Doctoral dissertation, Université Côte d'Azur).

How to cite: Sigloch, K., Bonnieux, S., and Hello, Y.: Multidisciplinary, autonomous, Lagrangian floats for seismology, ocean acoustics and marine environmental science, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8362, https://doi.org/10.5194/egusphere-egu23-8362, 2023.

EGU23-11734 | PICO | OS4.1

Volunteer Observing Ships in transitional oceanic regions: the Northeast African upwelling and the Strait of Gibraltar 

Melchor Gonzalez-Davila, David Curbelo-Hernández, J. Magdalena Santana-Casiano, Aridane González-González, and David González-Santana

The spatio-temporal variability of the surface ocean CO2 system and the air-sea CO2 fluxes were studied in the Northeast Atlantic and the Strait of Gibraltar, including the northwest African coastal transitional region and the easternmost archipelagic waters of the Canary Islands. The surface underway high-frequency data was collected by a surface ocean observation platform (SOOP) aboard a volunteer observing ship (VOS). The variability of the CO2 fugacity in seawater (fCO2,sw) was strongly driven by the seasonal pattern of the sea surface temperature (SST), which increased with latitude and was lower throughout the year in the high-intense African coastal upwelling. In the Strait of Gibraltar, the changes in the depth of the Atlantic-Mediterranean Interface layer and the tidal and wind-induced upwelling influenced the surface CO2 distribution. The variability of the CO2 fugacity (fCO2,sw) in this high-variable semi-enclosed area was mainly driven by temperature despite the significant influence of non-thermal processes in the southernmost part. The fCO2,sw increased from winter to summer by 11.84 ± 0.28 µatm ºC-1 in the Canary archipelago and by 11.71 ± 0.25 µatm ºC-1 along the northwest African continental shelf. In the Strait of Gibraltar, the gradient was lower and showed differences between the northern and southern sections (9.02 ± 1.99 and 4.51 ± 1.66 µatm ºC-1, respectively). The annual cycle (referenced to 2019) of total inorganic carbon normalized to a constant salinity of 36.7 (NCT) indicated that the net community production in the Northeast Atlantic represented >90% of the reduction of inorganic carbon while air-sea CO2 exchange described <6%. The net community production processes in the Strait of Gibraltar described 93.5-95.6% of the total NCT change, while the contribution of air-sea exchange and horizontal and vertical advection was found to be minimal (<4.6%). According to the seasonality of air-sea CO2 fluxes, the entire region behaved as a strong CO2 sink during the cold months and as a weak CO2 source during the warm months. A net annual CO2 sink behaviour was observed in the Canary basin (-0.26 mol C m-2 yr-1), in the northwest African coastal transitional area (-0.48 mol C m-2 yr-1) and in both the northern and southern section of the Strait of Gibraltar (-0.82 and -1.01 mol C m-2 yr-1). The calculated average air-sea CO2 flux for the area of study in Northeast Atlantic and in the Strait of Gibraltar was, -2.65 ± 0.44 TgCO2 yr-1 (-0.72 ± 0.12 TgC yr-1) and -7.12 Gg CO2 yr-1 (-1.94 Gg C yr-1), respectively.

How to cite: Gonzalez-Davila, M., Curbelo-Hernández, D., Santana-Casiano, J. M., González-González, A., and González-Santana, D.: Volunteer Observing Ships in transitional oceanic regions: the Northeast African upwelling and the Strait of Gibraltar, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11734, https://doi.org/10.5194/egusphere-egu23-11734, 2023.

EGU23-12041 | PICO | OS4.1

Multi-sensor 3D mapping of Tethys Bay (Ross Sea – Antarctica) with PROTEUS, an innovative, highly reconfigurable and versatile unmanned marine vehicle 

Gabriele Bruzzone, Simona Aracri, Marco Bibuli, Giorgio Bruzzone, Massimo Caccia, Roberta Ferretti, Mauro Giacopelli, Roberta Ivaldi, Corrado Motta, Angelo Odetti, Edoardo Spirandelli, and Enrica Zereik

During the XXXVIII Italian Expedition in Antarctica, in the framework of the PNRA RESTORE (Robotic-based invESTigation and mOnitoring Ross sEa) project the PROTEUS (Portable RObotic TEchnology for Underwater Surveys) unmanned marine vehicle (UMV) was used for carrying out an integrated 3D mapping of a portion of the Tethys Bay in the Ross Sea. PROTEUS is an innovative UMV developed by the Marine Robotics research group of CNR-INM which is particularly suitable, with its reduced size and weight, modularity, reconfigurability, and open hardware and software architectures, to operate in extreme environments as the polar ones. For performing the survey seven holes were drilled in the ice pack from which it was possible to deploy the robot in the water. Thanks to the versatility of PROTEUS, it was possible to acquire a comprehensive collection of bio-geo-chemical and physical parameters of the water column (acoustic, conductivity/salinity, temperature, depth, dissolved oxygen, turbidity and chlorophyll), acoustic and video data of the ice and the seabed. All the collected data, once processed, will be made available to the scientific community by means of FAIR (Findable, Accessible, Interoperable and Reusable data) techniques following the UN Ocean Science Decade directives.

How to cite: Bruzzone, G., Aracri, S., Bibuli, M., Bruzzone, G., Caccia, M., Ferretti, R., Giacopelli, M., Ivaldi, R., Motta, C., Odetti, A., Spirandelli, E., and Zereik, E.: Multi-sensor 3D mapping of Tethys Bay (Ross Sea – Antarctica) with PROTEUS, an innovative, highly reconfigurable and versatile unmanned marine vehicle, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12041, https://doi.org/10.5194/egusphere-egu23-12041, 2023.

Interactions across an air-sea interface are fundamental features of Earth’s climate system with substantial implications for ecosystems. Diurnal variations of local exchange between atmosphere and ocean impacts both environments and rectifies into longer and larger scale through interactions with mesoscale circulation. Therefore, such local processes can influence evolution of weather patterns. At the same time, atmosphere and ocean models struggle with the realistic representation of diurnal variations across an air-sea interface. It is related to gaps in our understating of physical mechanisms behind these interactions which stems from a fact that collocated, reliable measurements within coupled atmosphere and ocean environment, spanning across an air-sea interface are rare.

Emergence of the Uncrewed Aircraft Systems (UAS) enables a new opportunity for sampling across air-sea interface. A multirotor UAS equipped with atmosphere and/or ocean measurement capability can be launch from a vessel (e.g. research vessel) and perform measurements in its vicinity, but in flow not obstructed by ship’s structure. In this presentation, observations collected over ocean tropical and subtropical Atlantic, as well as in the coastal zone will be presented. Profiles were collected in both oceanic (temperature profile, top 5m of the ocean) and atmospheric (temperature and humidity, surface to 500m). Therefore, measurements were conducted in the area not only obstructed by vessel’s sole presence but also unreachable by remote sensing techniques. Results demonstrate capability of ocean and atmosphere sensing UAS to measure coupled variability across an air-sea interface.

How to cite: Baranowski, D.: Uncrewed Aircraft Systems (UAS) for in-situ measurements across an air-sea interface, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12700, https://doi.org/10.5194/egusphere-egu23-12700, 2023.

EGU23-14430 | PICO | OS4.1

New technologies and insights from a real-time monitoring system of sea ice and oceanographic conditions in Northeast Greenland 

Wieter Boone, Leandro Ponsoni, Geoffrey Johnen, and Søren Rysgaard

Due to climate change, the Arctic environment has rapidly evolved in the last decades. Glaciers are melting at unprecedented rates, sea ice is forming later and melting earlier in the season, multiyear sea ice is being replaced by yearly sea ice, and the freshwater content in the ocean has increased. All this has impacts other large-scale, ocean-climate-related phenomena such as the water mass (trans)formation, ocean currents, and salinity fronts. The natural variability of the Arctic system itself has been reported to be bound to change. Apart from that, Arctic ecosystems are also expected to respond to evolving environmental conditions.

 

Besides the importance of these changes at a regional and global scale, long-term and continuous environmental observations are still scarce both in time and space. Hard accessibility of Arctic regions, makes observational initiatives logistically difficult, time-consuming, and costly. In addition to providing environmental information, near-real-time and long lasting observing systems are key for supporting data to local communities, mariners and also for model assimilation and verification in the context of operational forecast systems.

 

With the advent of new technologies, low-cost solutions for continuous and long-term coastal observations are possible. In this work, we introduce two systems. Firstly, a near-real-time observing system for sea ice and oceanographic conditions deployed in Northeast Greenland in the framework of the Greenland Integrated Observing System (GIOS.org). These systems are composed of mobile observatories powered by sun and wind allowing the near-real-time measurements of atmospheric, terrestrial and oceanographic drivers of the coastal ocean. The system measures several sea ice (e.g., sea ice thickness, images) and oceanographic (e.g., salinity, temperature, and currents) parameters. In practical terms, oceanographic sensors deployed for 2 years on underwater moorings collect data and transmit it via an inductive link to in-land containerized unities and transmit near-real-time data over satellite. Secondly, we present low-cost IoT (Internet of Things) units that enable transmission of a limited set of parameters via satellite from sensors dispersed in the landscape. For both systems, the data, once transmitted, enters a customized data processing system which allows displaying the post-processed environmental conditions in near-real-time via an open online dashboard. To conclude, this work will introduces new analysis methods and preliminary results based on real time data from the field on sea ice formation and melting and how these are directly influenced by oceanographic and atmospheric conditions.

How to cite: Boone, W., Ponsoni, L., Johnen, G., and Rysgaard, S.: New technologies and insights from a real-time monitoring system of sea ice and oceanographic conditions in Northeast Greenland, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14430, https://doi.org/10.5194/egusphere-egu23-14430, 2023.

EGU23-15505 | PICO | OS4.1

Aquatic scientists under water - it’s much more than just fun 

Philipp Fischer, Markus Brand, Steeve Comeau, Michael Schmid, and Max Schwanitz

Aquatic research is often recognized as the last real adventure with dedicated scientists sailing on famous research vessels to even remotest areas like the Arctic or Antarctica taking samples with highly sophisticated scientific equipment. Such cruises or even more, scientists in submarines or ROVs are eye-catchers and get a high level of attention in the scientific, public and political community. In contrast, there is a comparatively small group of scientists which indeed physically enter the aquatic ecosystem and do science there - the group of diving scientists.  

Most surprisingly, this small group of scientists is sometimes not well recognized in science. Very often, scientific divers are assumed to take up their hobby and have mainly fun under water instead of doing serious scientific work. We - the scientific diver community - are often confronted with statements like “oh, you can be outside and can dive the whole day long, I have to stand the entire day in the lab. Your work must be like holydays”. Most of these colleagues have never been out the entire day in a bulky drysuit, spending hours and hours on a small boat while the colleague is under water doing fine tuned work in the three-dimensional space having the air to survive in tanks on the back. Often these colleagues have never spend 6 or more hours outside in a steady swell or with outside temperatures below 0°C of above 30°C and 100% humidity - without a private toilet - on a 6 m long RIB-boat.

In this talk, we present the well harmonized European standards for doing excellent science under water, the respective European and German national bodies for scientific diving, as well as the required and recommended occupational safety standards and procedures for a successful, safe and efficient scientific work under water. In contrast, we also stress some possible reasons why doing science under water as diving scientist is, most  surprisingly, much less accepted and established in science as doing aquatic science from “outside”, e.g. from a ship floating at the surface.

How to cite: Fischer, P., Brand, M., Comeau, S., Schmid, M., and Schwanitz, M.: Aquatic scientists under water - it’s much more than just fun, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15505, https://doi.org/10.5194/egusphere-egu23-15505, 2023.

EGU23-16706 | PICO | OS4.1

Norwegian Ships of Opportunity Program for marine and atmospheric research 

Andrew King, Pierre Jaccard, Helene Frigstad, Therese Harvey, Kai Sørensen, Henning Wehde, Steinar Eastwood, and Kjetil Sagerup

NorSOOP (Norwegian Ships of Opportunity Program) is a national research infrastructure which began in 2018 and is financed by the Research Council of Norway. Its main goal is to build a network of ships of opportunity capable of providing marine and atmospheric observations that are relevant for improving our understanding of coastal and oceanic ecosystems and also covers a subset of the Global Ocean Observing System (GOOS) essential ocean variables. NorSOOP ships of opportunity are part of the European GOOS (EuroGOOS) FerryBox Task Team and have contributed to various projects focused on marine ecosystem change, carbon dioxide/ocean acidification, pollution/microplastics, and remote sensing – at the local/municipality, national, and European level (including Horizon 2020 JERICO-S3, NAUTILOS, MINKE, and EuroSea projects). The objectives of NorSOOP include: (1) upgrade existing FerryBox installations and establish new ships of opportunity in Norwegian waters and the Arctic and North Atlantic; (2) provide and support high-quality and cost-efficient basic and applied ocean and atmosphere research; (3) foster innovation and growth for maritime, environmental sensor, and aquaculture industries. This talk will provide the latest developments, installations, and results as well as updates of the past and future activities within the project.

How to cite: King, A., Jaccard, P., Frigstad, H., Harvey, T., Sørensen, K., Wehde, H., Eastwood, S., and Sagerup, K.: Norwegian Ships of Opportunity Program for marine and atmospheric research, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16706, https://doi.org/10.5194/egusphere-egu23-16706, 2023.

EGU23-16975 | ECS | PICO | OS4.1

Coastal Circulation in a Western Boundary Current Using Gliders and a Wirewalker 

Alfredo Quezada, Alexander Soloviev, John Kluge, Geoffrey Morrison, Terry Thompson, and Brian Ettinger

We deployed a propulsion system-aided Slocum G3 glider in a high current environment off the Florida shelf fitted with an Acoustic Doppler Current Profiler (ADCP), a Conductivity-Temperature-Depth (CTD) sensor, and optics channel sensors to obtain measurements of current velocities, salinity, temperature, pressure, dissolved organic matter (DOM), chlorophyll, and backscatter. We also used a Wirewalker, a wave-powered profiling platform, fitted with both an ADCP and a CTD to obtain measurements at a 120-m isobath nearby off the Florida shelf. CTD measurements, glider coordinates, and aligned temporal windows of relevant profiles were used to validate velocity comparisons between both ADCPs. Different processing procedures were also used to motion-correct velocity measurements from both devices. Glider optics channels were used to evaluate changes through time in particle distributions associated with the meandering of the currents. Wirewalker velocity measurements qualitatively coincided with the glider’s ADCP overall, albeit not perfectly quantitatively. However, this coherence was partly dependent on whether the platform’s upcasts or downcasts were compared, as well as distance from the glider. Both ADCPs’ velocity measurements show clear evidence of a southward-flowing intermittent undercurrent jet previously reported by Soloviev et al. (2017). This undercurrent’s effects are also seen through the glider’s optics channels, with influence in DOM and chlorophyll distributions. Changes in backscatter were seen to a much lesser degree and probably influenced by the diel vertical migration (DVM) of zooplankton. The volume transport by the southward flow is relatively small compared to the Florida Current’s transport. Nevertheless, the processes that maintain and account for the variability of the southward flow are important for a number of practical applications including the propagation of pollution and genetic information against the Florida Current.

How to cite: Quezada, A., Soloviev, A., Kluge, J., Morrison, G., Thompson, T., and Ettinger, B.: Coastal Circulation in a Western Boundary Current Using Gliders and a Wirewalker, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16975, https://doi.org/10.5194/egusphere-egu23-16975, 2023.

This year marks the 75th anniversary of the return of the Swedish Deep-Sea Expedition to Gothenburg after a 15-month long scientific journey around the world 1947-1948. The initiator and leader of this historical oceanographic expedition with the 4-mast motorized sailing vessel ‘Albatross’ was Professor Hans Pettersson. The sailing route was mainly inside the Tropics to secure the best possible weather conditions throughout the journey. During this expedition the newly invented piston corer by Professor Börje Kullenberg was used which enabled the researchers on board to collect nearly 400 long sediment cores with a maximum length of 20 meters. Final development of this coring device with its free-fall release mechanism and sediment core catcher owes to the innovative efforts of engineer Axel Jonasson. The expedition succeeded in obtaining world-wide undisturbed sediment columns of much greater length than the few meters previously possible to retrieve by gravity-coring. With the appearance of new laboratory methods (e.g. stable isotope chemistry) this made it possible to bridge the gap between oceanography and geology - and a new scientific discipline appeared, namely paleo-oceanography. From now on it was possible with the sediment material from the Albatross expedition to study world ocean processes and linkages in a perspective of up to about two million years, compared to a time frame of less than about a thousand years before. Studies of these sediment cores from the Swedish Deep-Sea Expedition made it also possible to assess influxes of continental-derived sediment material, especially in context with the marine impact of former glaciations and Quaternary climate change. Other important contributions to ocean science included, amongst others, the deployment of new instruments for collecting uncontaminated sea water samples and the measurement of sea water temperature and optical properties. For recording the thickness of sub-bottomsediment layers new seismic exploration methods were introduced by using explosives. At the occasion of its 75th anniversary, with this presentation we will give an overview of some of the highlights and forthcoming scientific results of the Albatross expedition. This will further be illustrated by some original film clips taken on its journey around the world.

How to cite: Bornmalm, L., Malmgren, B., Kuijpers, A., and Stigebrandt, A.: The 75th Anniversary of the Swedish ‘Albatross’ Around-the-World deep-sea expedition 1947-1948: Its contribution to ocean science and development of marine measurement- and sampling methods, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17235, https://doi.org/10.5194/egusphere-egu23-17235, 2023.

EGU23-825 | ECS | Orals | OS4.2

Regularization Approach to Tidal Analysis 

Adam Ciesielski, Thomas Forbriger, Walter Zürn, and Andreas Rietbrock

Since the times of Doodson it has been established that a record of length T is required to resolve tidal harmonics with a frequency separation 1/T. This rule, known as Rayleigh criterion, does not consider the actual resolution provided by the signal-to-noise ratio of the data. Available tidal analysis software, like Eterna, seek gravimetric parameters for a priori defined groups (sums) of harmonics that are assumed otherwise indistinguishable. The residual between the predicted tidal signal for groups and the recording is minimized with simple least squares (LS) fit.

We developed the new software, RATA, that abandons the concept of groups, so each tidal harmonic present in the catalogue receives its set of tidal parameters that are free to vary. The resulting ill-conditioned matrix is stabilized by Tikhonov regularization (ridge regression) in the LS objective function. To validate the results, we used the moving window analysis (MWA) technique for a priori groups, with the resulting local response model as the a priori model. Compared to the standard approach, which used the Wahr-Dehant-Zschau elastic analysis model, we clearly see that bias and beating patterns are significantly smaller or almost vanish. Hence, the local response model can capture the apparent temporal variations by appropriate tidal parameters within the MWA groups.

While the most information in each group is carried by the tidal wave with the largest amplitude, influence of other harmonics must be properly considered in estimated amplitudes and phases. Therefore, if amplification factor or phase from any other large amplitude harmonic in the group is significantly different from the expectation, the grouping parametrization might lead to an inaccurate (biased) estimate of tidal parameters. The trade-off parameter between data residuals and the model difference to the reference model is chosen at the corner of the misfit curve, indicating expected level of noise in the data. The resulting model parameters indicate “data-driven” groups to be inferred from significant harmonics in the inversion. To demonstrate the method and how it may be used to reveal system properties hidden by wave grouping, we analyzed 11.5 years gravity recordings from the superconducting gravimeter SG056 at the BFO (Black Forest Observatory, Schiltach). As a result, we distinguished 61 significant groups of harmonics for the local tidal response model, with no clear evidence that more groups are resolvable. Some of them highly violate Rayleigh criterion.

How to cite: Ciesielski, A., Forbriger, T., Zürn, W., and Rietbrock, A.: Regularization Approach to Tidal Analysis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-825, https://doi.org/10.5194/egusphere-egu23-825, 2023.

EGU23-1260 | ECS | Posters on site | OS4.2

Towards the optimisation of altimetry corrections for improved ocean tide modelling 

Michael Hart-Davis, Richard Ray, Loreto Bordas Diaz, Christian Schwatke, Denise Dettmering, and Florian Seitz

 

Ocean tide models are created for a variety of applications ranging from serving as an altimetry correction to being applied as numerical model boundary forcings. DGFI-TUM’s Empirical Ocean Tide (EOT) and NASA's Goddard Ocean Tide (GOT) models are derived based on sea-level anomalies (SLA) from multi-mission satellite altimetry. All SLA measurements are corrected for geophysical effects, which means that the estimations of tides are reliant on the accuracy of these respective correction models. Within these corrections, tidal signals or frequencies that align closely with those of tides may be present which have clear downstream implications on the derivation of ocean tides from along-track satellite altimetry. 

In this study, the two different ocean tide models have been used as they utilise different techniques for tidal estimations but both are dependent on the chosen altimetric corrections. In the global EOT20 model, altimetric corrections played an important role in improving the accuracy of the model in the coastal region. However, these coastal optimised corrections may be influencing the open ocean performance of the model. This has meant that further investigations should take place to describe the best set of altimetry corrections to optimise the accuracy of tide estimations made by the EOT model in all regions. Additionally, several versions of the GOT model have been developed to contrast the influences of the different corrections both for the open ocean and coastal regions. 

In this presentation, the impact of different geophysical corrections (e.g. ionospheric, internal tide and mesoscale) are presented with the aim to conclude on the optimal set-up of these corrections for empirical tide models. Results here are shown in different experiments that include assessing the impacts of ocean tide estimations on both along-track as well as modelled estimations.

How to cite: Hart-Davis, M., Ray, R., Bordas Diaz, L., Schwatke, C., Dettmering, D., and Seitz, F.: Towards the optimisation of altimetry corrections for improved ocean tide modelling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1260, https://doi.org/10.5194/egusphere-egu23-1260, 2023.

EGU23-1786 | ECS | Orals | OS4.2

European altimetry-derived tide model for improved tide and water level forecasting along the Dutch Continental Shelf 

Stendert Laan, Michael Hart-Davis, Christian Schwatke, Björn Backeberg, Denise Dettmering, Firmijn Zijl, Martin Verlaan, and Florian Seitz

With the continued rise in global mean sea level, accurate operational predictions of tidal height and total water levels have become crucial for early warning of potential extreme events in the coastal region. Ocean tides play an important role in extreme sea level events, with high oceanic tides increasing the likelihood of coastal flooding. The Dutch Continental Shelf Model in Flexible Mesh (DCSM-FM) is developed at Deltares to operationally estimate the total water levels to help trigger early warning systems to combat these extreme events along the Dutch coastline. At the boundaries of this model, a tidal forcing is applied from global ocean tide models to better incorporate the ocean tidal height estimations within the model.

In this study, a regional Empirical Ocean Tide model for the Northwest European Continental Sea (EOT-NECS) is developed with the aim to apply better tidal forcing along the boundary of the regional DCSM-FM. EOT-NECS is developed at DGFI-TUM by using thirty years of multi-mission along-track satellite altimetry to derive tidal constituents which are estimated both empirically and semi-empirically. Compared to the previous global iteration, EOT20, EOT-NECS showed a reduction in the root-square-sum error for the eight major tidal constituents of 0.525 cm compared to in-situ tide gauges.

Water levels of DCSM-FM are forced from a number of sources. At the open model boundaries, a combination of water levels from multiple global tide models, an estimation of the surge levels through an Inverse Barometer Correction based on the local atmospheric pressure, and the forcing of the density driven mean sea surface height from a global ocean recirculation model is used. A part of the water level signal is generated within the model domain. This is based on tidal potential within the model domain, meteorological forcing and baroclinic processes. In the 2D depth-averaged version of the model, the contribution of the latter is forced through a static water level field from the 3D version of the model, representing the Mean Dynamic Topography.

When applying constituents from EOT-NECS at the boundaries of DCSM-FM, an overall improvement of 0.42 cm was seen in the root-mean-square error of tidal height estimations made by DCSM-FM, with some regions exceeding a 1 cm improvement. The results demonstrate that there is a large importance in using the appropriate tide model(s) as boundary forcings and in this manuscript, the use of EOT-NECS has a clear positive impact on the total water level estimations made in the northwest European continental seas.

How to cite: Laan, S., Hart-Davis, M., Schwatke, C., Backeberg, B., Dettmering, D., Zijl, F., Verlaan, M., and Seitz, F.: European altimetry-derived tide model for improved tide and water level forecasting along the Dutch Continental Shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1786, https://doi.org/10.5194/egusphere-egu23-1786, 2023.

EGU23-1886 | Posters on site | OS4.2

Towards area-wide operational tide predictions for the German Bight 

Andreas Boesch

The German Federal Maritime and Hydrographic Agency (BSH) operates the Tidal Information Service that is responsible for producing and publishing tidal predictions for German waters. Traditionally, the predictions are produced for tide gauge locations, which are situated almost exclusively at or close to the coastline. Water level observations from the tide gauges are used as input data for the respective tidal analyses. BSH strives to extend these point-wise predictions to an area-wide data set for the German Bight based on simulated water levels. This shall serve the increasing demands in the context of research, shipping and offshore activities. High quality area-wide tidal data might also be usable for the reduction of measurements from satellite altimetry in this region.

We present tidal analyses based on simulated water levels using the hydrodynamic-numerical model HBM. This model runs operationally at BSH. Many grid points that cover the Wadden Sea run dry around low water and require special attention in the analyses. Tidal parameters, such has the mean lunitidal intervals and tidal ranges, are compared with data from tide gauges. One challenge is the harmonisation of tidal predictions based on model data with those based on tide gauge observations, in order to produce consistent products. The results from this work could also help to improve the implementation of tides in HBM in the future.

How to cite: Boesch, A.: Towards area-wide operational tide predictions for the German Bight, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1886, https://doi.org/10.5194/egusphere-egu23-1886, 2023.

EGU23-3227 | ECS | Posters on site | OS4.2

The tidal proxy database: development, application, and a call for help 

Iael Perez, J. A. Mattias Green, Justyna Bulawa, Amy Ewing, Laura A. M. Fitzgerald, Jennifer M. Hewitt, and Olivia Pampaloni

Recent numerical tidal modelling efforts strongly suggest that present day tides are anomalously large in comparison to the tides over the past 1.5 Gyr. Whilst these results can be qualitatively explained from dynamical principles, there are only a few quantitative validations of deep-time tidal simulations done using tidal proxies. One reason for this is a lack of easily accessible proxies for tides and something we are proposing to rectify here. Through extensive literature searches, we have identified over 600 publications containing potential tidal proxies and processed around 300 of them to date.

From the literature, we have identified proxies for three tidal properties. Under favourable circumstances, the geological record can provide direct estimates of the tidal range. These situations are rare (~10 papers have this information to date), but it is the best proxy for validation purposes. Tidal currents can be constrained by indirect methods. The presence of black shales indicates a poorly ventilated water column, which in turn is a sign of weak tides. By plotting the location of tidal mixing fronts and ensuring that they are located so black shales end on the stratified side of the front, we have a potential proxy for large-scale tidal current speeds. Tidal currents can also be constrained locally by investigating the dimensions of current ripples in the sediments. Finally, day-length, which is directly linked to global tidal dissipation rates, can often be inferred from the variation and cyclicity in layer composition and thickness in tidalites. These are vertically accreted laminated facies of a succession of couplets composed of sand and clay or silt and clay, with thicknesses of millimeters to centimeters, and they are at the heart of our inventory. Further potential proxies involve using paleobiology to track ranges of intertidal species (to obtain tidal ranges) and use microfossil assemblages as another mean of tracking tidal mixing from (and hence constrain current speed). As a proof-of-concept application, we revisit tidal model simulations from five deep-time slices showing that the methods we propose are viable as tidal proxies. The model simulations and proxies usually agree within the uncertainties of both methods.

The database will be made available to the community once the information currently in it has been quality controlled and used in our initial publications. Furthermore, any information that may be of use is welcome and we would love to hear about any potential tidal proxies you may have.

How to cite: Perez, I., Green, J. A. M., Bulawa, J., Ewing, A., Fitzgerald, L. A. M., Hewitt, J. M., and Pampaloni, O.: The tidal proxy database: development, application, and a call for help, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3227, https://doi.org/10.5194/egusphere-egu23-3227, 2023.

EGU23-4535 | Orals | OS4.2 | Highlight

1.5 Gyr of tides: how inaccurate are deep-time tidal model simulations? 

Mattias Green, Bin Guo, Iael Perez, Hannah Byrne, and David Hadley-Pryce

The ocean tides are a key driver of a range of Earth system processes. Tidal energy drives vertical mixing with consequences for ocean circulation, climate, and biological production, and the tidal stream transport sediments, pollutants, and other matter through the ocean. On long time-scales tidal drag acts to slow down Earth’s spin, which means the Moon must move away from Earth to conserve angular momentum. The problem here is that the age of the moon doesn’t fit today’s recessions rate and it has been suggested that the tides must have been much weaker for prolonged periods of Earth’s history. Numerical modelling efforts over the past decade have shown that the tides today are very large and a poor representation of past tides, and that for the past 1.5 Gyr, tidal dissipation rates have been around 45% of present-day values. Here, we present a new series of high-resolution simulations of Phanerozoic tides and discuss sensitivity to topography, forcing, and ocean stratification. The results confirm previous results about dissipation rates obtained at lower resolution. Furthermore, we apply proxies for tides collated from the geological literature for three selected periods (the Devonian, Jurassic, and Cretaceous) and show that our simulations mostly conform well with the proposed tidal characteristics from the proxies. The simulations also show that the most important controller of tides on long scales is tectonics: the locations of the continents set the size of ocean basins, and basins of the right size can host very large tides due to tidal resonance. Consequently, the supercontinent cycle generates a corresponding supertidal cycle with weak tides during supercontinent stages and a series of tidal maxima during the dispersion and assembly of the supercontinent.

How to cite: Green, M., Guo, B., Perez, I., Byrne, H., and Hadley-Pryce, D.: 1.5 Gyr of tides: how inaccurate are deep-time tidal model simulations?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4535, https://doi.org/10.5194/egusphere-egu23-4535, 2023.

Tide gauges remain the fundamental instrument for the determination of the absolute sea level and its variation over time. Following the establishment of the PYTHEAS national tide gauge network, which consists of five tide gauge stations located in strategic positions along the coastline of the government-controlled areas of the Republic of Cyprus, sea level observations were collected and analyzed. The main objective of this research is the determination, for the first time, of the most important tidal datums to support hydrographic surveying activities and promote critical environmental studies, such coastal erosion. Through the analysis of the data the following tidal datums were determined: Mean Sea Level (MSL), Mean Tide Level (MTL), Mean High Water (MHW), Mean Higher High Water (MHHW), Mean Low Water (MLW), Higher High Water (HHW) and Lower Low Water (LLW). These datums were estimated from sea level observations collected over the time span between January 2018 to April 2022. The dataset underwent through a complete quality control procedure, which was designed according to the latest international standards and included, among others, the influence of the tide gauge stability and the barometric pressure on the time series, and the detection and elimination of outliers. Furthermore, a thorough harmonic analysis was carried out, by means of the Harmonic Analysis Method of Least Squares (HAMELS), on the sea level observation dataset to highlight the effect periodic motions of the Earth, Sun and Moon have on local tide. In the context of this research, a total number of 68 tidal constituents were identified. Moreover, by using the Doodson X0 filter, the astronomical impact on the sea level was estimated by separating the astronomical influence component from the meteorological residuals. Data processing and analysis were carried out using custom in-house developed software. Finally, the estimated mathematical values of the tidal constituents, each of which describe a specific cosine curve, were utilized to calculate a tidal prediction up to December 2026.

How to cite: Nikolaidis, M. and Danezis, C.: Determination of Tidal Datums and Tide Characterization and Prediction in Cyprus via the PYTHEAS National Tide Gauge Network, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5480, https://doi.org/10.5194/egusphere-egu23-5480, 2023.

EGU23-5875 | Orals | OS4.2

The impact of tidal phasing on intertidal heat stresses 

Peter Robins, Sophie Wilmes, Emily Perks, Luis Gimenez, and Shelagh Malham

Sessile intertidal organisms are exposed to extreme variations in conditions during exposure (e.g., solar heating and desiccation) that can affect their health and development – and cause mass mortality events. Exposure is strongly dependent on the tides, which locally and regionally vary in magnitude, character, and phasing. Using the blue mussel Mytilus edulis as an example species, we hypothesise that organisms at locations that experience the lowest low tides during the middle of the day experience stronger heating than organisms at locations where the lowest tides occur during the early morning and early evening. In order to test this hypothesis, biomimetic loggers were calibrated to estimate mussel thermal characteristics and placed at two macro-tidal shores (North and South Wales, UK) dominated by semi-diurnal tides, which have a tidal phase difference of ~4 hours. At both locations, the highest temperatures were recorded when low tides occurred in the middle of the day; however, significantly higher temperatures were found for South Wales where spring low tides occur in the middle of the day and exposure durations are longer, whereas midday low tides in North Wales coincide with neap tides and shorter exposure durations. Our results suggest that heat stress for intertidal organisms may be more severe in intertidal areas where spring low tides occur in the middle of the day when solar radiation and air temperature are greatest. A global outlook will also be presented depicting potential high-risk zones for mussels and other sessile organisms. These results may be of importance for shoreline management and shellfish cultivation, especially with regards to future changing climate.

How to cite: Robins, P., Wilmes, S., Perks, E., Gimenez, L., and Malham, S.: The impact of tidal phasing on intertidal heat stresses, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5875, https://doi.org/10.5194/egusphere-egu23-5875, 2023.

EGU23-6410 | ECS | Posters on site | OS4.2

Observations of the effect of earth tides on groundwater fluxes variations at the scale of a borehole 

Nataline Simon, Pierre Jamin, Alain Dassargues, Frédéric Nguyen, David Caterina, and Serge Brouyère

For a long time, characterization of aquifers has been mainly based on the monitoring of groundwater heads variations. This approach allowed to demonstrate that pressure changes induced by earth tides have a significant and measurable impact on groundwater heads monitored in confined aquifers. Nowadays efficient methods provide a direct estimation of groundwater fluxes. This is the case of the Finite Volume Point Dilution Method (FVPDM), a single-well tracer experiment that allows continuously monitoring and quantifying groundwater flux variations over time. Yet, the potential effect of earth tides on local groundwater flow has never been investigated. In this context, FVPDM tests have been performed in a confined aquifer in order to monitor groundwater fluxes over several tidal cycles. Results show significant groundwater flux variations over time (around 20% of the flux value), clearly correlated with pressure changes induced by earth tides. Subsurface heterogeneities could explain the fact that earth tides induce groundwater flow variations. Indeed, groundwater heads variations induced by earth tides depend on the local specific storage (in confined conditions) of aquifer. Any spatial variation of this parameter could induce variations of the hydraulic gradient and thus of groundwater fluxes. Therefore, these preliminary observations seem to open new perspectives for subsurface characterization by showing how groundwater flow variations measured in confined aquifer and induced by earth tides can be used as a marker of subsurface heterogeneities.

How to cite: Simon, N., Jamin, P., Dassargues, A., Nguyen, F., Caterina, D., and Brouyère, S.: Observations of the effect of earth tides on groundwater fluxes variations at the scale of a borehole, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6410, https://doi.org/10.5194/egusphere-egu23-6410, 2023.

EGU23-9008 | Orals | OS4.2

The new FES2022 tidal atlas. 

Tchilibou Michel Lionel, Lyard Florent, Carrere Loren, Cancet Mathilde, Allain Damien, Fouchet Ergane, Dabat Mei-ling, Ferrari Ramiro, Faugere Yannice, Dibarboure Gerald, and Picot Nicolas

    Thanks to its current accuracy and maturity, altimetry is considered as a fully operational observing system dedicated to various applications such as climate studies. Altimeter measurements are corrected from several geophysical parameters in order to isolate the oceanic variability and tide correction is one of the most critical. The accuracy of tidal models has been much improved for the last 25 years leading to centimetric accuracy in the open ocean. The last release of the global tidal model, referenced as FES2014b was distributed in mid-2016.

The underlying unstructured mesh resolution of FES2014b was increased in areas of interest like shallow waters and on the slope of the continental shelves, and the error of the pure hydrodynamic ocean solution has been divided by a factor of 2 compared to the previous version (FES2004). Still, some significant errors remain in some regions, due to the omission of compound tides and bathymetric errors (in shelf/coastal seas), seasonal sea ice effects, and lack of available data for assimilation (in the high latitudes).

To address the reduction of these errors and face the new challenges of the tide correction for HR altimetry, in particular, the forthcoming SWOT mission, a new global tide model FES2022 has been developed, focusing particularly on shallow waters and high latitudes.
This new tidal solution uses higher spatial resolution in coastal areas, extending systematically the model mesh to the narrowest coastal systems (fjords, estuaries, …), and the model bathymetry has been upgraded in many places thanks to an international collaboration effort. The hydrodynamic modeling benefits also from further improvements which allow producing very accurate hydrodynamic simulations. The use of the most recent altimeter standards and high inclination altimeters like Cryosat-2, Saral/AltiKa, and even Sentinel-3, also allowed retrieving some tide observations in the highest latitudes to help improving the polar tides modeling.

    Results show a great improvement in the FES2022 hydrodynamic solution compared to FES2014’s one. The assimilation procedure was conducted, and a specific loading tide solution was produced. The final FES2022 tidal solution was validated in comparison to the FES2014b, EOT20, GOT, and TPXO9v5 models, for the missions Jason 3, Sentinel-3A, and Cryosat-2.  Some validations of the new FES2022 tidal current are also presented here.

How to cite: Michel Lionel, T., Florent, L., Loren, C., Mathilde, C., Damien, A., Ergane, F., Mei-ling, D., Ramiro, F., Yannice, F., Gerald, D., and Nicolas, P.: The new FES2022 tidal atlas., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9008, https://doi.org/10.5194/egusphere-egu23-9008, 2023.

EGU23-9698 | Posters on site | OS4.2

Evolution of tides and tidal dissipation over the last glacial cycle 

Sophie-Berenice Wilmes, Vivi Kathrine Pedersen, Michael Schindelegger, and Mattias Green

Simulations of the tides from the Last Glacial Maximum (26.5 – 19 kyr BP) to the present show large amplitude and dissipation changes, especially in the semi-diurnal band during the deglacial period. New reconstructions of global ice sheet history and sea levels covering the last glacial cycle allow us to extend the tidal simulations from the last interglacial (~125 kyr BP) to the present. Climate during this period was far from stable with periods of ice sheet advance and lower sea levels interspaced with ice sheet melting and sea level increases. Here, using the sea level and ice history from Gowan et al. (2021; 80 kyr BP to present) and sea level simulations based on the ICE6G_C ice history (Peltier et al., 2015; 122 kyr BP to present), we present simulations of tidal amplitudes and dissipation over the last glacial cycle using the tide model OTIS for the tidal constituents M2, S2, K1 and O1. Our results show large variations in amplitudes and dissipation over this period for the M2 tidal constituent with several tidal maxima, whereas for the other constituents, changes are mainly regional. Due to the lower sea levels and altered bathymetry, open ocean dissipation was enhanced with respect to present day levels for most of the glacial cycle for all constituents. This result is important in the context of historical ocean mixing rates. We further highlight the impacts of the differences in bathymetry and ice sheet reconstructions on global tidal dissipation.

Gowan, E.J., Zhang, X., Khosravi, S., Rovere, A., Stocchi, P., Hughes, A.L., Gyllencreutz, R., Mangerud, J., Svendsen, J.I. and Lohmann, G., (2021), A new global ice sheet reconstruction for the past 80 000 years, Nature Communications, 12(1), 1-9.

Peltier, W. R., Argus, D. F., and Drummond, R. (2015), Space geodesy constrains ice age terminal deglaciation: The global ICE-6G_C (VM5a) model, J. Geophys. Res. Solid Earth, 120, 450– 487, doi:10.1002/2014JB011176.

How to cite: Wilmes, S.-B., Pedersen, V. K., Schindelegger, M., and Green, M.: Evolution of tides and tidal dissipation over the last glacial cycle, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9698, https://doi.org/10.5194/egusphere-egu23-9698, 2023.

EGU23-11720 | ECS | Orals | OS4.2

Impact of contemporary ocean stratification on the global tides: A preliminary modeling study 

Lana Opel, Michael Schindelegger, and Richard D. Ray

Low-frequency non-astronomical changes of ocean tides of O(1 cm) have been documented in water level measurements around the globe, but their causative mechanisms remain poorly understood in many cases. While anthropogenic developments (e.g., harbor dredging) are certainly a leading factor at individual sites, the spatially coherent tidal variability seen in areas with distributed tide gauge information is revealing of natural processes. Here we use a general circulation model, configured on a 1/12° horizontal grid, to spatially map the influence of ocean stratification changes on the global M2 tide from 1993 to 2019. We partition the problem into separate yearly simulations of short duration (40 days) and relax each forward integration to the year’s “true” stratification, as provided by an eddying ocean reanalysis. The simulations reveal typical stratification-driven M2 amplitude changes of 0.5 cm on interannual time scales, as calculated at positions of 40 coastal tide gauges in three particular regions (New Zealand & Australia, Florida & Gulf of Mexico, Northeast Pacific). Most of the identified fluctuations at the coast are present in the barotropic tidal component, suggesting an origin in changing tidal conversion at remote topography or turbulent energy dissipation in shallow water. In addition, we fit linear rates to the yearly M2 solutions over the 1993–2019 time span and compare the resulting in-phase and quadrature trends to a novel (but still tentative) estimate of M2 trends in the open ocean from TOPEX-Jason satellite altimetry. The two solutions bear gross resemblance to each other and indicate large spatial-scale trends of ~1 cm cy-1 in the barotropic M2 tide in the Indian Ocean, the western and northern Pacific (e.g., in the Gulf of Alaska), and Baffin Bay. Our results highlight that efforts seeking to explain interannual to secular changes of tides at the coast and in the open ocean must consider both sea level rise and contemporary changes in ocean stratification.

How to cite: Opel, L., Schindelegger, M., and Ray, R. D.: Impact of contemporary ocean stratification on the global tides: A preliminary modeling study, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11720, https://doi.org/10.5194/egusphere-egu23-11720, 2023.

EGU23-13066 | ECS | Orals | OS4.2

Study of Internal Tides characteristics in the Eastern Arabian Sea 

Pragnya Makar, Ambarukhana Devendra Rao, Yadidya Badarvada, and Vimlesh Pant

Internal tides, internal waves of tidal frequency, are generated by the flow of barotropic tidal currents over topography. Arabian Sea is a region of the northwestern Indian Ocean bounded to the east by the Indian peninsula. Though Arabian Sea and Bay of Bengal reside almost at the same latitudinal belt yet there is difference in the tide’s properties at the two basins. Internal tides in the Arabian Sea are complex and recent modeling studies have suggested that the semidiurnal internal tides show the largest seasonal variability among other regions in the world. However, the generation and propagation mechanism of internal tides, as well as their temporal variability, are unknown in this region. Therefore, we used in-situ observations collected at AD09 (8°N, 73°E) from November 2018 to December 2019 in this study. Salinity has a major role in governing the near-surface stratification, whereas temperature fluctuations govern the subsurface stratification at this location. The rectilinear zonal flow dominates the ellipticity of both semidiurnal and diurnal motions, indicating the generation of internal tides at the slopes. The maximum isopycnal displacement is observed during April at 100 m depth. Furthermore, the semidiurnal barotropic tides rotates in the clockwise direction, while the diurnal rotates in a counter-clockwise direction. Moreover, baroclinic semidiurnal tidal currents rotate anticlockwise at all depths, whereas diurnal tidal currents rotate both clockwise and anticlockwise at various depths. The strongest baroclinic currents, based on the magnitude of the semi-major axis for K1 are found near 100 m, dominated by rectilinear flow, whereas for M2, they are found at depths below 125 m. The maximum kinetic energy of the internal wave is observed at 90 m depth, and the analysis shows both diurnal and semidiurnal frequency dominates in the Arabian Sea, as the constituents M2, S2, K1, and O1 forms the most energetic part of the spectrum. In contrast, on the eastern part of the Indian peninsula in the Andaman Sea and Bay of Bengal, semidiurnal frequency dominates. Arabian Sea exhibits remarkable seasonal variability driven by the Indian monsoon system and seasonal variations in stratification influence the properties of internal tides in this basin. Hence, the study provides a major insight into the characteristics of internal tides over eastern Arabian Sea region.

How to cite: Makar, P., Rao, A. D., Badarvada, Y., and Pant, V.: Study of Internal Tides characteristics in the Eastern Arabian Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13066, https://doi.org/10.5194/egusphere-egu23-13066, 2023.

EGU23-13302 | ECS | Orals | OS4.2

The anisotropy of internal tide generation: Global estimates for the M2 tide and implications for tidally driven mixing parameterizations 

Friederike Pollmann, Jonas Nycander, Carsten Eden, and Dirk Olbers

Energetically consistent parameterizations of small-scale turbulent mixing rely on internal gravity wave energetics. A crucial ingredient is the generation of internal waves by the interaction of the barotropic tide with rough seafloor topography. Owing to the orientation of topographic obstacles and the directionality of barotropic tidal currents, this process is inherently anisotropic, but so far, this dependence on horizontal direction was not taken into account in global estimates of internal tide generation. We present the global application of a new method based on linear theory that resolves the horizontal direction of the internal tide generation, showing the substantial anisotropy of this process. How this in turn affects vertical mixing and the ocean state is evaluated with the aid of the internal gravity wave model IDEMIX, a backbone of energetically consistent parameterizations of wave-induced mixing.

How to cite: Pollmann, F., Nycander, J., Eden, C., and Olbers, D.: The anisotropy of internal tide generation: Global estimates for the M2 tide and implications for tidally driven mixing parameterizations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13302, https://doi.org/10.5194/egusphere-egu23-13302, 2023.

EGU23-14664 * | ECS | Orals | OS4.2 | Highlight

The resonant tidal evolution of the Earth-Moon distance 

Mohammad Farhat, Pierre Auclair-Desrotour, Gwenaël Boué, and Jacques Laskar

Ever since the Moon formed close to the Earth, it has been forced by tidal interactions to drift away through orbital angular momentum pumping. Available geological data provide snapshots of the lunar orbital history, the earliest registered to date at ~3.2 Ga. However, a complete theoretical reconstruction of the lunar orbit, which traces its evolution from the present state to a post-impact nosy neighbor at ~4.5 Ga was missing. Namely, previous tidal models attempting this reconstruction are either empirical, or numerically costly, and are always incompatible with the well-constrained lunar age. We undertake a systematic exploration of the time-varying tidal dissipation in the Earth’s oceans and solid interior to provide, for the first time, a history of the lunar orbit that fits the present measurement of its recession and the estimated lunar age. Our work extends a lineage of earlier works on the semi-analytical treatment of fluid tides on varying bounded surfaces, allowing us to mimic the time-varying effect of continentality on Earth. We further couple the oceanic response with solid bodily tidal deformations using an Andrade rheology. The modeled oceanic tidal response is effectively barotropic and is parametrized by only two parameters describing the oceanic thickness and the timescale of dissipation. Our resulting tidal response reconstructs a history of the lunar orbit that is predominantly shepherded by robust resonant excitations in the Earth’s paleo-oceans. This lunar orbital reconstruction is in good agreement with the available geological proxies, which predicates the dominance of long-wavelength flows in controlling the tidal history, instead of the continentality-driven basin modes. The generated tidal resonances caused significant and, relatively, rapid variations in the lunar semi-major axis, the Earth’s length of the day, and the Earth’s obliquity. Consequently, these astronomical features should have driven significant paleo-climatic variations through tidal heating and the changing insolation.

 

How to cite: Farhat, M., Auclair-Desrotour, P., Boué, G., and Laskar, J.: The resonant tidal evolution of the Earth-Moon distance, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14664, https://doi.org/10.5194/egusphere-egu23-14664, 2023.

EGU23-17440 | Posters on site | OS4.2

On seasonal to secular M2 variability in the Gulf of Maine 

Michael Schindelegger

The lunar semidiurnal (M2) tide of the Gulf of Maine and Bay of Fundy is remarkable not only for its large amplitude but also for its spatially coherent temporal changes of ∼1–3 cm on secular to seasonal time scales. Previous work suggests a role for ocean stratification in causing the tide's seasonal modulation, while the forcing factors for lower-frequency M2 variability are yet unknown. Here I show, using a regional baroclinic modeling framework, that changes in ocean stratification also matter on interannual time scales and account for ∼40% of the observed M2 changes at tide gauges from 1994 to 2019. Masking experiments and energy diagnoses reveal that the modeled variability is primarily driven by fluctuations in barotropic-to-baroclinic energy conversion on the continental slope south of the gulf's mouth, with a ∼7% (0.30 GW) drop in the area-integrated conversion rate inducing a 1-cm amplitude increase along the Massachusetts coast. Evidence is given for the same process to have caused the near-monotonic M2 amplitude decrease throughout the 1980s, as slope waters warmed due to a northerly shift of the Gulf Stream. I present results from model-based M2 projections for the end of the 21st century and highlight possibly competing roles of stratification changes and sea level rise in driving the tide's response to future climate change.

How to cite: Schindelegger, M.: On seasonal to secular M2 variability in the Gulf of Maine, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17440, https://doi.org/10.5194/egusphere-egu23-17440, 2023.

EGU23-1058 | ECS | Orals | OS4.3

Climate Change Trends in The Eastern Mediterranean Hotspot 

Sagi Knobler, Gil Rilov, and Dan Liberzon

The sea surface temperature increase due to global warming is causing rapid iceberg melting and increased condensation of clouds, each project to a global consequence in the form of sea surface temperature drop during storms, marine heatwaves, sea level rise, and increase in intensification and rate of recurrence of storm weather events.

Here we present the analysis of 30-year-long measurements of sea surface temperature and instantaneous water surface elevation, measured by two buoys moored in separate locations in the climate hotspot area in the Eastern Mediterranean Sea at the depth of 24 meters, two kilometers off the Israeli coastline. Additional long-term measurements of sea level rise from several stations along the Israeli coastline are also integrated into the analysis. The increase in storm weather events was examined in terms of storms’ significant wave height statistics, using peak-over-threshold analysis over the historic data. 

The results showed occurrences of sea surface temperature drop events following storms and of marine heatwaves, positive trends were observed in sea level and in sea surface temperature rise. The last two decades are shown to be characterized by storm intensification. The sea surface rise was correlated against the measured sea surface temperature trends as obtained by the buoys and compared to Copernicus satellite data with remarkable conclusions.

How to cite: Knobler, S., Rilov, G., and Liberzon, D.: Climate Change Trends in The Eastern Mediterranean Hotspot, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1058, https://doi.org/10.5194/egusphere-egu23-1058, 2023.

EGU23-1090 | Posters on site | OS4.3

Wave Breaking Statistics Under Wind in Sea and Laboratory Conditions 

Dan Liberzon, Sagi Knobler, Ewelina Winiarska, and Alexander Babanin

The hydrodynamical process of breaking water waves is still a source of many unsolved questions. An extensive research work has been carried out during the last decades in order to quantify and define the associated energy redistribution, which directly influences a wide range of climate processes, maritime applications, and oceanic phenomena.

Naturally, waves become steeper toward the inception of breaking; however, there is still a lack of unanimity regarding the relationship between breaking probability statistics and wave steepness. Here we present a detailed analysis of different sea states from the Black Sea measurements and from a closed wind-wave flume experiments. Together with the wind-derived parameters, the water wave statistics were gathered using an innovative breaking wave detection algorithm. The algorithm was recently developed to allow accurate detection of breaking waves based on the phase-time approach and wavelet analysis to identify breaking-associated patterns in the instantaneous frequency variations of surface elevation fluctuations. The in-depth analysis of breaking and non-breaking wave statistics included wave-by-wave calculations resulting in steepness and celerities of the local wave, derived from the local wave frequency and wavenumber. Finally, the findings, after investigation and validation, presented a skewed Gaussian-like steepness histogram, revealing that both non-breaking and breaking waves can reach steep profiles, above the Stokes limit. 

How to cite: Liberzon, D., Knobler, S., Winiarska, E., and Babanin, A.: Wave Breaking Statistics Under Wind in Sea and Laboratory Conditions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1090, https://doi.org/10.5194/egusphere-egu23-1090, 2023.

EGU23-1173 | ECS | Posters on site | OS4.3

Multiscale analysis of typhoon-induced oceanic responses: A Case Study of Typhoon Kalmaegi in the South China Sea 

Gang Li, Yijun He, Yang Yang, Guoqiang Liu, Xiaojie Lu, and William Perrie

A localized multiscale energetics framework is used to study the multiscale typhoon-induced upper oceanic responses, in the case of Typhoon Kalmaegi in the South China Sea. A diagnostic methodology of the time-varying energetics, on the basis of the multiscale window transform (MWT) —namely, localized multiscale energy and vorticity analysis (MS-EVA) decomposes HYCOM variable fields into a low-frequency background flow window, a mid-frequency flow window and a high-frequency process window. The background window represents mesoscale processes and Kuroshio currents well and the mid-frequency window captures near-inertial processes influenced by typhoon-induced wind stresses. The scale-scale kinetic energy transfers from the near-inertial window to the background window, mainly on the right-hand side of the typhoon track. Advection and pressure work redistribute energy contribute to the accumulation of kinetic energy in the mid-frequency flow window and enhances ocean mixing. Negative vorticity has a significant impact on the distribution and downward propagation of the near-inertial energy, leading to heterogeneity in the mixing of the upper ocean. We offer new insights into understanding the multiscale interactions between typhoons and the upper ocean.

How to cite: Li, G., He, Y., Yang, Y., Liu, G., Lu, X., and Perrie, W.: Multiscale analysis of typhoon-induced oceanic responses: A Case Study of Typhoon Kalmaegi in the South China Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1173, https://doi.org/10.5194/egusphere-egu23-1173, 2023.

EGU23-2435 | Posters on site | OS4.3

Ordering of small parameters in nonlinear wave problems 

Georgy Burde
It is a common situation when asymptotic methods are applied to nonlinear wave problems which involve several parameters assumed to be small. As a canonical example, the classical problem of shallow water waves in ideal fluid may be mentioned. In particular, the famous Korteweg–de Vries (KdV) equation, which is the prototypical example of an exactly solvable soliton equation, was first introduced in the context of that problem. The system of equations describing the long, small-amplitude wave motion in shallow water with a free surface involves two independent small parameters: the amplitude parameter α and the wave length parameter β. No relationship between orders of magnitude of α and β follows from the statement of the problem. In the derivation of model equations, the question of ordering is usually not discussed and it is tacitly assumed that the two small parameters are of the same order of magnitude (the derivation of the KdV equation is the case). However, it is evident that there are no grounds for that assumption and that, in general, the parameters α and β can be not of the same order of magnitude. It is indicated in [1], that, in such a case, a consistent truncation of the asymptotic expansion can be made only on the basis of a prescribed relationship between orders of magnitude of α and β, and a systematic procedure for deriving an equation for surface elevation is developed. The results of the analysis provide a set of consistent model equations for unidirectional water waves which replace the KdV equation in the cases of the nonstandard ordering. The problem of shallow water waves over a slowly varying bottom [2], [3] provides an example of the problem which involves three independent small parameters. As other examples of the problems involving several small parameters, the nonlinear interactions among internal oceanic gravity waves and nonlinear instability of (weakly) nonparallel flows are to be considered.
[1] G. I. Burde and A. Sergyeyev, J. Phys. A: Math. Theor. 46, 075501 (2013).
[2] A. Karczewska, P. Rozmej, and E. Infeld, Phys. Rev. E 90, 012907 (2014).
[3] G. I. Burde, Phys. Rev. E 101, 036201 (2020).

How to cite: Burde, G.: Ordering of small parameters in nonlinear wave problems, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2435, https://doi.org/10.5194/egusphere-egu23-2435, 2023.

EGU23-2437 | Orals | OS4.3

Wave boundary layer at the ice–water interface: theory and experiment 

Jie Yu, Mark Orzech, David Wang, Blake Landry, Carlo Zuniga-Zamalloa, and Kathryn Trubac

Marginal ice zones (MIZs) are distinguished by the highly heterogeneous condition of sea ice, e.g., floes of various sizes, pancake, brash and frazil ice, ice ages, brine content, ice thickness and concentration, etc. This makes it challenging to model wave propagation in MIZs, either theoretically or numerically, since there remain similar limitations to mathematically describing such an ice cover on the ocean surface. In this study, we re-consider the problem of linear gravity waves in two layers of fluids with a viscous ice layer overlaying water of deep depth, giving a comprehensive analysis of the fluid velocities, velocity shear, and Reynolds stress associated with wave fluctuations in both the ice layer and the wave boundary layer just beneath the ice. For the turbulent wave boundary layer, water eddy viscosity is used. Speculation of the Eulerian steady streaming is made based on the Reynolds stress distribution, offering a preliminary insight into the wave-induced mean drifts in both the ice layer and wave boundary layer in the water. For wave attenuation, the results using a typical ice viscosity and a reasonable water eddy viscosity show good agreement with data over the range of frequencies for both field and lab waves, significantly outperforming those results assuming an inviscid water. Also discussed are the PIV (particle imaging velocimetry) measurements from the experiment of wave propagation through broken surface ice in a salt water tank in a temperature-controlled facility at the US Army Corps of Engineers Cold Regions Research and Engineering Laboratory (CRREL). Preliminary analysis of the PIV data has provided strong evidence of such a wave boundary layer at the water–ice interface. The measured vertical profiles of fluid velocities and wave-induced Reynolds stress have trends similar to the theoretical predictions, despite the quantitative discrepancies in terms of numerical values. To our knowledge, this is only the second such experiment to measure the three-dimensional fluid velocity fields due to the wave motion under surface ice. This is to be followed by the phase II experiment (scheduled in 2023) in which the ice thickness and other properties will be configured to improve the similitude with field applications. 

How to cite: Yu, J., Orzech, M., Wang, D., Landry, B., Zuniga-Zamalloa, C., and Trubac, K.: Wave boundary layer at the ice–water interface: theory and experiment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2437, https://doi.org/10.5194/egusphere-egu23-2437, 2023.

EGU23-3573 | Orals | OS4.3 | Highlight

A probabilistic prediction of rogue waves 

Johannes Gemmrich, Leah Cicon, Benoit Pouliot, and Natacha Bernier

Rogue waves are individual ocean surface waves with a height greater than 2.2 times the significant wave height.  They can pose a danger to marine operations, onshore and offshore structures, and beachgoers, especially when encountered in high sea states. The prediction of bulk sea state parameters like significant wave height, period, direction, and swell components is satisfactorily addressed in current operational wave models. Individual wave heights cannot be predicted by those spectral models, and the prediction of rogue wave occurrence has to be in a probabilistic sense.

Previous attempts on such a prediction are based on the Benjamin Feir Index (BFI), which reflects the nonlinear process of modulation instability as the dominant generation mechanism for rogue waves. However, there is increasing evidence that BFI has limited predictive power in the real ocean. Recent studies established the average crest-trough correlation as the strongest single variable to correlate with rogue wave probability.

We demonstrate that crest-trough correlation can be forecast by an operational WAVEWATCHIII wave model with moderate accuracy. Using multi-year wave buoy observations from the northeast Pacific we establish the functional relation between crest-trough correlation and rogue wave occurrence rate, thus calibrating predicted crest-trough correlations into probabilistic rogue wave predictions. Combined with the predicted significant wave heights we can identify regions of enhanced rogue wave risk. Results from a case study of a large storm off Canada’s west coast are presented to evaluate the regional wave model at high seas, and to present the rogue wave probability forecast based on crest-trough correlation.

How to cite: Gemmrich, J., Cicon, L., Pouliot, B., and Bernier, N.: A probabilistic prediction of rogue waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3573, https://doi.org/10.5194/egusphere-egu23-3573, 2023.

EGU23-4788 | Posters on site | OS4.3

Observation-Based Physics in Spectral Wave-Forecast Models 

Alexander Babanin

Major update of the physics of the third generation models will be presented. The new source terms for wind input, whitecapping dissipation, interaction of waves with adverse winds (negative input) and swell attenuation have been developed and implemented in WAVEWATCH-III, SWAN and WAM models. Physics and parameterisations for the new source functions are based on observations, which allowed us to reveal features and processes previously unknown and not accounted for. For extreme conditions, physics of the wind input and whitecapping dissipation terms exhibit additional features irrelevant or inactive at moderate weather.

In particular, the wave growth term was shown to be a nonlinear function of wave steepness (spectral density). Additionally, the wave breaking was found to enhance the wind input. Relative reduction of the wind input at strong-wind/steep-wave conditions was observed, due to full flow separation found at such circumstances. At strong wind forcing, this causes saturation of the sea drag.

Spectral distribution of the whitecapping dissipation is the most elusive function to measure. Breaking of waves, and hence such dissipation exhibits a clear threshold behaviour in terms of wave steepness (or saturation spectrum). Other novel observed features are cumulative effect away from the spectral peak (dissipation is not local in wavenumber space), directional bimodality. It was found that at moderate winds the dissipation is fully determined by the wave spectrum whereas at strong winds it is a function of the wind speed.

In absence of breaking (swell or other circumstances when the spectral density is below the threshold), other energy sink has to be invoked. It is based on observations of wave-turbulence interactions, and dependence of such interactions on wave steepness.

Interaction of the waves with adverse wind is a necessary additional term if the above-mentioned wind input function is employed, since this function only describes forcing of waves by the following wind. These dependences are calibrated by means of observations in tropical cyclones.

In order to test the source functions independently, and control the flux balance in the model, additional observation-based constraints are implemented. At each time step, the total momentum input is verified to match an independently known wind stress.

Qualitative and quantitative effects and properties of the observation-based source terms are parameterised, and the parameterisations are presented in forms suitable for spectral wave models. The new versions of the models have undergone extensive testing by means of academic tests, regional and global wave hindcast, modelling extreme conditions ranging from tropical cyclones to the marginal ice zone.

How to cite: Babanin, A.: Observation-Based Physics in Spectral Wave-Forecast Models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4788, https://doi.org/10.5194/egusphere-egu23-4788, 2023.

FIO-ESM (First Institute of Oceanography-Earth System Model) developed by the First Institute of Oceanography of the Ministry of Natural Resources, is an earth system model with surface gravity wave models and composed of a physical climate model and a global carbon cycle model. The Earth system model has developed from FIO-ESM v1.0, to FIO-ESM v2.0, which has been improved in both its physical climate model and the global carbon cycle model. The marine carbon cycle model of FIO-ESM v2.0 global carbon cycle model has been upgraded from the nutrient-driven model of v1.0 to the NPZD (Nutrient Phytoplankton Zooplankton Detritus) type ocean ecological carbon cycle model, and the terrestrial carbon cycle model has been upgraded from the simple light energy utilization model of v1.0 to the carbon-nitrogen coupling model considering carbon-nitrogen interaction. The atmospheric carbon cycle model is still the CO2 transport processes, with the anthropogenic carbon emissions from the fossil fuel and land use change. In terms of effects of physical process parameterization schemes on the global carbon cycle, the FIO-ESM v2.0 global carbon cycle considers not only the role of non-breaking wave induced mixing on biogeochemical variables, but also the effects of SST diurnal cycle on air-sea CO2 flux. Primary analysis shows that FIO-ESM v2.0 can simulate the global carbon cycle fairly well after considering more complex carbon cycle processes.

How to cite: Bao, Y.: Global Carbon Cycle of Earth System Model FIO-ESM with Surface Waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4824, https://doi.org/10.5194/egusphere-egu23-4824, 2023.

EGU23-4850 | Posters virtual | OS4.3

Development and validation of a global 1/32° surface wave-tide-circulation coupled ocean model: FIO-COM32 

Bin Xiao, Fangli Qiao, Qi Shu, Xunqiang Yin, Guansuo Wang, and Shihong Wang

Model resolution and the included physical processes are two of the most important factors those determine the realism or performance of ocean model simulations. In this study, a new global surface wave-tide-circulation coupled ocean model FIO-COM32 with a resolution of 1/32°×1/32° is developed and validated. Promotion of the horizontal resolution from 1/10° to 1/32° leads to significant improvements in the simulations of surface eddy kinetic energy (EKE), main paths of the Kuroshio and Gulf Stream, and the global tides. We propose the Integrated Circulation Route Error (ICRE) as a quantitative criteria to evaluate the simulated main paths of Kuroshio and Gulf Stream. The non-breaking surface wave-induced mixing (Bv) is proven to still be an important contributor that improves the agreement of the simulated summer mixed layer depth (MLD) against the Argo observations even with a very high horizontal resolution of 1/32°. The mean error of the simulated mid-latitude summer MLD is reduced from -4.8 m in the numerical experiment without Bv to -0.6 m in experiment with Bv. By including the global tide, the global distributions of internal tide can be explicitly simulated in this new model and are comparable to the satellite observations. Based on Jason3 along-track sea surface height (SSH), wave number spectral slopes of mesoscale ranges and wave number-frequency analysis show that the unbalanced motions, mainly internal tides and inertia-gravity waves, induced SSH undulation is a key factor for the substantially improved agreement between model and satellite observations in the low latitudes and low EKE regions. For ocean model community, surface waves, tidal currents and ocean general circulations have been separated artificially into different streams for more than half a century. This paper demonstrates that it should be the time to merge these three streams for new generation ocean model development.

How to cite: Xiao, B., Qiao, F., Shu, Q., Yin, X., Wang, G., and Wang, S.: Development and validation of a global 1/32° surface wave-tide-circulation coupled ocean model: FIO-COM32, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4850, https://doi.org/10.5194/egusphere-egu23-4850, 2023.

EGU23-6067 | ECS | Orals | OS4.3

Observations of the ocean waves directional spreading during the HIGHWAVE project and SUMOS campaign. 

Daniel Santiago Peláez Zapata, Vikram Pakrashi, and Frederic Dias

The directional distribution of ocean waves is of great importance for a better understanding of air-sea interactions. Countless applications in science and engineering, such as, offshore energy production, microseisms prediction, wave climate modelling, coastal erosion, among many others, require precise information about the wave directionality. However, in spite of its importance, this quantity is poorly understood and difficult to accurately model. This study presents observations of the directional spreading parameters obtained from a set of low-cost GPS-based buoys during highly energetic conditions. One of the buoys was anchored off the west coast of Ireland during the HIGHWAVE project. These observations are compared with the measurements of 20 freely drifting buoys deployed in the Bay of Biscay during the SUMOS campaign. Spreading parameters were compared in the framework of widely used parameterisation for the directional distribution. The directional spreading is narrower at the spectral peak and broadens as the frequency moves away towards higher and lower scales. There is a particularly sharp increase in the spreading for f < fp. The results showed that buoy-based observations significantly differ from spatial-based measurements for frequencies around half the spectral peak. The measruements obtained by the drifting buoys show that for 2 < f/fp < 6, the spreading appears to be approximately constant with the frequency and tends to increase again for f > 6fp. The results showed that the directional spreading seems to be independent of the wave age, roughly across the entire range of frequencies.  This may imply that the shape of the directional spectrum is primarily controlled by the non-linear wave-wave interactions rather by the wind forcing.  In the vicinity of the spectral peak, a weakly linear relationship between the directional spreading and the significant wave height was observed.  The results show that as the significant wave height increases by one meter, the spreading decreases by about 4.5°. The preliminary results presented here contribute to the understanding of the directional distribution of ocean waves. However, further observations and comparisons are needed to fully capture the complexity of this phenomenon. Despite being preliminary, these results provide valuable insights and add to the ongoing discussion on this topic. This work was funded by the European Research Council (ERC) under the EU Horizon 2020 research and innovation programme (grant agreement no. 833125-HIGHWAVE). We are very grateful to the scientific team behind the SUMOS campaign for providing the drifting buoys data.

How to cite: Peláez Zapata, D. S., Pakrashi, V., and Dias, F.: Observations of the ocean waves directional spreading during the HIGHWAVE project and SUMOS campaign., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6067, https://doi.org/10.5194/egusphere-egu23-6067, 2023.

EGU23-6244 | Posters virtual | OS4.3 | Highlight

Surface waves can much improve ocean to climate models 

Fangli Qiao

As the time and spatial scales of surface waves are several seconds and hundreds meters, which are much smaller than those of ocean circulation and climate, months and thousands kilometers or even bigger. As a result, ocean surface wave models are separated from ocean circulation models and climate models as different streams. During the past 2 decades, we find that surface waves play dominant role in the vertical mixing of the upper ocean, and heavily modulate the air-sea momentum and heat fluxes. (1) By including surface waves into ocean general circulation models (OGCMs), the ever-standing simulated shallow mixed layer and over-estimated sea surface temperature (SST) especially in summer faced by nearly all OGCMs are dramatically reduced, 80-90% common errors can be removed from OGCMs; (2) Although the forecasting error of Tropical Cyclone (TC) track is reduced by about half during the past 3 decades, the forecasting of TC intensity has no much progress. By including surface waves, the TC intensity error is reduced by about 40%; (3) SST is a crucial parameter in climate system. All climate models have huge SST simulation bias which has last for half century. By including surface wave, the SST bias can be reduced by about half. All above suggests that surface waves should be included in ocean, TC and climate models for improving our forecasting ability on ocean, TC and climate.

How to cite: Qiao, F.: Surface waves can much improve ocean to climate models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6244, https://doi.org/10.5194/egusphere-egu23-6244, 2023.

EGU23-9740 | ECS | Posters on site | OS4.3

Deterministic directional wave forecasting in deep water 

Eytan Meisner, Dan Liberzon, Mariano Galvagno, David Andrade, and Raphael Stuhlmeier

Recent years have seen an extensive increase in maritime activity, including new coastal and offshore infrastructure, increased cargo transport, and research on wave energy converters. While long-term macro-scale wave forecasting has been extensively researched (e.g. Günter & Hasselmann, 1991), with several forecasting models available today, there is a noticeable gap in local-scale deterministic wave forecasting models. Such models are needed to improve the efficiency of the design and operation of offshore installations and vessels, providing close-to-real-time data and short-term predictions of waves and wave-induced forcing.

We will report on the development of a new, computationally efficient model, allowing for weak nonlinearities in directional wavefields, based on previous studies on the unidirectional case (Stuhlmeier & Stiassnie, 2021). The model is capable of providing a deterministic forecast of the wavefield inside the prediction domain in time and space, based on measurements conducted over an initial region (Figure 1).

The mathematical framework used is the Zakharov equation, which determines the nonlinear cross-corrections to the frequencies between the various modes in the spectrum (Stuhlmeier & Stiassnie, 2019), used to derive the actual velocities at which the various wave field components are propagating.

The presentation will elaborate the full mathematical framework, alongside explanations of its benefits with respect to linear predictions. The model’s performance is validated using numerical data of nonlinear directional wavefields, generated using the higher order spectral (HOS) method.

Figure 1 – Predictable region in time (vertical axis) based on measurements at initial domain η0(x,y)

References

​​Günter, H. & Hasselmann, S., 1991. Wamodel cycle 4, Hamburg: German Climate Computing Centre.

Raphael Stuhlmeier and Michael Stiassnie. Deterministic wave forecasting with the Zakharov equation. J. Fluid Mech., 913:1–22, 2021.

Raphael Stuhlmeier and Michael Stiassnie. Nonlinear dispersion for ocean surface waves. J. Fluid Mech., 859:49–58, 2019.

How to cite: Meisner, E., Liberzon, D., Galvagno, M., Andrade, D., and Stuhlmeier, R.: Deterministic directional wave forecasting in deep water, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9740, https://doi.org/10.5194/egusphere-egu23-9740, 2023.

Langmuir circulations arise through the interaction between the Lagrangian drift of the surface waves and the wind-driven shear layer. The high shear rate alone is sufficient for generating quasi-streamwise vortices within the shear layer. Despite the different formation mechanisms, both vortical structures manifest themselves by inducing wind-aligned streaks on the surface. Numerical simulations of a stress-driven turbulent shear layer bounded by monochromatic surface waves are conducted to reveal the mutual interaction between the large-scale vortical structures of Langmuir circulations and the small-scale quasi-streamwise vortices in Langmuir turbulence. The averaged structure of Langmuir circulations is educed from conditional averaging guided by the signatures of predominant surface streaks obtained from empirical mode decomposition. The width of the averaged vortex pair of Langmuir circulations is found to be comparable to the most unstable wavelength of the wave-averaged Craik–Leibovich equation. Small-scale coherent vortical structures are identified using a detection criterion based on local analysis of the velocity-gradient tensor and their topological geometry. Quasi-streamwise vortices accumulated beneath the windward surface are found to dominate the distribution of small-scale coherent vortical structures. Employing the variable-interval spatial average to the identified quasi-streamwise vortices reveals that they tend to form in the edge vicinity of the high-speed surface jets induced by the Langmuir cells. The tilting of vertical vorticity at the outer edges of surface jets by shear current and wave drift enhances the formation of quasi-streamwise vortices. The results highlight the differences in the coherent vortical structures between the Langmuir turbulence and the turbulent wall layer.

How to cite: Tsai, W. and Lu, G.: Interaction between large-scale vortical structures and quasi-streamwise vortices in Langmuir turbulence, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10245, https://doi.org/10.5194/egusphere-egu23-10245, 2023.

EGU23-10740 | Orals | OS4.3 | Highlight

Computation of Nonlinear Wave Motion Using a Quantum Algorithm 

Alfred Osborne

           

The development of quantum computers over the next decade or so suggests that the geophysical sciences may benefit from very rapid computations from “quantum supremacy.” I have developed a pilot project which would help orient researchers to the use of quantum computers. The first step, and the main topic of my talk, would be to quantize a nonlinear wave equation in order that quantum algorithms might be developed. I focus on the nonlinear Schroedinger equation (NLS). The main emphasis is to show that the NLS equation for spatially periodic boundary conditions is a Hamiltonian system: Thus, I derive the solution and the coordinates and momenta in terms of quasiperiodic Fourier series. Then I apply the method of Heisenberg to develop the matrix mechanics of the NLS equation. Quantization arises as the lack of commutation for the product of the coordinate and the momenta matrices of the equation. I also discuss other equations due to the Dysthe, Trulsen and Dysthe, Yan Li and the Zakharov equations. I discuss how the method of matrix mechanics as applied to nonlinear wave equations might be programmed on a quantum computer.

How to cite: Osborne, A.: Computation of Nonlinear Wave Motion Using a Quantum Algorithm, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10740, https://doi.org/10.5194/egusphere-egu23-10740, 2023.

EGU23-10993 | ECS | Posters on site | OS4.3

Impact of the representation of waves on simulated particle dispersal in the surface ocean 

Siren Rühs, Erik van Sebille, Aimie Moulin, and Emanuela Clementi

The knowledge of how seawater moves around in the global ocean and transports tracers and particulates, is crucial for solving many outstanding issues in physical oceanography and climate science. Due to limited available observations, seawater pathways are often estimated by evaluating virtual particle trajectories inferred from velocity fields computed with ocean models. The quality of these Lagrangian analyses strongly depends on how well the underlying ocean model represents the ocean circulation features of interest.
Here, we investigate how simulated surface particle dispersal changes, if the – often omitted or only approximated – impact of surface waves is considered. Specifically, we test the impact of new representations of wave-current interactions for the ocean model NEMO in a case study for the Mediterranean Sea. We are using velocity output from a high-resolution (1/24°) ocean-only model simulation as well as a complementary coupled ocean-wave model simulation, to answer the following questions: How do waves impact the simulated surface particle dispersal, and what is the relative impact of Stokes drift and wave-driven Eulerian currents? How well can the wave impact be approximated by the superposition of Eulerian mean and Stokes drift velocity fields obtained from independently run ocean and wave models?
We find that the wave coupling leads to a decrease in the mean surface current speed in summer dominated by wave-driven Eulerian currents, and an increase in the mean surface current speed in winter dominated by Stokes drift. We further show that Lagrangian simulations with superimposed Eulerian currents and Stokes drift from independent ocean-only and wave models do not necessarily yield more realistic results for surface dispersal patterns than simulations that do not include any wave effect. This implies that – whenever possible – velocity fields from a coupled ocean-wave model should be used for surface particle dispersal simulations.

How to cite: Rühs, S., van Sebille, E., Moulin, A., and Clementi, E.: Impact of the representation of waves on simulated particle dispersal in the surface ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10993, https://doi.org/10.5194/egusphere-egu23-10993, 2023.

EGU23-11149 | Posters on site | OS4.3

A direct numerical simulation of nonbreaking-surface-waves induced mixing 

Yutaka Yoshikawa, Haruka Imamura, and Yasushi Fujiwara

Nonbreaking surface waves (NBSWs) induce vertical mixing even under the windless condition (WLC).  Recent laboratory experiments (e.g., Dai et al. 2010) demonstrated this mixing clearly; stratified water was vertically mixed by the NBSWs under the WLC.  The estimated vertical diffusivity amounts to O(10-5 m2/s), two orders of magnitude lager than the molecular diffusivity.  Yet, the mechanism of the mixing was not clarified in this laboratory experiment.   Recent numerical studies (e.g., Tsai et al. 2017; Fujiwara et al. 2020) on the other hand showed that the NBSWs under the WLC formed streamwise vortices  beneath the water surface through the CL2 mechanism like Langmuir circulations.  However, the intensity of the mixing was not evaluated in their numerical studies due to short integration time or artificially large eddy viscosity/diffusivity.  As a consequence, how the NBSWs under the WLC could induce the vertical mixing remains to be investigated.  In fact, local generation of turbulence by the wave orbital velocity is proposed as another mechanism of the NBSW-induced turbulence (e.g., Dai et al. 2010; Qiao et al. 2016).  Here, in order to investigate whether and how the NBSW alone could induce such the large vertical mixing, we performed a direct numerical simulation (DNS) of the NBSW under the WLC as in Dai et al. (2010).  The DNS with a sigma-coordinate free-surface nonhydrostatic model reveals that streamwise vortices like Langmuir circulations, developed exponentially at first, grow to be finite amplitude and keep slowly increasing in size and intensity.  At the finite-amplitude stage, the simulated water temperature was vertically mixed from near the surface.  The vertical eddy diffusivity was O(10-5 m2/s) very near the surface, which is overall similar to the previous estimation (Dai et al.  2010), but its vertical profile was different.  Enstrophy analysys reveals that CL2 mechanism, the same as for Langmuir circulations, kept working even in the finite-amplitude stage to induce the intense mixing near the surface.

How to cite: Yoshikawa, Y., Imamura, H., and Fujiwara, Y.: A direct numerical simulation of nonbreaking-surface-waves induced mixing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11149, https://doi.org/10.5194/egusphere-egu23-11149, 2023.

EGU23-11366 | Posters virtual | OS4.3

Observed Drag Coefficient Asymmetry in a Tropical Cyclone 

Sheng Chen

The behavior of drag coefficient (CD) in two different motion-relative quadrants of Typhoon Mujigae (2015) is investigated through the flux observations conducted on a fixed platform over the coastal region in the northern South China Sea. Observations reveal that the variation of CD is closely related to the location relative to the tropical cyclone (TC) center. The CD  presents an enhancement when the typhoon is away from the observational site. The spatial distribution of CD on the periphery of a TC is asymmetric, and the CD in the right rear quadrant is much larger than that in the right front quadrant for the same wind speed range. This asymmetric distribution of CD can be explained by the differences in wave properties between the two quadrants. CD is smaller in cross-swell conditions than that in the along-wind wave conditions. Observations also confirm that CD tends to level off and even attenuate with the increase of wind speed, and the critical wind speed for CD saturation over the coastal region (~20 m/s) is much lower than that over the open ocean (~30 m/s). The observational spatial distribution of CD in TC quadrants not only improves our understanding on the air-sea momentum flux but also provides a potential solution for the long-standing scientific bottleneck on TC intensity forecasting.

How to cite: Chen, S.: Observed Drag Coefficient Asymmetry in a Tropical Cyclone, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11366, https://doi.org/10.5194/egusphere-egu23-11366, 2023.

EGU23-13339 | Posters on site | OS4.3

Mutual interactions between waves and turbulence: an experiment 

Simen Å Ellingsen, Benjamin K Smeltzer, Olav Rømcke, and R Jason Hearst

 

The mutual interaction between waves and turbulent currents plays a key role in the energy budget, mixing and mass transfer in the upper layer of the ocean. Turbulence is ubiquitous in the uppermost layer of the ocean, where it interacts with surface waves. Theoretical, numerical, and experimental works (e.g. [1 - 3] and others) predict that motion of non-breaking waves will increase turbulent energy, in turn leading to a dissipation of waves and, potentially, increased mixing and gas transfer between ocean and atmosphere. Conversely, waves encountering a turbulent currents will be scattered and directional seas can suffer a broadening of the directional spectrum [4,5].

In this work we study how the mutual interaction of waves and turbulent flow depends on the properties of the ambient turbulence. The measurements were performed in the water channel laboratory at NTNU Trondheim [6], able to mimic the water-side flow in the ocean surface layer under a range of conditions. An active grid at the inlet allowed the turbulence intensity and length scale to be varied for the same mean flow. The flow field was measured in the spanwise-vertical plane by stereo particle image velocimetry for various background turbulence cases with waves propagating against the current. Scattering was measured with pairs of wave probes at increasing distances from the wave-maker.

A strong increase in streamwise enstrophy (mean-square streamwise vorticity) is observed after vs before the passage of a long, Gaussian wave group. Enstrophy is intensified under troughs and reduced under crests. Scattering is observed, increasing linearly with propagation distance. The scattering rate is found to depend primarily on the energy content at the largest turbulent scales larger than a wavelength, whereas the intensification of turbulence by waves occur at length scales smaller than a wavelength.

[1] Teixeira M. and Belcher S. 2002 “On the distortion of turbulence by a progressive surface wave” J. Fluid Mechanics 458 229-267.
[2] McWilliams J. C., Sullivan P. P. and Moeng C-H. 1997 “Langmuir turbulence in the ocean” J. Fluid Mechanics 334 1-30.
[3] Thais L. and Magnaudet J. 1996 “Turbulent structure beneath surface gravity waves sheared by the wind” J. Fluid Mechanics 328 313-344.
[4] Phillips O. M. 1959 "The scattering of gravity waves by turbulence"  J. Fluid Mech. 5 177-194.
[5] Fabrikant and Raevsky 1994 "The influence of drift flow turbulence on surface gravity wave propagation" J. Fluid Mech. 262 141-156.
[6] Jooss Y., Li L., Bracchi T. and Hearst R.J. 2021 “Spatial development of a turbulent boundary layer subjected to freestream turbulence” Journal of Fluid Mechanics 911 A4.

How to cite: Ellingsen, S. Å., Smeltzer, B. K., Rømcke, O., and Hearst, R. J.: Mutual interactions between waves and turbulence: an experiment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13339, https://doi.org/10.5194/egusphere-egu23-13339, 2023.

EGU23-14060 | Orals | OS4.3 | Highlight

A fractal approach to document the Wave-Influenced Boundary Layer in the Large Air-Sea Interaction Facility of Luminy, Marseille 

Denis Bourras, Christopher Luneau, Rémi Chemin, William Bruch, Saïd Benjeddou, and Philippe Fraunié

The study of the relationship between wind speed, altitude, and the geometric properties of the ocean surface (characteristics of dominant waves, surface roughness, see the wave-breaking rate) is a central topic both (1) for the representation of the transfer of momentum at the ocean-atmosphere interface in weather, ocean, wave growth forecasting models, and in coupled models, from sub-meso-scale to climate and paleoclimatic scales, and (2) for spaceborne remote sensing of the wind speed at the surface of the oceans, either in microwaves (mainly scatterometers and radiometers) or in visible wavelengths (observation of foam lines). Our study is focused on the surface air layer that is directly influenced by the presence of waves, which is so-called Wave-influenced Bounday Layer (WBL). After a survey of the existing relations found between wind, momentum, and the surface geometry in gradually increasing wind conditions, we will attempt to relate the results of ongoing fractal analyses based on (1) wind field deduced from PIV technique, (2) horizontal wave slope images from light refraction technique, and (3) Laser slice, in a controlled environment.

How to cite: Bourras, D., Luneau, C., Chemin, R., Bruch, W., Benjeddou, S., and Fraunié, P.: A fractal approach to document the Wave-Influenced Boundary Layer in the Large Air-Sea Interaction Facility of Luminy, Marseille, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14060, https://doi.org/10.5194/egusphere-egu23-14060, 2023.

EGU23-14900 | Orals | OS4.3 | Highlight

On the impact of ocean/wave coupling in tropical cyclones conditions in the Indian Ocean 

Lotfi Aouf, Stephane Law-Chune, Daniele Hauser, and Bertrand Chapron

Ocean waves play a key role in the exchange of heat and momentum fluxes between the ocean and atmosphere, expecially in extreme wind conditions. The availability of directional wave spectra from SWIM lead to a better description of wave systems nearby the trajectories of tropical cyclones as shown recently by Le Merle et al. 2022. Also the assimilation of these directional observations induced an improved forecast of integrated wave parameters and initial conditions from wind-sea to swell propagation. The objective of this work is to examine the impact of the wave-ocean coupling under cyclonic conditions in the Indian Ocean. Coupled simulations between the MFWAM wave model and the NEMO ocean model have performed over the 2020 and 2021 cyclonic seasons in indian ocean. We used an improved wave forcing by assimilating the directional wave spectra and the corresponding significant wave heights provided by the instrument SWIM of CFOSAT satellite. The impact of this enhanced wave forcing on the ocean circulation was compared with the one without CFOSAT data assimilation. The main coupling processes are wave-modified stress, Stokes drift and wave breaking induced turbulence. The results show that wave/ocean coupling leads to a significant increase of the ocean mixed layer along the trajectories of cyclones. This clearly induces a cooling of the upper ocean layers at the rear of the cyclones. The validation of key ocean parameters indicates an improvement in sea surface temperature compared to satellite data (OSTIA). We investigated the currents variability in the upper ocean following the trajectory of cyclone HEROLD. We also examined the impact of the coupling process driven by the wave breaking induced turbulence and investigated a better parametrization than the used one from Craig and Banner (1992). Further conclusions and comments will be discussed in the final presentation of this work.

How to cite: Aouf, L., Law-Chune, S., Hauser, D., and Chapron, B.: On the impact of ocean/wave coupling in tropical cyclones conditions in the Indian Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14900, https://doi.org/10.5194/egusphere-egu23-14900, 2023.

EGU23-16204 | Orals | OS4.3 | Highlight

Influence of wind-wave/swell interactions on the air-water momentum flux 

Marc Buckley, Janina Tenhaus, Silvia Matt, and Ivan Savelyev

The ocean surface is, more often than not, riddled with locally generated, growing wind-waves interacting with remotely generated swells. In moderate to high wind speeds, these complex interactions may strongly influence the occurrence of wave breaking as well as airflow separation events, which, in turn, control air-sea fluxes of momentum and scalars.

We present laboratory measurements of air and water dynamics in the vicinity of wind-modulated mechanically generated waves, at a 10 m fetch, using Particle Image Velocimetry. Using flow vorticity and turbulence estimates above and below the waves, we are able to quantify airflow separation and wave breaking events.

We observe modulations of the airflow by locally generated wind waves, including small sheltering events downwind of sharp wave crests. We will discuss the influence of local vs peak wind-wave conditions (e.g., wave age, slope), on wind-wave momentum and energy flux mechanisms.

How to cite: Buckley, M., Tenhaus, J., Matt, S., and Savelyev, I.: Influence of wind-wave/swell interactions on the air-water momentum flux, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16204, https://doi.org/10.5194/egusphere-egu23-16204, 2023.

EGU23-16788 | ECS | Orals | OS4.3

Mass transport induced by nonlinear surface gravity waves 

Laura Grzonka and Witold Cieślikiewicz

As waves pass, fluid elements experience not only periodic motion but also a movement in a direction of wave propagation (Stokes, G.G. (1847) On the Theory of Oscillatory Waves. Transactions of the Cambridge Philosophical Society, 8, 441-455). Defined as a difference between the average Lagrangian flow velocity of a particle and the average Eulerian flow velocity of the fluid, the Stokes drift entails, amongst others, the existence of wave-induced mass transport (van den Bremer TS, Breivik Ø. 2017 Stokes drift. Phil. Trans. R. Soc. A 376:20170104. http://dx.doi.org/10.1098/rsta.2017.0104). Knowledge of it is of high significance since it allows one to calculate tracer transport, for instance, plastic or oil pollution.
While operating in the Eulerian frame of reference, one should recognize that a fixed point in space in the vicinity of a free surface emerges and submerges under the water during wave motion. This phenomenon is called the emergence effect and it does impact the particle kinematics properties. Cieślikiewicz & Gudmestad developed a method of calculating the wave-induced mass transport for deterministic and random waves taking into account the emergence effect (Cieślikiewicz, W. & Gudmestad, O. T. (1994). Mass transport within the free surface zone of water waves. Wave Motion, 19(2), 145–158. https://doi.org/10.1016/0165-2125(94)90063-9).
The goal of the study was to introduce numerical examples and verification of both deterministic and random wave cases presented by Cieślikiewicz & Gudmestad (1994) depending on wind wave parameters. Wolfram Mathematica software was used to carry out the calculations and draw figures. The wave energy spectrum was determined using the JONSWAP formula (Hasselmann, K., Barnett, T. P., Bouws, E., Carlson, H., Hasselmann, D. E., Kruseman, P., Meerburg, A., Mûller, P., Olbers, D. J., Richter, K., Sell, W., & Walden, H. (1973). Measurements of wind-wave growth and swell decay during the Joint North Sea Wave Project (JONSWAP). Ergaenzungsheft Zur Deutschen Hydrographischen Zeitschrift, Reihe A., 12(A8), 1–95). The results show that the mass transport values for a representative deterministic wave agree with values for random waves. Therefore, the deterministic wave formulas may be used to initial estimate mass transport induced by random water wave field.

How to cite: Grzonka, L. and Cieślikiewicz, W.: Mass transport induced by nonlinear surface gravity waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16788, https://doi.org/10.5194/egusphere-egu23-16788, 2023.

EGU23-17107 | ECS | Posters on site | OS4.3

Ocean surface wave measurements from a phase array high-frequency radar system in the coastal area of Northwest of Mexico Pacific waters 

Juan Carlos Guevara Aguirre, Reginaldo Durazo, Héctor García-Nava, Bernardo Esquivel-Trava, Roberto Gomez, and Francisco J. Ocampo-Torres

High frequency radars (HFR) are systems that allow us to monitor some oceanographic variables through the backscatter signal from the ocean surface.  Typically, they provide us with a relatively high space-time resolution of surface currents and the wave field, very important local information to be used for maritime operation applications, such as search and rescue, safety at sea and transportation, and marine energy resources assessment.  Although the main product from HFR is ocean surface currents, they can in addition, provide useful information to derive important characteristics of the wave field, such as significant wave height (Hs) and even the directional spectrum. We, nevertheless, focus our attention in this work in the wave field, and specifically Hs values. A HFR (WERA system) is in operation in Todos Santos Bay, Ensenada, Mexico, since March 2021. Maps of significant wave height are estimated every hour over an area of approximately 250 km2 with spatial resolution of 800 m. These measurements have been compared with wave data derived from three moored instruments (ADCP), the results yielded correlations greater than 0.7 and RMSE values less than 40 cm. In the last two decades this technology has been implemented throughout the world, although there is very limited detail on calibration and validation of the instrument with local ocean wave conditions, especially with respect to the presence of swell. In this study, an empirical calibration is performed using an algorithm provided by the manufacturer in which a correction parameter  is obtained according to the operating frequency of the radar, in particular a WERA system. This study takes into consideration some particular characteristics of the area of interest and the performance of the correction parameter is determined as a function of the wave height and direction of travel relative to the radial direction from the WERA site.

How to cite: Guevara Aguirre, J. C., Durazo, R., García-Nava, H., Esquivel-Trava, B., Gomez, R., and Ocampo-Torres, F. J.: Ocean surface wave measurements from a phase array high-frequency radar system in the coastal area of Northwest of Mexico Pacific waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17107, https://doi.org/10.5194/egusphere-egu23-17107, 2023.

EGU23-17299 | Posters on site | OS4.3

On the effect of ocean surface waves on air-sea interactions: results from in-situ and remote measurements in the Gulf of Mexico. 

Francisco J. Ocampo-Torres, Pedro Osuna, Nicolas G. Rascle, Héctor García-Nava, Guillermo Díaz Méndez, Bernardo Esquivel-Trava, Carlos E. Villarreal-Olivarrieta, and Rodney E. Mora-Escalante

Ocean surface wave full directional spectrum is estimated directly from measurements obtained with a spar buoy and from synthetic aperture radar images of the sea surface. These two techniques complement each other to provide us with a rather comprehensive view of the dynamical behaviour of surface waves. We focus our study in sea state conditions under varying winds, when frequently mixed sea and swell systems are encountered. These conditions are characterized by non-equilibrium wind-wave systems. Direct measurements of ocean-atmosphere momentum fluxes obtained from dedicated air-sea interaction spar buoy are also analyzed. The aim is to better understand the ocean-atmosphere momentum transfer behaviour and uppermost ocean currents under rapidly varying wind field. Atmospheric cold front passage through the measuring buoy imposed a unique wind-wave system information, especially under the occurrence of cases when swell propagation opposes locally generated wind-waves. Of particular importance is the analysis of the wave field making use of synthetic aperture radar images of the sea surface. The wave and wind fields to both sides of the atmospheric front are analyzed. From the buoy measurements fetch-limited wind sea growth is also determined, where slanting fetch is to be considered as very relevant. In particular, wind acceleration effect on wave growth is addressed, during specific cases when wind direction prevailed relatively constant. Wind-wave growth rate is somewhat greater than stationary conditions, as it can be observed also in some laboratory experiments at least for the early stages of the growth process. 

How to cite: Ocampo-Torres, F. J., Osuna, P., Rascle, N. G., García-Nava, H., Díaz Méndez, G., Esquivel-Trava, B., Villarreal-Olivarrieta, C. E., and Mora-Escalante, R. E.: On the effect of ocean surface waves on air-sea interactions: results from in-situ and remote measurements in the Gulf of Mexico., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17299, https://doi.org/10.5194/egusphere-egu23-17299, 2023.

The sea surface under tropical cyclone conditions is covered by whitecaps and whiteout material. The whitecap areas are formed by large breaking waves and occupy ~4% of the sea surface (Holthuijsen et al. 2012). These areas produce large amounts of bubble and spray but occupy only a relatively small faction of the sea surface. The whiteout material that covers the rest of the sea surface can be caused by shear-induced instabilities of the Kelvin-Helmholtz (KH) type (Soloviev et al. 2017). The KH type instabilities at the gas-liquid interface have been intensively studied in engineering applications such as atomization of the fuel in combustion and cryogenic rocket engines, food processing, and inkjet printing. KH at the air-water interface can take on different forms like ‘fingers’, ‘bags’, ‘mushrooms’, etc. At the air-sea interface KH is additionally modulated by surface waves. In addition, the KH wave at an interface with a large density difference, like the air-water interface, evolves into a strongly asymmetrical shape with all action on the gas side in the form of relatively large spray particles - spume (Hopfner et al. 2011). The sea spray generation function (SSGF) is an input parameter in spray-resolving tropical cyclone forecasting models; however, it is still a major unknown under tropical cyclone conditions. Most of the information on the SSGF for the spume size range comes from the theoretical estimates based on laboratory experiments. The lab measurements are typically conducted above the wave crests and require extrapolation to water surfaces using additional assumptions (Vernon 2015, Ortiz-Suslow et al. 2016, Troitskaya et al. 2018). In this work, we have implemented a computational fluid dynamics (CFD) approach involving a combination of Eulerian and Lagrangian multiphase physics. We have calculated the SSGF function using the ANSYS Fluent Volume of Fluid to Discrete Phase Model (VOF to DPM) including dynamic remeshing. Similar to the laboratory experiments conducted in high-wind speed facilities at Kyoto University, University of Delaware, and University of Miami, the SSGF size distribution of spray particles obtained with VOF to DPM, shows the presence of a significant number of large particles (spume) in major tropical cyclones, which is in contrast to traditional parameterizations. Spume appears to provide the main contribution into the mass, momentum, and energy exchanges at the air-sea interface (Sroka and Emanuel 2022). This is also an indication that spume production is substantially underpredicted by traditional SSGF parameterizations. Importantly, the VOF to DPM extends the SSGF into the range of category 5 tropical cyclone winds, which is still impossible to evaluate even in laboratory conditions. Furthermore, the CFD model provides the “true” SSGF that represents sea spray generation at the air-sea surface and does not require any assumptions as in traditional parameterizations. Implementation of the new SSGF is expected to significantly improve momentum flux, enthalpy flux, and gas flux treatments in tropical cyclone forecasting models in extreme wind speed conditions.

How to cite: Soloviev, A. and Vanderplow, B.: Sea Spray Generation Function Due to Shear-Induced Instabilities of the Air-Sea Interface Under Tropical Cyclone Conditions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17304, https://doi.org/10.5194/egusphere-egu23-17304, 2023.

EGU23-308 | ECS | Orals | OS4.4 | Highlight

Gravity-Wave Emission from Lee-Wave Critical Layers and Energy Budgets 

Yue Wu, Eric Kunze, Amit Tandon, and Amala Mahadevan

Direct measurements of dissipation rates in the Southern Ocean unveiled a deficit of lee-wave dissipation compared to lee-wave generation (Brearley et al. 2013; Sheen et al. 2013; Waterman et al. 2013, 2014; Cusack et al. 2017, 2020), which is described as “suppression of turbulence” in Waterman et al. (2014). One possible explanation is the generation of freely propagating internal gravity waves (free waves with Eulerian frequency 𝜔𝐸 ≠ 0) that can radiate outside of the lee-wave critical layer and dissipate remotely. In a numerical simulation of lee waves generated by a localized, stable geostrophic current over sinusoidal topography, free waves are observed to emanate from the lee-wave critical layer. The escaped fraction of free-wave energy (the fraction that tunnels through the lee-wave critical layer and reaches the upper ocean) is 5%, while the majority remains trapped. This excludes remote dissipation by free waves as an explanation for the observed “suppression of turbulence”. Energy budget calculations show that ~50% of the bottom-generated lee-wave radiation is reabsorbed into the geostrophic current in vertical mean shear, ~10% is transferred to free waves as an indirect route to dissipation, and ~40% is lost through nonlinear wave-wave interactions leading to the increase of background potential energy. The total dissipative fraction (dissipation of lee waves plus indirect dissipation as free waves) is consistent with predictions by wave action conservation, regardless of the selected eddy viscosity and diffusivity. This study emphasizes wave-mean and wave-wave interactions in the ocean and will shed light on the choice of turbulent parameterization schemes for numerical modelers.

How to cite: Wu, Y., Kunze, E., Tandon, A., and Mahadevan, A.: Gravity-Wave Emission from Lee-Wave Critical Layers and Energy Budgets, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-308, https://doi.org/10.5194/egusphere-egu23-308, 2023.

EGU23-561 | ECS | Orals | OS4.4

Energy Spectra and Cascades in the Global Ocean: Planetary Scales to Mesoscales, Surface to the Abyssal Ocean 

Benjamin Storer, Michele Buzzicotti, Hemant Khatri, Stephen Griffies, and Hussein Aluie

Our understanding of the ocean’s spatial scales and their coupling has been derived mostly from Fourier analysis in small "representative" regions, typically a few hundred kilometers in size, that cannot capture the vast dynamic range at planetary scales. Using coarse-graining, we analyze a 1/12-degree reanalysis dataset on a range of spatial scales spanning more than three orders of magnitude, including both mesoscales and planetary scales. We present a truly global kinetic energy wavenumber spectrum, as well as the first measurements of the cascade across this entire range of scales. This provides us with the first estimates of the global amount of energy that is transferred by the KE cascade, as well as the scale-dependent depth structure of the oceanic KE spectrum and cascade. We find that within the mesoscales, the seasonal cycles of KE at larger length scales demonstrate a characteristic lag time relative to smaller length scales. The seasonal cycle of the inverse energy cascade exhibits the same lag time but is phase-shifted to earlier times, which suggests causality.

How to cite: Storer, B., Buzzicotti, M., Khatri, H., Griffies, S., and Aluie, H.: Energy Spectra and Cascades in the Global Ocean: Planetary Scales to Mesoscales, Surface to the Abyssal Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-561, https://doi.org/10.5194/egusphere-egu23-561, 2023.

EGU23-834 | ECS | Posters on site | OS4.4

Using neural networks and high-resolution simulations to improve mesoscale eddy representation in ocean models 

Rajka Juhrbandt, Stephan Juricke, Thomas Jung, and Peter Zaspel

Climate models are one of the most useful tools for predicting future climate states, which has become more important than ever in the ongoing climate crisis. However, due to their spatial and temporal resolutions, which are constrained by computing power and resources, climate models are not able to represent all processes in the ocean and atmosphere. Therefore, modelers need to estimate the effects unresolved processes have on the resolved processes.

One such structure is turbulent mesoscale eddies in the ocean. It is known from observations that eddies carry a large amount of kinetic energy and play a significant role in transport of tracers such as temperature and salinity as well as in heat uptake from the atmosphere. Therefore, it is crucial that eddies and their effects on the processes mentioned above are represented accurately in climate models.

To better estimate these effects in low-resolution simulations, high-resolution simulations can be used to constrain the parameters necessary for the estimates. However, tuning these parameters can be subjective and time-consuming. In this project, Machine Learning (ML) methods will be used to facilitate and speed up this process.

In my PhD project, high-resolution data from the FESOM2 ocean model will be used. At low resolution, which is insufficient to represent eddies, FESOM2 estimates the effects of the missing eddies using the Gent-McWilliams (GM) parameterization containing a GM coefficient. With the help of Bayesian Neural Networks, a framework will be developed to calculate a predictor for this parameterization as well as its variability. Using this framework, maps of the GM coefficient for multiple setups with increasing complexity and data volume will be created. The presentation includes a project outline as well as preliminary results.

How to cite: Juhrbandt, R., Juricke, S., Jung, T., and Zaspel, P.: Using neural networks and high-resolution simulations to improve mesoscale eddy representation in ocean models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-834, https://doi.org/10.5194/egusphere-egu23-834, 2023.

EGU23-962 | ECS | Posters on site | OS4.4

Overturning of mixed layer eddies in a submesoscale resolving simulation of the North Atlantic 

Moritz Epke and Nils Brüggemann

Submesoscale Instabilities in the mixed layer can lead to ocean restratification and thus affect ocean-atmosphere feedbacks. In this study, a novel configuration of the ICON ocean model is applied which makes use of telescoping grid refinement such that a horizontal resolution finer than 600m is achieved over wide areas of the North Atlantic. The ability of the model to simulate mesoscale to submesoscale turbulence is validated by comparing spatial power spectra of sea surface temperature and sea surface hight with those of satellite products and a ICON simulation of 10km horizontal resolution (often referred to as "mesoscale eddy resolving").

We find more realistic variability in the simulation with the refined grid compared with coarser simulation over a wide range of scales that even includes the mesoscale eddy regime. Moreover, the high-resolution permits submesoscale baroclinic and symmetric instabilities. At single fronts, we observe strong overturning re-stratifying the fronts. Overturning rates are diagnosed regarding mean characteristics of the fronts like mean horizontal and vertical density gradients and mixed layer depth. Finally, the diagnosed overturning rates are compared to recent parameterizations introduced by Stone (1971) and Fox-Kemper (2008). It turns out that both parameterizations are roughly able to capture the bulk overturning along strong fronts but have problems in non-frontal regions.

How to cite: Epke, M. and Brüggemann, N.: Overturning of mixed layer eddies in a submesoscale resolving simulation of the North Atlantic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-962, https://doi.org/10.5194/egusphere-egu23-962, 2023.

EGU23-1042 | Orals | OS4.4

A Simple Approach for Disentangling Vortical and Wavy Motions of Oceanic Flows 

Zhiyu Liu, Chuanyin Wang, and Hongyang Lin

A long-standing challenge in dynamical oceanography is to distinguish nonlinearly intermingled dynamical regimes of oceanic flows. Conventional approaches focus on time-scale or space-scale decomposition. Here, we pursue a dynamics-based decomposition, where a mean flow is introduced to extend the classic theory of wavy and vortical modes. Mainly based on relative magnitudes of the relative vorticity and the modified horizontal divergence in spectral space, the full flow is decomposed into wavy and vortical motions. The proposed approach proves simple and efficient, and can be used particularly for online disentangling vortical and wavy motions of the simulated flows by ever-popular tide-resolving high-resolution numerical models. This dynamical approach, combined with conventional time-scale- or space-scale-based approaches, paves the way for online mixing parameterizations using model simulated vortical (for isopycnal mixing) and wavy (for diapycnal mixing) motions, and for understanding of multi-regime and multi-scale interactions of oceanic flows.

How to cite: Liu, Z., Wang, C., and Lin, H.: A Simple Approach for Disentangling Vortical and Wavy Motions of Oceanic Flows, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1042, https://doi.org/10.5194/egusphere-egu23-1042, 2023.

EGU23-1533 | ECS | Orals | OS4.4

Global estimate of eddy dissipation from a diagnostic energy balance 

Romain Torres, Robin Waldman, Julian Mak, and Roland Séférian

Mesoscale eddies play a key role in the transport and mixing of ocean tracers such as heat and carbon. They widely contribute to the stratification of the ocean and form the highest reservoir of kinetic energy. However, although baroclinic instabilities are believed to be a central mechanism of eddy generation, little is known about their dissipation. Notably, how and where the kinetic energy flows out from the mesoscale reservoir remains uncertain. In the ocean, the mechanical energy is dissipated by a variety of processes but only a small part occurs in the top few hundred meters of the water column, adding some difficulty to their measurement. 

Here, a simplified equation of the mesoscale energy budget is used to get a global estimation of the eddy dissipation rate. We first validate this framework in a global ocean simulation using a parameterized eddy energy budget. With the ocean stratification as the main input, we then apply this framework to an observation-based density climatology and a global reconstruction of the eddy kinetic energy field. We find a global mesoscale dissipation rate of about 0.45 TW, in agreement with recent independent estimates. The results also show an intense dissipation near western boundary currents, where both large levels of energy and large baroclinic conversion rates occur.  The resulting dissipation map brings new insights for closing the ocean kinetic energy budget as well as constraining future mesoscale parameterizations and associated mixing processes.

How to cite: Torres, R., Waldman, R., Mak, J., and Séférian, R.: Global estimate of eddy dissipation from a diagnostic energy balance, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1533, https://doi.org/10.5194/egusphere-egu23-1533, 2023.

EGU23-2773 | ECS | Orals | OS4.4

Estimating the Oceanic Kinetic Energy Cascade from Satellite Along-Track Altimetry 

René Schubert and Jonathan Gula

The transfer of kinetic energy between currents of different horizontal scales shapes the structure of the global ocean circulation and associated heat, salt, nutrient, and oxygen fluxes, as well as atmosphere-ocean interactions. In particular the geostrophically balanced part of the flow has been shown to be associated with a net inverse cascade from currents of smaller scales to currents of larger scales. Here, we show with a submesoscale-permitting simulation of the Atlantic that the respective scale kinetic energy flux averaged over 5º x 5º boxes is linearly related to the product of quantities that are computable from along-track altimetry when they are averaged over the same region. This linear relationship is applied to JASON-3 along-track sea-surface height data to estimate for the first time the geostrophic kinetic energy cascade at scales between 60 and 200 km, as well as its regional distribution and seasonal cycle for large parts of the global ocean on the basis of observations. The results are consistent with previous findings based on regional observations, simulations, and indirect comparisons of spectral properties of satellite data.

How to cite: Schubert, R. and Gula, J.: Estimating the Oceanic Kinetic Energy Cascade from Satellite Along-Track Altimetry, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2773, https://doi.org/10.5194/egusphere-egu23-2773, 2023.

EGU23-2789 | ECS | Orals | OS4.4

Understanding Energy Pathways in the Gulf Stream 

Marcela Contreras, Lionel Renault, and Patrick Marchesiello

The Gulf Stream (GS) is one of the strongest ocean currents on the planet. Eddy-rich resolution models are needed to properly represent the dynamics of the GS, however kinetic energy (KE) can be in excess in these models if not dissipated efficiently. The question of how and how much energy is dissipated and in particular how it flows through ocean scales thus remains an important and largely unanswered question. Using a high-resolution (2 km) ocean model (CROCO), we characterize the spatial and temporal distribution of turbulent cascades in the GS based on a coarse-grained method. We show that the balanced flow is associated with an inverse cascade while the forward cascade is explained by interactions between unbalanced and balanced motions. The forward cascade, which represents an interior route to dissipation, is compared to both numerical and boundary dissipation processes. The contribution of interior dissipation is an order of magnitude smaller than that of the other energy sinks.

How to cite: Contreras, M., Renault, L., and Marchesiello, P.: Understanding Energy Pathways in the Gulf Stream, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2789, https://doi.org/10.5194/egusphere-egu23-2789, 2023.

EGU23-2884 | Orals | OS4.4 | Highlight

Estimating and Understanding the Energy Decay of Coherent Eddies from In situ Observations and Satellite Altimetry. 

Thomas Meunier, Amy Bower, and Paula Perez Brunius

Quantifying and understanding the mixing and decay properties of oceanic mesoscale coherent eddies is crucial, as coupled climate models become eddy-permitting. Measuring experimentally the decay of coherent eddies is a difficult and expensive task. As of now, only a very limited number of repeated field surveys across the same eddy have been achieved. On the other hand, satellite altimetry offers a nearly synoptic two-dimensional view of the evolution of ocean vortices, and the record is now 30 years-long, allowing for the computation of solid statistics. But most coherent eddies are essentially baroclinic and knowledge of their vertical structure is crucial to understand the decay of their energy, or heat and salt contents. Here, we take advantage of the dense array of ARGO float profiles in the Gulf of Mexico (GoM) to reconstruct the three-dimensional structure of all Loop Current Rings (LCR) detached since 1993, using the Gravest Empirical Modes (GEM) method and a gridded altimetry product. The 3D reconstruction method was validated using independent glider observations and exhibits a striking accuracy in estimating the kinetic and available potential energy of LCRs, as well as their heat and salt contents. The decay of LCRs in terms of energy and thermohaline properties is then studied in details and it is shown that, despite their longevity of 6 to 15 months, they decay continuously with time at an inverse exponential rate, and have lost 80 % of their total energy as they reach the western GoM’s continental slope, where they were previously suspected to decay. We studied the impact of the wind and the feed back of the current on the wind on the energy decay of LCRs, and found that wind stress work (using relative wind stress), is responsible for half of the total energy loss during the eddy’s life time, while available potential energy decay is entirely driven by Ekman buoyancy fluxes and the barotropic vorticity decay is driven by wind stress curl. This suggests that wind forcing (when considering the feed-back of ocean currents on wind stress) is the leading-order mechanism in the decay of these coherent eddies.

How to cite: Meunier, T., Bower, A., and Perez Brunius, P.: Estimating and Understanding the Energy Decay of Coherent Eddies from In situ Observations and Satellite Altimetry., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2884, https://doi.org/10.5194/egusphere-egu23-2884, 2023.

EGU23-4096 | ECS | Posters on site | OS4.4

Concurrent Development of Benthic Storms and Bottom Mixed Layers underneath an Eddying Surface-Concentrated Zonal Jet 

Si-Yuan (Sean) Chen, Olivier Marchal, and Wilford Gardner

Benthic storms are episodes of strong bottom currents and sediment resuspension that occur at abyssal depths in the ocean. They are often observed in regions with strong, eddying surface currents, such as the western North Atlantic and the Argentine Basin. Deep cyclonic and anticyclonic eddies induced by surface current instabilities have been postulated to accelerate abyssal currents and generate benthic storms. Here, using a primitive-equation model with high vertical resolution, we conduct idealized numerical experiments of the unforced instability of a surface-concentrated, eastward-flowing jet in a zonal channel. We find that the jet, initially in strict thermal wind balance, becomes spontaneously unstable as a result of baroclinic instability, meanders, and eventually develops a complex eddy field with regions of strong ageostrophic flow. Associated with jet meandering, a train of cyclonic and anticyclonic eddies form along the jet and migrate in the same direction as the parent current but much slower. These eddies extend over the whole water column (4000 m depth), consistent with the tendency for eddy barotropization in geostrophic turbulence. They accelerate bottom currents, which are found to be more vigorous in a flat channel than in a channel with a meridional bottom slope. Over the course of the numerical integrations, bottom mixed layers with quasi-uniform potential temperature develop at various locations in the channel. These layers have thicknesses of O(100) m on a flat bottom and O(10) m on a sloping bottom. Our study yields preliminary insights into the fundamental role of surface current instabilities on near-bottom processes, calling for further investigations on downward energy transfer and near-bottom dissipation.

How to cite: Chen, S.-Y. (., Marchal, O., and Gardner, W.: Concurrent Development of Benthic Storms and Bottom Mixed Layers underneath an Eddying Surface-Concentrated Zonal Jet, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4096, https://doi.org/10.5194/egusphere-egu23-4096, 2023.

EGU23-4665 | ECS | Posters on site | OS4.4

Internal-tide-induced fluctuations of hydrography and biogeochemical properties modulated by mesoscale eddies: Observation evidences 

Wei-Chang Wu, Yiing-Jang Yang, and Ching-Ling Wei

Mesoscale eddy plays an important role in physical and biochemical processes in the upper ocean, it could redistribute seawater masses, heat, and biogeochemical properties. The region of the Subtropical Countercurrent (STCC) within the northwestern subtropical Pacific Ocean (NWSTP) is characterized by an abundance of mesoscale eddies caused by baroclinic instability. The NWSTP serves a good place for studying variations of dissolved oxygen (DO) concentration and temperature induced by eddies. Observed by two metocean moored buoys deployed in the NWSTP, there was one cyclonic eddy (CE) and one anti-cyclonic eddy (ACE) during the summer of 2018 to 2020. Time series dataset of hydrography, DO concentration and chlorophyll-a in the upper subsurface layer provided precious in-situ observations, which helps us better understand physical dynamics under the influence of eddies and improve numerical model forecasts. The results of analysis showed that there was a significant difference between two types of eddies in the upper layer ocean. During the CE period, DO concentration and temperature had significant fluctuations up to 30 μM and 5 ℃, respectively, at depth of 50 meter. In response to diurnal and semi-diurnal tidal processes, their variations gradually decreased toward deep ocean; whereas their amplitude narrowed to 5 μM and 1 ℃, respectively, during the ACE period. During the non-eddy period, there was a small amplitude of fluctuations in the tidal bands except at 150 meter. The phenomenon could be associated with modulated thermal structure under the influence of CE and ACE through upwelling and downwelling, respectively. This led to changes in the vertical structure of the internal tide amplitude and concentration gradient. The combination of these two factors consequently resulted in different amplitude of fluctuations in DO concentration and temperature during two types of eddies passing through. These results will be presented herein in detail.

How to cite: Wu, W.-C., Yang, Y.-J., and Wei, C.-L.: Internal-tide-induced fluctuations of hydrography and biogeochemical properties modulated by mesoscale eddies: Observation evidences, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4665, https://doi.org/10.5194/egusphere-egu23-4665, 2023.

EGU23-5050 | Orals | OS4.4

Eddy-rich Arctic as future Sea ice disappears in high-resolution view 

Xinyue Li, Qiang Wang, Nikolay Koldunov, Sergey Danilov, Thomas Jung, and Vasco Müller

The continuing retreat of sea ice affects the Arctic mesoscale eddies, and its future evolution will strongly influence air-sea-ice interactions. However, knowledge of eddy activity is limited to sparse observations and coarse resolution models. How future eddies and their effects will evolve remains uncertain. Here, we apply the global unstructured model FESOM2 for 143 years of 4.5 km-Arctic simulations up to 2100 and 1 km-Arctic simulations for 5 years from 2010; 2090 to reveal the interactions between eddies, winds, sea ice and the energy budget of eddy kinetic energy (EKE) in a high resolution view. We demonstrate a significant increase in future Arctic EKE from 0-200 m, which is stronger in summer when sea ice melts. The future abundance of EKE can be explained by an increase in winter eddy generation and a decrease in summer eddy dissipation. This also leads to an enhancement of the horizontal velocity field, thus filling the Arctic Ocean with eddies in the future.

How to cite: Li, X., Wang, Q., Koldunov, N., Danilov, S., Jung, T., and Müller, V.: Eddy-rich Arctic as future Sea ice disappears in high-resolution view, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5050, https://doi.org/10.5194/egusphere-egu23-5050, 2023.

EGU23-6254 | ECS | Posters on site | OS4.4

Spectral Resolution of the Oceans Lorenz Energy Cycle 

Jan Niklas Dettmer

Eddy kinetic energy (EKE) and the conversion terms of the Lorenz energy cycle are estimated from an eddy-resolving global ocean model and resolved spectrally per horizontal wavenumber. The baroclinic conversion term (BC) exhibits a dipolar structure, where it is a source for EKE at scales close to the first baroclinic Rossby radius and a sink for EKE at larger scales close to the Rhines scale. The geographical and vertical distributions of the BC term are explored. It is found that in the ocean interior negative BC is limited to regions poleward of approximately 30° north and south. It is suggested that the cause for this distribution is the transfer of eddy energy to Rossby waves and zonal jets equatorward of 30°. It removes eddy energy before it cascades up to the scale where negative BC takes place. Equatorward of 30° the existence of a closed energy loop is suggested. Positive BC produces EKE which cascades upscale where it is converted to available eddy potential energy (EAPE) by negative BC, which cascades downscale again. The sink of EKE partly balances the EKE produced by baroclinic instability. The energy loop traps a certain amount of energy. Finally, the baroclinic conversion term is explored further in idealized model setups. The goal of the idealized setups is to test the robustness of the diagnostic methods and gain physical understanding of the negative baroclinic conversion.

How to cite: Dettmer, J. N.: Spectral Resolution of the Oceans Lorenz Energy Cycle, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6254, https://doi.org/10.5194/egusphere-egu23-6254, 2023.

EGU23-6525 | ECS | Posters on site | OS4.4

Evaluating the Global Internal Wave Model IDEMIX with observations of both stratification and horizontal velocity 

Dinora Garcia Santacruz, Christian Mertens, Friederike Pollmann, and Dirk Olbers

The model ‘Internal Wave Dissipation, Energy and Mixing’ (IDEMIX) provides an energetically consistent representation for the diapycnal diffusivity induced by breaking of internal gravity waves in ocean and atmosphere circulation models. IDEMIX predicts the internal wave energy, dissipation rates, and diapycnal diffusivities. Such small-scale processes cannot be resolved but have to be parameterized due to their relevance for the large-scale circulation. The basic version of the model has been shown to be generally successful in ocean and atmosphere applications. However, in regions of strong forcing deviations from observational estimates were found. To evaluate the local performance of the model we analyzed the agreement with observational estimates of full-depth profiles of both stratification and horizontal velocity collected by several cruises around 47°N and 16°N in the Atlantic. The hydrographic profiles come from two dynamically different regions: the subpolar North Atlantic with energetic wind-induced near-inertial waves and the western subtropical Atlantic where the strong Deep Western Boundary Current interacts with the continental slope producing lee waves. Internal wave energy, dissipation rates and diapycnal diffusivities estimates are obtained using the finestructure method. These estimates can be calculated using shear and strain or strain only in lack of velocity data. In this study, both formulations have been calculated and contrasted between each other to evaluate the importance of shear information for a realistic energy budget. The results when comparing IDEMIX with observations show that the higher differences are close to the surface and over the rough topography where internal gravity waves are more predominant. The analysis of the observational data will increase our understanding of the spatiotemporal variability of the ocean’s internal gravity wavefield and will complement the model-based investigation of the responsible processes.

How to cite: Garcia Santacruz, D., Mertens, C., Pollmann, F., and Olbers, D.: Evaluating the Global Internal Wave Model IDEMIX with observations of both stratification and horizontal velocity, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6525, https://doi.org/10.5194/egusphere-egu23-6525, 2023.

EGU23-6546 | ECS | Posters on site | OS4.4

Interactions of low-mode internal tides with mesoscale eddies in the Walvis Ridge region 

Zoi Kourkouraidou and Jin-Song von Storch

Using the uncoupled model ICON-O with a high resolution of 5km, we aim to understand the working principles of interactions between low-mode internal tides and eddies such as their effect on internal mixing in the deep ocean. Such interactions can provide a direct energetic link between mesoscale processes and the internal wavefield. We focus the research on the Walvis Ridge region in the southeast Atlantic, since this is where energetic low-mode internal tides at the frequency of the principal lunar semidiurnal constituent (M2) are generated and propagate away from the ridge crossing the paths of eddies, which take the form of both Agulhas rings and other mesoscale features.
Concentrating on the stationary changes in the internal wave properties, we identify the eddies in the area of interest and then investigate the vertical structure of the internal tidal properties in the vicinity of an eddy as well as far away from it. Preliminary results indicating such wave-eddy interactions are shown and discussed on the poster.

How to cite: Kourkouraidou, Z. and von Storch, J.-S.: Interactions of low-mode internal tides with mesoscale eddies in the Walvis Ridge region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6546, https://doi.org/10.5194/egusphere-egu23-6546, 2023.

EGU23-7686 | ECS | Posters on site | OS4.4

Modelling the ocean circulation of the mid-Cretaceous using the Community Earth System Model (iCESM1.2) and the internal wave mixing parameterization IDEMIX 

Siva Kattamuri, André Paul, Friederike Pollmann, and Michael Schulz

The mid-Cretaceous (~90 Ma) was a natural case of the greenhouse climate state of the earth. Enhanced volcanic activity contributed to the higher atmospheric concentration of CO2. The continental configuration was different and the global mean sea level was around 160m higher compared to the present day.  Black shales from this period's marine sediments indicate a near-anoxic deep-ocean environment. This project hypothesizes that redistribution of tidal energy dissipation from the open ocean to the large continental shelf areas reduced the energy available for mixing in the deep ocean. The objective is to investigate the effect of climate parameters and geographical configuration on ocean circulation by using the energetically consistent internal wave mixing parameterization IDEMIX in the fully coupled Earth System Model iCESM1.2. As part of the second phase of the CRC - Transregio 181, this project aims to make the Earth system model energetically consistent for improved climate projections.

The paleo-topography/bathymetry of the mid-Cretaceous is adopted from Scotese and Wright’s PALEOMAP (2018) project. The paleo-vegetation distribution is taken from Sewall’s (2007) mid-Cretaceous boundary conditions. The necessary boundary conditions and the climate-forcing files for the individual component models are prepared by using the Paleoclimate ToolKit of the CESM documentation. This mid-Cretaceous setup is spun-up with present-day trace gas concentrations for over 1000 model years. Constant tidal mixing coefficients are used in this spin-up. The first results from this spin-up indicate deep-water formation in the mid-latitudes in the Northern Hemisphere. From the equilibrium state of the spin-up, trace gas concentrations of the mid-Cretaceous will be input in the model. The ocean circulation will then be simulated with the internal wave mixing schemes KPP and IDEMIX for a comparative study. We expect improved results for deep-water formation sites and deep-ocean oxygenation with the IDEMIX parameterization.

How to cite: Kattamuri, S., Paul, A., Pollmann, F., and Schulz, M.: Modelling the ocean circulation of the mid-Cretaceous using the Community Earth System Model (iCESM1.2) and the internal wave mixing parameterization IDEMIX, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7686, https://doi.org/10.5194/egusphere-egu23-7686, 2023.

Ocean internal tides are both ubiquitous and important for the transport of tracers and the meridional overturning circulation, because of the mixing in the deep ocean they cause when they break. They are specific kind of internal waves generated when the astronomical tide encounters topographic features, which can propagate over more than a thousand kilometres. This long range propagation leaves opportunities for these waves to interact with mesoscale flows and eddies, which can be of comparable length scale. These interactions are of importance since they impact both the wavelength and the phase of internal tides, making them difficult to map using satellite altimeter once they have lost their coherency with the astronomical forcing. These interactions may also impact the energy budget of the internal tide and the cascade of energy from the astronomical (barotropic) tide to shorter internal waves (down to scales under 1 km), down to 3D turbulence and dissipative scale. 

In this presentation, we will describe the energy life cycle of internal tides in the North Atlantic basin using outputs from the numerical simulation eNATL60. This simulation has an horizontal resolution of around 2 kilometres and 300 vertical levels. Using a vertical mode decomposition, we investigate the energy budget of the semi-diurnal internal tide and more precisely the exchanges of energy between modes triggered by the topography, the mesoscale flow and the variations of the ambient density field, as well as their time variability.

We will focus on two contrasted areas of the North Atlantic: the Azores Islands and the North mid Atlantic ridge with a weak mesoscale activity and strong topographic features, such as seamounts and a ridge, and the Gulf Stream area featuring a strong western boundary current as well as a continental shelf break.
In the vicinity of the Azores, topographic induced couplings are of leading order for mode 0 and 1 and induce a substantial transfer of energy from low to high modes. The fraction of energy transferred toward high modes by the topography is almost 100% of the total transfer, but advection by the balanced flow becomes significant in the energy budget for modes 2 or higher.
In contrast, in the Gulf stream region, interactions with the mesoscale balanced flow accounts for more than 35% of the energy transfer from low baroclinic modes to high modes, and the mesoscale plays an important role in the energy budget for all baroclinic modes. The most prominent contribution it is the advection by the mean flow: it accounts for 26% of this transfer toward high modes and dominate over topographic scattering for modes 1 to 10.

Advection of the internal tides is the dominant contribution of the interaction between internal tides and the mesoscale balanced flow in the two areas. We find that the internal tide only weakly extracts energy from the mesoscale flow and associated buoyancy field in the two areas.

How to cite: Bella, A., Lahaye, N., and Tissot, G.: Importance of the mesoscale circulation in the energetic of internal tides in two contrasted areas of the North Atlantic., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8066, https://doi.org/10.5194/egusphere-egu23-8066, 2023.

EGU23-8458 | Orals | OS4.4

Evidence of a  dual kinetic energy cascade by surface drifter observation in the Walvis Ridge Region 

Julia Draeger-Dietel, Alexa Griesel, Maren Walter, Jochen Horstmann, Ruben Carrasco Alvarez, and Jeff Carpenter
The characteristics of turbulence and  processes driving it in the regime connecting mesoscales (mainly upscale energy transfer rates) and classical microscales turbulence (downscale energy transfer) are not fully well-established.
Here we analyse two-point velocity data from 2 entangled near-simultaneous relases of two different kinds of surface drifters floating in different depth (50 cm and 15 m) of the ocean mixed layer in the Walvis Ridge Region in the South Atlantik. For the 'deep drifters' the compensated third order longitudinal velocity structure function  shows a positive plateau for inertial scales roughly between 15 km  and 150 km,
revealing evidenve of an inverse cascade similar to former findings in the Benguela region. In contrast the 'shallow drifter'
do not show a positive platau at these scales, but show evidence of a forward cascade (negative plateau) and Kolmogorov self-similarity on  spatial scale around 500 m.

How to cite: Draeger-Dietel, J., Griesel, A., Walter, M., Horstmann, J., Carrasco Alvarez, R., and Carpenter, J.: Evidence of a  dual kinetic energy cascade by surface drifter observation in the Walvis Ridge Region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8458, https://doi.org/10.5194/egusphere-egu23-8458, 2023.

EGU23-8948 | ECS | Posters on site | OS4.4

Meso- to Submesoscale Turbulence in the Ocean 

Ilmar Leimann, Alexa Griesel, Maren Walter, Julia Dräger-Dietel, and Moritz Epke

The energy cycle in ocean models is still biased due to the large uncertainty regarding how processes in the mesoscale and submesoscale regimes are represented. Since mesoscale turbulence is largely geostrophic, it features an energy transfer towards larger scales. In contrast, submesoscale turbulence can contain both geostrophic and ageostrophic dynamics which makes the direction of the energy flux less clear. Measuring the kinetic energy spectrum in the ocean is challenging, since gridded satellite data are unable to resolve the subdeformation scales, and shipboard measurements are limited to a few regions. Lagrangian floats are globally available, can connect a range of scales from 10 m to 1000 km and hence are a unique source of information on meso- to submesoscale turbulence.
We estimate the kinetic energy spectral flux from SSH data which gives only the geostrophic part, compared to spectral fluxes from a submesoscale permitting ocean model with a focus on the North Atlantic.
The kinetic energy spectral fluxes are found to exhibit both inverse and forward cascade, with a higher inverse cascade in turbulent areas and maximum inverse wavenumber increasing with latitude.
In addition, we calculate velocity structure functions from the surface drifter data to bridge different scales, with the goal to compare and contrast the spectral estimates of different data sets. Velocity structure functions are the moments of velocity increments between two points and provide information about the properties of turbulent dynamics at different scales.

How to cite: Leimann, I., Griesel, A., Walter, M., Dräger-Dietel, J., and Epke, M.: Meso- to Submesoscale Turbulence in the Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8948, https://doi.org/10.5194/egusphere-egu23-8948, 2023.

The kinetic energy spectra of oceanic internal gravity waves (IGWs) from recent field measurements and wave turbulence theory exhibit large variability, deviating from the standard Garrett-Munk (GM) model. However, the current finescale parameterization of turbulent dissipation is based on the GM model, which does not consider general spectra. Thus an improved estimate of energy cascade across scales for different spectra is needed for better parameterization of ocean mixing for global circulation and climate models. In this work, we conduct direct calculation of energy transfer based on the kinetic equation, which describes the spectral evolution of IGWs due to wave-triad interactions. First, dominant mechanisms are identified, i.e., local and scale-separated interactions (including parametric subharmonic instability, elastic scattering and induced diffusion). Local interactions provide a forward cascade in frequency that were not understood before. Second, energy flux across a critical vertical wavenumber providing energy available for dissipation is calculated for different spectra. The importance of local interactions for such downscale cascade is emphasized. This will shed light on a new formulation of finescale parameterization incorporating varying spectral forms of IGWs and a realistic ocean environment.

How to cite: Pan, Y. and Wu, Y.: Numerical evaluation of the spectral evolution of internal gravity waves due to wave-wave interactions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9928, https://doi.org/10.5194/egusphere-egu23-9928, 2023.

EGU23-10083 | ECS | Orals | OS4.4

Interaction of Internal Gravity Waves with Meso-Scale Eddies 

Pablo Sebastia Saez, Carsten Eden, and Manita Chouksey

We investigate the interaction of internal gravity waves (IGW) with mesoscale eddies using the novel numerical Internal Wave Energy Model (IWEM). With IWEM, we integrate the radiative transfer equation to investigate the propagation and refraction of IGWs, and the energy exchange between IGWs and mean (eddying) flow. We evaluate the evolution of a typical IGW spectrum with energy density in physical and wavenumber space along a single column and over an eddy cross-section. We compare the simulations with the observations of a coherent mesoscale eddy in the Canary Current System. Results show that the changes in IGW energy are dominated by wave propagation effects, wave-mean flow interaction and wave breaking at critical layers, while wave capture effects are two orders of magnitude smaller. The wave propagation terms transport IGW energy from the eddy center to the rim. Energy gain by wave-mean flow interaction is dominated by low-frequency waves in the eddy center, while high-frequency waves are trapped in a cyclo-stationary up-/downward propagation cancelling out their gain or loss of energy. Energy loss by wave-mean flow interaction or wave breaking is largest at the eddy rim, where IGWs undergo a downscale energy transfer to small vertical scales and to the inertial frequency. Mooring observations agree with our model results on higher IGW energy values at the eddy center compared to the rim.  Following the Osborn-Cox relation, wave-breaking induced vertical diffusivities are found to be maximal at the eddy rim and range between κ≅10-7-10-5m2s-1, partly in range with the observed values in the ocean. The interaction of IGWs and mesoscale eddies is therefore a plausible process for explaining the near-surface enhanced mixing. 

How to cite: Sebastia Saez, P., Eden, C., and Chouksey, M.: Interaction of Internal Gravity Waves with Meso-Scale Eddies, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10083, https://doi.org/10.5194/egusphere-egu23-10083, 2023.

EGU23-10399 | ECS | Posters on site | OS4.4

The importance of salt fingers in diapycnal mixing parametrization in Eastern Boundary Systems: Study Case in the Oxygen Minimum Zone off Central Chile 

Mauro Pinto, Oscar Pizarro, Ángel Rodriguez, Luis Valencia, and Osvaldo Ulloa

Recent studies have highlighted the importance of double diffusion instabilities in the diapycnal transport of dissolved substances in large regions of the oceans. Off central Chile (30-38°S), waters with very low dissolved oxygen are present at intermediate depths (between 50 m and 400 m depth) in a region where double diffusion instabilities can take place. This oxygen minimum layer (OML) is closely related to Equatorial Subsurface Waters (ESSW), a relatively salty and warm water mass that is transported poleward along the continental slope by the Peru-Chile Undercurrent (PCUC). Thus, this water mass –and so the OML– is delimited between two water masses of southern origin that are well-ventilated, relatively fresh, and cold, namely: the Eastern South Pacific Intermediate Water (ESPIW) and the Antarctic Intermediate Water (AAIW). In this study, we analyzed the role of diapycnal mixing in the dissolved oxygen fluxes in the upper and lower oxyclines that delimit the OMZ in the water column off central Chile (~36.5°S). Special emphasis is given to the evaluation of the contribution of salt fingers to these fluxes. We use a set of observations of fine structure (1-10 m) and microstructure (<1m) using CTD casts and a vertical microstructure turbulence profiler (VMP-250), respectively, along with current profiles obtained with ADCPs. The net diapycnal mixing is estimated using mixing models that allow us to separate the relative contributions of turbulent shear processes and instabilities associated with salt fingers. The thermohaline contrast in the ESSW-AAIW transition conditions the region for the development of double diffusion instabilities by salt fingers, which significantly contribute to the oxygen transport from the lower oxycline, thus favoring the ventilation of the OMZ from the AAIW.

How to cite: Pinto, M., Pizarro, O., Rodriguez, Á., Valencia, L., and Ulloa, O.: The importance of salt fingers in diapycnal mixing parametrization in Eastern Boundary Systems: Study Case in the Oxygen Minimum Zone off Central Chile, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10399, https://doi.org/10.5194/egusphere-egu23-10399, 2023.

EGU23-12417 | ECS | Posters on site | OS4.4

Distribution of kinetic energy in the Weddell Sea gravity current 

Ole Pinner, Markus Janout, and Torsten Kanzow
The Weddell Sea is the largest contributor to deep water formation in the Southern Hemisphere. Dense and cold waters form during sea ice production on the continental shelves of the southern and western Weddell Sea, and are subsequently exported into the deep ocean via a dense near-bottom gravity current.  The current then propagates along the continental slope for several hundred kilometers. The gravity current is important for the global ocean circulation, although not all details are understood, as observations are sparse in this heavily ice-covered region. Furthermore, the current is likely modified by small-scale processes, which are generally unresolved by global ocean models. In this work, we use multi-year velocity measurements from 2017 to 2019 from moorings on the southern and northwestern Weddell Sea continental shelf and slope to quantify the relevant energy sources within the gravity current. Specifically, we investigate barotropic and baroclinic tidal energy, internal wave background and their dependence on location and time. Stronger internal waves up-slope coincide with the position of the gravity current main cores, which suggests that the bulk amount of mixing of the dense water with the ambient water occurs in shallower areas. Although the energy contained in waves with periods of several days varies throughout the year, the internal wave background on hourly time-scales seems to be largely unaffected. Our work is mainly aimed at the understanding of local energy levels within the dense gravity current, which may ultimately benefit a more accurate representation of dense water formation in global models.

How to cite: Pinner, O., Janout, M., and Kanzow, T.: Distribution of kinetic energy in the Weddell Sea gravity current, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12417, https://doi.org/10.5194/egusphere-egu23-12417, 2023.

EGU23-12504 | Orals | OS4.4

A new paradigm for lateral stirring and lateral stirring surfaces in the oceans 

Remi Tailleux and Gabriel Wolf

By analogy with the case of a simple fluid, lateral stirring in the oceans has been traditionally envisioned as the notional form of stirring that minimally perturb the ocean stratification and its potential energy, as originally proposed over 80 years ago. If considered from the viewpoint of adiabatic and isohaline permutations of two fluid parcels, such a view leads to the idea that lateral stirring preferentially takes place on the ‘locally-referenced potential density surfaces’. To remedy the mathematically and physically ambiguous character of the latter, oceanographers then developed the concepts of potential density surfaces, patched potential density surfaces, and approximately neutral surfaces, which have been the cornerstone of isopycnal analysis for many decades. It has also provided the justification for constructing rotated diffusion tensors in terms of the directions parallel and perpendicular to the neutral directions. Nevertheless, while the concepts of neutral directions and neutral surfaces have been around for decades, their validity has never been really challenged nor confirmed experimentally. Worse, there has been little clue so far about how one might go about testing or refuting these concepts.

Part of the problem is that the current theory of quasi-neutral density variables is not currently formulated as a classical falsifiable (in Popper’s sense) physical theory capable of making testable predictions but more as unfalsifiable dogma. To improve on this situation, this work shows how to embed the theory of lateral stirring and lateral stirring surfaces into the APE-based study of the compressible Navier-Stokes equations for realistic seawater (APE standing as Available Potential Energy, as per Lorenz concept). Doing so succeeds in identifying the kind of models that can be studied to shed light on the issue while also making new predictions about lateral stirring that significantly depart from the prevailing view. A key new result is that isoneutral stirring must involve compensating work between buoyancy and thermobaric forces, which cast doubt on its physical realisability. Another key result is that the ‘true’ neutral directions are not those associated with the standard neutral vector, but rather with an APE-based form of the P vector previously identified by Nycander. Although the P-neutrality thus defined appears to coincide with the standard N-neutrality in most of the oceans, the two are found to significantly differ in the polar region and Gulf Stream area, where neutral rotated diffusion tensors are likely to be potentially a significant source of spurious diapycnal mixing. Evidence that this is the case and how to go about remedying the problem will be discussed.

How to cite: Tailleux, R. and Wolf, G.: A new paradigm for lateral stirring and lateral stirring surfaces in the oceans, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12504, https://doi.org/10.5194/egusphere-egu23-12504, 2023.

EGU23-12892 | ECS | Posters on site | OS4.4

Transient Attracting Profiles in the Great Pacific Garbage Patch 

Luca Kunz

Anthropogenic impact on the ocean and marine wildlife has never been as pointless as marine debris. Nevertheless, great efforts must be taken to estimate pathways and accumulation zones of marine litter in order to clean the most polluted areas of the sea. The present study intends to introduce a modern hydrodynamical concept to this debate. TRansient Attracting Profiles (TRAPs) act like short-term attractors on the ocean surface and have shown their potential to predict pathways of material transport in previous experiments. Here, I explore the occurrence of these profiles in the North Pacific subtropical gyre, a large-scale convergence zone that is known to entail a major accumulation region for floating debris, the Great Pacific Garbage Patch. There, I compute TRAPs upon daily snapshots of near-surface geostrophic velocity and create an unprecedented large dataset of approximately 4.5 million TRAP objects. With this record, I am able to provide a first characterisation of these structures at the mesoscale. I study their propagation, evaluate their persistency and uncover a driving mechanism behind the formation of TRAPs. Analysing their impact on nearby floating drifters allows me to reveal a signature of hyperbolic transport around these structures. I show that drogued drifters take around 7 days and undrogued ones around 5 days to pass by a TRAP, suggesting that these structures are most likely to organise transport if they are persistent. Throughout the thesis, I present a series of such findings that can be of particular interest to offshore cleanup operators.

How to cite: Kunz, L.: Transient Attracting Profiles in the Great Pacific Garbage Patch, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12892, https://doi.org/10.5194/egusphere-egu23-12892, 2023.

EGU23-13166 | ECS | Orals | OS4.4

Parameterising Eddy-Mediated Heat Transports Across the Weddell Sea Continental Slope 

Nicolas Dettling and Martin Losch

The Weddell Sea is an Antarctic marginal sea featuring extensive continental shelf areas. Here, dense water is produced through interactions with ice shelves and sea ice and propagates down the continental slope where it forms the densest contribution to the Antarctic Bottom Water. The downflow of dense water creates an isopycnal connection between the continental shelf and slope allowing for the intrusion of warm Circumpolar Deep Water (CDW) onto the continental shelf. When reaching the ice shelf cavities, CDW has the potential to strongly increase the melt rate of the ice shelves with global implications such as sea level rise. Mesoscale eddies sourced from local baroclinic instability play a central role in the shoreward transport of CDW since they supply the momentum to overcome the vorticity gradient imposed by the continental slope. Capturing these eddies in ocean models is particularly challenging because the small Rossby radius of deformation at high latitudes requires a much higher horizontal resolution than currently available in state-of-the-art climate models. This invites the question as to how the shoreward heat flux can be parameterised at coarse resolution and motivates a process oriented modelling study. For this purpose we use the MIT general circulation model (MITgcm) in a configuration featuring idealised sloping topography and surface forcing and typical hydrographic fields representing the Weddell Sea continental shelf and slope. In this setup, a strong heat transport from the open ocean onto the continental shelf only emerges at a resolution of O(1km). At coarser resolution, shoreward heat transport is almost absent resulting in a cold bias on the continental shelf and the exported deep water. We then apply the classical schemes of Gent-McWilliams and Redi (GM/Redi) which parameterise the effect of eddies by introducing an advective tracer flux as a function of the isopycnal slopes and by aligning the diffusion operator with the local isopycnals. We show that using the GM/Redi parameterization shoreward heat transports can be represented so that the difference between the high and coarse resolution hydrographic fields strongly reduces. Advective heat transport dominates over the centre of the continental slope and is captured by the GM part of the parameterisation. The diffusive heat flux dominating over the continental shelf break on the other hand is reproduced by the Redi scheme. In light of potential future changes to the Weddell Sea system we further discuss different approaches to obtain the transfer coefficients needed for the GM/Redi parameterisation based on the resolved flow and sub-grid eddy kinetic energy.

How to cite: Dettling, N. and Losch, M.: Parameterising Eddy-Mediated Heat Transports Across the Weddell Sea Continental Slope, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13166, https://doi.org/10.5194/egusphere-egu23-13166, 2023.

EGU23-14321 | ECS | Posters virtual | OS4.4

Diagnosing the Transition Zones and Regional Dependencies of the Inverse Energy Cascade in the Eastern South Atlantic using Satellite Data 

Emelie Breunig, Dr. Alexa Griesel, Dr. Julia Dräger-Dietel, and Prof. Dr. Carsten Eden

Energy cannot be created nor destroyed; it can merely be transferred to different scales. Scott, Robert B., and Faming Wang (2005) showed that in the South Pacific, energy is transferred from mesoscale eddies to large ocean currents (inverse energy cascade). The regional dependencies of the inverse cascade are still not well understood and thus limit the correct parameterisation of energy transfers in climate models. The eastern South Atlantic (0-10°E, 30-35°S) offers a large dataset (satellite as well as drifter data) containing several high energetic processes, such as strong mesoscale eddies. The presence of such energetic mesoscale processes makes the question if the energy is transferred to larger scales, an especially interesting one. To investigate the spectral transitions of the inverse energy cascade, we calculate the energy flux similarly to Scott, Robert B., and Faming Wang (2005) using Sea Surface Height (SSH) satellite data and analyse the results for regional changes. Secondly, we use the same SSH dataset to calculate second- and third-order velocity structure functions (S2,S3). As S2,S3 are usually calculated from surface drifter datasets, this provides a new Eulerian insight into transition zones, making structure functions more widely applicable. 

How to cite: Breunig, E., Griesel, Dr. A., Dräger-Dietel, Dr. J., and Eden, P. Dr. C.: Diagnosing the Transition Zones and Regional Dependencies of the Inverse Energy Cascade in the Eastern South Atlantic using Satellite Data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14321, https://doi.org/10.5194/egusphere-egu23-14321, 2023.

EGU23-14494 | ECS | Posters on site | OS4.4

An energy-bandwidth basis for the internal wave model IDEMIX 

Ankitkumar Patel, Dirk Olbers, Friederike Pollmann, and Carsten Eden

Small-scale turbulent mixing plays an important role for the large-scale ocean circulation, but is unresolved in numerical ocean models. Since breaking internal gravity waves (IGWs) are a major source of this mixing, energetically consistent mixing parameterizations consider the internal wave energy balance. One such parameterization can be achieved with the aid of the IDEMIX (Internal Wave Dissipation, Energy and Mixing) model, which describes the generation, propagation and dissipation of internal wave energy and successfully reproduces energy and mixing estimates derived from Argo float observations. We extend the IDEMIX energy model to describe a coupled system of predictive equations for energy and bandwidth, where bandwidth is a shape parameter of the IGW energy spectrum fixing the number of excited vertical modes. The correlation between energy and bandwidth is a power law with an exponent given by the dynamical parameters. The power law agrees with energy and spectral shape estimates from finestructure observations by Argo floats. We present the coupled energy-bandwidth IDEMIX model in a stand-alone setup and preliminary results of how it affects vertical mixing and the ocean state in a global ocean model.

How to cite: Patel, A., Olbers, D., Pollmann, F., and Eden, C.: An energy-bandwidth basis for the internal wave model IDEMIX, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14494, https://doi.org/10.5194/egusphere-egu23-14494, 2023.

EGU23-15591 | ECS | Orals | OS4.4

Decadal variability of eddy temperature fluxes in the Labrador Sea 

Christopher Danek, Patrick Scholz, and Gerrit Lohmann

Small-scale eddies play an important role in preconditioning and restratifying the water column before and after mixing events, thereby affecting deep water formation variability. Results from a realistic eddy-resolving (~5 km local horizontal resolution) ocean model suggest that small-scale temperature fluxes due to turbulent potential to kinetic energy conversion are the main driver of mixed layer restratification during deep convection in the Labrador Sea interior and the West Greenland Current. This resupply of heat due to turbulent upward buoyancy fluxes exhibits a large interannual variability imposed by the atmospheric forcing. Eddy fluxes only become active in periods of strong buoyancy loss, while being quiescent otherwise. In a low-resolution (~20 km) control simulation the modeled turbulence is strongly reduced and the associated modeled and parameterized heat fluxes are too weak to increase stratification.

How to cite: Danek, C., Scholz, P., and Lohmann, G.: Decadal variability of eddy temperature fluxes in the Labrador Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15591, https://doi.org/10.5194/egusphere-egu23-15591, 2023.

EGU23-15675 | ECS | Orals | OS4.4 | Highlight

Wind-Wave Energy Flux Measurements using Particle Image Velocimetry 

Janina Tenhaus, Marc Buckley, Silvia Matt, and Ivan Savelyev

Small-scale processes govern the transfer of energy and momentum at the coupled atmospheric and oceanic wave boundary layers. The physical wind energy input mechanisms by wave growth remain poorly understood (critical layer theory vs sheltering mechanism).

We conducted laboratory velocity measurements within the first millimeters to centimeters above and below surface waves. A high resolution 2D Particle Image Velocimetry (PIV) system was installed in a wind-wave tunnel at a fetch of approximately 10 m. In addition, wave field properties were captured by Laser-Induced Fluorescence (LIF). Experiments were run with wind waves and wind over mechanical swell. During the measurements, 10-m wind speeds of 5 to 10 m/s were observed, with peak wave ages (cp/u*) ranging from 1 to 7.

We will focus on the air phase and describe the modulations of the airflow structure. Furthermore, we will discuss the influence of peak wind-wave conditions (e.g., wave age, slope) on the dynamical role of the critical layer.

How to cite: Tenhaus, J., Buckley, M., Matt, S., and Savelyev, I.: Wind-Wave Energy Flux Measurements using Particle Image Velocimetry, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15675, https://doi.org/10.5194/egusphere-egu23-15675, 2023.

EGU23-15850 | ECS | Orals | OS4.4

Two-Phase Flow Simulations of Surface Waves in Wind-Forced Conditions 

Malte Loft, Thomas Rung, Niklas Kühl, Marc Buckley, Jeff Carpenter, Fabrice Veron, and Michael Hinze

The paper is devoted to two-phase flow simulations and investigates the ability of a diffusive interface Cahn-Hilliard Volume-of-Fluid model to capture the dynamics of the air-sea interface at geophysically relevant Reynolds numbers. It employs a hybrid filtered/averaging Improved Detached Eddy Simulation method to model turbulence, and utilizes a continuum model to account for surface tension if the diffuse interface is under-resolved by the grid. A numerical wind-wave tank is introduced to limit computational costs and results obtained for two wind-wave conditions are analyzed in comparison to experimental data at matched Reynolds numbers. The focus of the comparison is on both time-averaged and wave-coherent quantities, and includes pressure, velocity as well as modeled and resolved Reynolds stresses. In general, numerical predictions agree well with the experimental measurements and reproduce many wave-dependent flow features. Reynolds stresses near the water surface are found to be especially important in modulating the critical layer height. It is concluded that the diffusive interface approach proves to be a promising method for future studies of air-sea interface dynamics in geophysically relevant flows.

How to cite: Loft, M., Rung, T., Kühl, N., Buckley, M., Carpenter, J., Veron, F., and Hinze, M.: Two-Phase Flow Simulations of Surface Waves in Wind-Forced Conditions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15850, https://doi.org/10.5194/egusphere-egu23-15850, 2023.

EGU23-16324 | ECS | Orals | OS4.4

Asymptotic analysis of surface waves interacting with a wind and a current 

Anthony Bonfils, Dhrubaditya Mitra, Woosok Moon, and John Wettlaufer

Asymptotic analysis of surface waves interacting with a wind and a current

Following Miles (1957), surface waves are regarded as perturbations of the wind, modeled as an inviscid parallel shear flow; a water current can be included in the model. The linear stability analysis of the shear flow leads to an eigenvalue problem. The real part of the eigenvalue is the phase speed of the waves while the imaginary part times the wavenumber is the growth rate of the wave amplitude. The streamfunction of the perturbed flow, or eigenfunction, obeys the Rayleigh equation with coupled boundary conditions at the air-water interface. First, I will show how Miles simplified this problem using the small air-water density ratio. Next, for waves whose wavelength is much larger than the characteristic length scale of the shear, I will solve the Rayleigh equation asymptotically and infer the complex eigenvalue. Finally I will show that, in the strong wind limit, the fastest growing waves are those for which the aerodynamic pressure is in phase with the wave slope. 

References:

J. W. Miles, J. Fluid Mech., 3:185–204, 1957.

A. F. Bonfils, D. Mitra, W. Moon, and J. S. Wettlaufer, J. Fluid Mech., 944:A8, 2022.

A. F. Bonfils, D. Mitra, W. Moon, and J. S. Wettlaufer, arXiv:2211.02942.

How to cite: Bonfils, A., Mitra, D., Moon, W., and Wettlaufer, J.: Asymptotic analysis of surface waves interacting with a wind and a current, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16324, https://doi.org/10.5194/egusphere-egu23-16324, 2023.

EGU23-16509 | ECS | Posters virtual | OS4.4

Propagation And Dissipation Of Lee Wave Energy In A Single Column Model 

Ingo Wagner, Carsten Eden, and Dirk Olbers

When an ocean current flows over uneven topography a specific kind of in-
ternal gravity wave called lee wave is emitted. These lee waves are propagating
through the water column and can interact with the ocean currents and other
waves. They are thought to play a role in the global ocean energy cycle and
can also affect the momentum balance in the interior. The waves extract energy
from the mean flow or eddies near the bottom and then dissipate this energy
somewhere in the water column.
However, the waves can not be resolved directly in global ocean models and in
particular their vertical propagation is still largely unknown. In order to study
these waves Eden and Olbers proposed a model of the lee wave energy. In this model
the radiative transfer equation is integrated over the wavenumber space which
yields a prognostic equation of the lee wave energy. This energy equation can
then be added to an ocean model. This model includes a term for the interac-
tion with the mean flow and a dissipation term parameterizing the interaction
with the background wave field.
In this work an additional term concerning the dissipation due to critical layers
is added to the energy equation. The critical layers can occur when the back-
ground current shift the wavelength to small scales so that the waves break. For
this critical layer parameterization the vertical refraction term in the radiative
transfer equation is integrated.
The energy equation is then added to the python ocean model (pyOM) and
simulations using a single column are conducted. The key results show that the
interaction with the background wave field typically dominates the other effects.
This leads to an exponential decay of the energy away from the ocean bottom.
If the waves reach a region with a vertical velocity shear the waves can also ex-
tract energy and momentum from the current. The leads to a slight downwards
deflection of the current and also enables some critical layer dissipation. Thus
in these conditions the lee waves also lead to some dissipation and mixing in
the ocean interior far away from the bottom. The maximum dissipation near
the bottom is found to be larger than 10-8m2/s3, which is in accordance with
other simulations and observations.

How to cite: Wagner, I., Eden, C., and Olbers, D.: Propagation And Dissipation Of Lee Wave Energy In A Single Column Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16509, https://doi.org/10.5194/egusphere-egu23-16509, 2023.

Symmetric instability (SI) plays an important role in the energy transfer from geostrophically balanced fronts to turbulent kinetic energy in the oceanic surface mixed layer.  SI can occur when the potential vorticity (PV) takes the opposite sign of the Coriolis parameter. Due to the “impermeability” of PV, the averaged PV  in a volume bounded by two outcropping isopycnals in the mixed layer can only be changed by PV fluxes through the surface or from the stratified interior.  Much attention is paid to PV fluxes at the surface caused by momentum and buoyancy fluxes. Here, we concentrate on the PV flux from the stratified interior which plays an important role in stabilising a symmetrically unstable front. Large Eddy simulations are used to study the impact of secondary Kelvin-Helmholtz instabilities  on the PV fluxes and the associated restratification of the mixed layer. Sensitivities to grid resolution show that a resolution of ~1m is needed to resolve the full influence of Kelvin-Helmholtz instabilities on the evolution of SI. Ideas for parameterising their effects will be discussed.

How to cite: Czeschel, L. and Pein, J.: On the role of secondary instabilities for symmetrically unstable fronts in the surface mixed layer, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16596, https://doi.org/10.5194/egusphere-egu23-16596, 2023.

EGU23-17233 | Orals | OS4.4 | Highlight

Representation of mesoscale in a hierarchy of Met Office ocean model configurations 

Catherine Guiavarc'h, Helene Theresa Hewitt, Sophia Marie Moreton, Malcolm Roberts, and David Storkey

Using an explicit representation or a parametrisation of the ocean mesoscale affects not only the mean state of the ocean but also the climate variability. However, the choice of resolution is constrained by computational costs. Ocean models developed at the Met Office are used for a vast range of applications from short-range coupled NWP forecasts to Earth system models. Shorter range predictions can run with higher resolution models while climate models are very constrained. To support all applications, we developed a hierarchy of three ocean models: eddy parametrising (1°), eddy-present (1/4°) and eddy-rich (1/12°) resolution models. In the eddy parametrising configuration, mesoscale eddies are not resolved. In the eddy-present configuration, the resolutions allow some mesoscale eddies to be captured in the low and mid-latitudes. In the eddy-rich configuration, eddies are present at most latitudes.

In the 1° configuration, the mesoscale turbulence associated with eddies cannot be solved explicitly. The lateral turbulent fluxes are assumed to depend linearly on the lateral gradients of large-scale quantities requiring second order operators. A lateral diffusion of momentum on geopotential surfaces with a Laplacian viscosity is used. The effect on the large scale is represented using Gent and McWilliams (1990) proposed parameterisation of mesoscale eddy-induced turbulence. In the 1/4° and 1/12° configurations, the more scale selective biharmonic operator is used. It ensures the stability of the model while not interfering with the resolved mesoscale activity. To improve the circulation and biases in the Southern Ocean, a weak GM parametrisation is added in the eddy-present and eddy-rich models.

30-year forced integrations with the model hierarchy are assessed. Global and large-scale temperature and salinity biases are similar across the resolutions.  The largest differences occur in regions with strong mesoscale activity (Western boundary currents, Southern Ocean). Eddy-present and eddy-rich models significantly improve the representation of the Western boundary currents, both in position and strength. Improving the Western boundary currents has large impacts on temperature and salinity biases.

We review the results of Moreton et al (2020) on eddies in the Met Office hierarchy of models. The surface properties of eddies in eddy-present and eddy-rich coupled models are evaluated using an eddy tracking algorithm on SSH anomalies. Results show that relative to eddy-present, eddy-rich resolution simulates more (+60%) and longer-lasting (+23%) eddies, in better agreement with observations. The representation of eddies in Western Boundary Currents and the Southern Ocean compares well with observations at both resolutions.  However, a common deficiency in the models is the low eddy population in subtropical gyres. Despite a grid spacing larger than the Rossby radius of deformation at high-latitudes, eddy-present resolution only allows for eddy growth in these regions a lower rate than seen in observations and eddy-rich resolution. The westward displacement of eddies in eddy-rich model (mainly in the Agulhas region) is increased compared to the eddy-present model. The size of eddies is found to be dependent on model grid resolution.

How to cite: Guiavarc'h, C., Hewitt, H. T., Moreton, S. M., Roberts, M., and Storkey, D.: Representation of mesoscale in a hierarchy of Met Office ocean model configurations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17233, https://doi.org/10.5194/egusphere-egu23-17233, 2023.

The Last Glacial Maximum (~21 ka) is the most recent glacial period when the ice sheet
coverage was at its greatest extent (8% of Earth's surface), and the atmospheric CO2
concentration was ~190 ppm. During this period, the continental shelves were exposed and
the global-mean sea level was lower by ~130 m compared to today. This project hypothesizes
that decrease in sea level caused tidal-energy dissipation to shift from the shelves to the open-
ocean resulting in enhanced vertical mixing in the deep ocean. The aim of this project is to
study the global ocean circulation and the marine biogeochemical processes of the LGM
climate state using an energetically consistent ocean mixing scheme: Internal Wave
Dissipation, Energy, and Mixing (IDEMIX) in the fully coupled isotope-enabled Earth
System Model (iCESM1.2). For this study, only the tidal-induced mixing is investigated.
Hence the tidal forcing is considered as the only source for generating internal waves in
IDEMIX parameterisation. The model uses the "KPP+IDEMIX" approach as the combined
vertical mixing parameterization. While the KPP is activated only in the mixed layer (up to ~
1 km), IDEMIX is applied only to the interior ocean, where the dissipation is generated by the
tidal forcing at the ocean floor. In our simulations, we use 2° resolution for the atmosphere
and 1° for the ocean, and we simulate LGM and pre-industrial climate states with and without
IDEMIX. The modal bandwidth tuning parameter (j) in IDEMIX determines the number of
excited vertical modes, which affects how fast the energy propagates from the bottom to the
upper ocean. We perform the sensitivity experiments by using different j values in our LGM
simulations and investigate its impact on the vertical mixing and the ocean state.

How to cite: Pilatin, H., Paul, A., Pollmann, F., and Schulz, M.: Modelling the ocean circulation and mixing processes of the Last Glacial Maximum using the Community Earth System Model (iCESM1.2) and the Internal Wave Mixing parameterization IDEMIX, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17252, https://doi.org/10.5194/egusphere-egu23-17252, 2023.

EGU23-575 | ECS | Posters on site | OS4.5

Characterizing the ocean with acoustic waves 

Ana Filipa Duarte, Álvaro Peliz, Renato Mendes, Luís Matias, and Leonardo Azevedo

Seismic oceanography as remote sensing of the ocean structure by multichannel reflection seismic method can provide high-resolution images enabling the study of fine-scale ocean processes along large distances.

The seismic acoustic response depends on differences in ocean temperature and salinity, and the resulting seismic images track the interfaces between those thermohaline layers both laterally and in depth. The structural interpretation of observed seismic reflections provides valuable oceanographic insights to understand mixing processes and phenomena occurring at different water column depths.

Three parallel 2D multichannel seismic reflection profiles acquired by the Portuguese Task Force for the Extension of the Continental Shelf in the Madeira Abyssal Plain (MAP), profiles covering 300km and ~100km apart from each other, dating from 2006, were processed to enhance the amplitudes of the water column (Azevedo, L. et al., 2021) and analyzed jointly with conductivity-temperature-depth probes (CTDs) from 2002 and 2005 acquired by Poseidon research vessel.

The structure of the water column in this area is characterized by the intrusion of Mediterranean Outflow Waters (MOW), warmer and salty water mass expressing between the 500 and 1500 m depth, and overlaying Subarctic Intermediate Water where temperature and salinity decrease in depth. Due to the differences in temperature and salinity gradients, the MAP region is auspicious for developing double diffusion, specifically thermohaline staircases (van der Boog, C. et al., 2021). Double diffusion is shown to influence the efficiency of vertical mixing of the different water masses; it affects the vertical transport of nutrients, temperature, and salt and contributes to ocean circulation, which is intrinsically connected to the control of the earth’s climate. Nevertheless, it is still lacking information.

We detected the thermohaline staircases expression in temperature and salinity profiles plotted as a function of depth, noticing that the interfaces of mixing followed by layers of well-mixed temperature and salinity are well defined as a step structure and were validated as double diffusion by calculating the Turner angle and Density Ratio at those depths.

Simultaneously, the seismic profiles are characterized by continuous sub-horizontal reflections between the ~1200 to 2000 meters of depth. By correlating the CTD profiles with the seismic images, it is noticeable that the staircases on the vertical profiles correspond to the reflections on the seismic at the expected depths and are covering almost the entirety of seismic profiles.

Since those reflections are present in the three parallel seismic profiles, we use them to predict the lateral continuity of the step-like structures and build models of the incidence of double-diffusive thermohaline staircases in the region, contributing to the knowledge of those processes' extension and expression in the Madeira Abyssal plain.

References:

van der Boog, C. G., Dijkstra, H. A., Pietrzak, J. D., & Katsman, C. A. (2021). Double-diffusive mixing makes a small contribution to the global ocean circulation. Communications Earth & Environment, 2(1), 1-9.

Azevedo, L., Matias, L., Turco, F., Tromm, R., & Peliz, Á. (2021). Geostatistical seismic inversion for temperature and salinity in the Madeira Abyssal Plain. Frontiers in Marine Science, 8, 685007.

How to cite: Duarte, A. F., Peliz, Á., Mendes, R., Matias, L., and Azevedo, L.: Characterizing the ocean with acoustic waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-575, https://doi.org/10.5194/egusphere-egu23-575, 2023.

EGU23-910 | ECS | Posters on site | OS4.5

Role of Coastal Upwelling in the Generation of Potential Fishing Zones in the South-western Bay of Bengal 

Sthitapragya Ray and Debadatta Swain

Coastal Upwelling, the upward flux of nutrient-rich waters into the euphotic layer, is associated with remarkable phytoplankton blooms, which form the base of the marine food web. In addition this entrainment of cold deeper waters to the surface, leads to sea surface temperature (SST) cooling that can also be determined from satellite observations of coastal SST gradients (often resulting in thermal fronts). Thermal fronts, (especially in high chlorophyll regions of the ocean,) are typically associated with significant biological activity.Thus, the detection of potential fishing zones (PFZs) typically involves the identification of fronts from satellite or model SST and Chl-a data. The western Bay of Bengal region presents some unique challenges with regard to the characterization and detection of PFZs based on these satellite data alone. Namely, the presence of clouds during southwest monsoon, (the season associated with the largest fish catches) limits the availability of infrared and visible data necessary for the estimation of high resolution SST and Chl-a. This difficulty is usually circumvented by using modelled SST and Chl-a data, which unfortunately illustrate significant disagreements with the corresponding observational datasets, especially for fronts with low persistence. Coastal upwelling along the east coast of India is seasonal and driven by southwesterly winds in the pre-monsoon (March – May) and earlier half of monsoon (June – July.)  We have previously characterized the seasonal variability of this system based on the near-shore SST gradient (represented in terms of an SST based upwelling index UISST.) In addition to this the second complex empirical orthogonal function of SSHA was also observed to consist of negative coastal anomalies that are strongly correlated with the local alongshore windstress (AWS) (which is considered the wind based proxy upwelling index), the driver of coastal upwelling (Ray et al, 2022.) This study includes a multiscale analysis of the association between the generation of SST fronts or PFZs and the proxies of coastal upwelling (such as UISST, AWS, SSHA reconstructed from the second EOF mode.) e.g. figure 1 illustrates the occurrence of high frontal probability indices (FPIs) along a part of the coast previously identified to be a local wind-driven coastal upwelling system (Ray et al, 2022,) while figure 2 illustrates a close agreement (correlation coefficient = 85%) between the seasonally filtered SST-based upwelling index and the FPI around one coastal point. An improved understanding of the role of coastal upwelling in the generation of PFZs is potentially of great societal importance as it can enable the development of methods of detecting/forecasting the probability of formation of PFZs based on surface wind and SSHA observations which are not affected by the presence of clouds.

Figure 1

Figure 2

 

Reference:

Ray, S., Swain, D., Ali, M. M., & Bourassa, M. A. (2022). Coastal Upwelling in the Western Bay of Bengal: Role of Local and Remote Windstress. Remote Sensing14(19), 4703.

How to cite: Ray, S. and Swain, D.: Role of Coastal Upwelling in the Generation of Potential Fishing Zones in the South-western Bay of Bengal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-910, https://doi.org/10.5194/egusphere-egu23-910, 2023.

EGU23-1705 | ECS | Posters on site | OS4.5

Public Repository for Ocean Front Detection: a Contribution to Marine Science 

Luís Figueiredo, Renato Mendes, Caio Fonteles, and Nuno Loureiro

Remote sensing plays a vital role in understanding and managing the oceans. This technology is used to observe and monitor the ocean's physical, chemical, and biological properties, allowing scientists to detect large-scale changes in the marine environment, such as currents, sea surface temperature, and marine life populations. This data can then be utilized to track changes in the marine environment, assess the ocean’s health, and identify areas that require conservation efforts. 

In oceanography, a front is a boundary between two distinct water masses with different properties, such as temperature, salinity, and density. These fronts are critical scientific phenomena and have a cascade of events of significant importance to the fishing, marine biology, shipping, and logistics industries. For example, upwelling fronts are typically sites of strong vertical movements that bring cold, nutrient-rich water to the euphotic zone. This phenomenon is a primary factor controlling phytoplankton growth, which is the foundation of the marine food chain. It can also influence the concentration of floating marine litter, plastic, and other human-made objects. 

Our work comprised the search, revision, and implementation of three algorithms to detect oceanic fronts through the model and satellite sea surface temperature (SST) data. The chosen algorithms, Canny, Belkin O’Reilly, and Cayula-Cornillon, use SST data to provide historical frontal probability maps and near-real-time daily fronts identification. These algorithms were aggregated, simplified, and adapted for use in the Python programming language. 

Establishing free and open repositories helps to spur research, innovation, and development. That’s why we have created the following public repository (https://github.com/CoLAB-ATLANTIC/JUNO), which includes a set of notebooks outlining the step-by-step process for obtaining frontal probability or daily fronts maps using each of the three algorithms. The method consists of downloading the data (MUR or CMEMS), applying the algorithms, and saving the results in a NetCDF file. 

This repository will help scientists, researchers, and business people understand the ocean’s dynamics and make front detection more accessible. Through this repository, our work is making strides to advance the oceanography field and make ocean research more efficient and available to everyone.

How to cite: Figueiredo, L., Mendes, R., Fonteles, C., and Loureiro, N.: Public Repository for Ocean Front Detection: a Contribution to Marine Science, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1705, https://doi.org/10.5194/egusphere-egu23-1705, 2023.

Although the issue of the global warming hiatus during 1998-2013 is still under debate, the surface velocity of the Kuroshio has been shown to decrease east of Taiwan but increase east of Luzon during the global warm hiatus period. In this study, we revealed a significant increase in cut-off events on the Kuroshio main path east of Taiwan during the hiatus period. This is probably related to the interaction between the weakening Kuroshio off the east of Taiwan and the westward propagation of the mesoscale cyclone eddy from the western Pacific Ocean. The cut-off event of the main path of the Kuroshio is determined using the momentum ratio of the Kuroshio to the eddy. If the ratio is less than one, the eddy dominates and the Kuroshio is cut off. Sea surface velocities derived from satellite altimeter data for these events in the Kuroshio region east of Taiwan and the Kuroshio intrusion region west of the Luzon Strait were then analyzed by empirical orthogonal functions. The results showed that the Kuroshio intrusion to the west of the Luzon Strait increased after an average of about one month after the main Kuroshio off east of Taiwan was cut off. This appears to be reverse feedback from the Kuroshio downstream to upstream.

How to cite: Ho, C.-R. and Tseng, Y.-H.: Relationship between Kuroshio variation east of Taiwan and the Kuroshio intrusion west of the Luzon Strait during 1998-2013, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2167, https://doi.org/10.5194/egusphere-egu23-2167, 2023.

EGU23-2173 | ECS | Posters on site | OS4.5

The eastward trajectories in the Kuroshio upstream region 

Yu-Hao Tseng and Chung-Ru Ho

When the Kuroshio passes through the Luzon Strait from its upstream east of Luzon Island to its downstream east of Taiwan, there are three types of possible routes. First of them is the western component, also known as the western branch, which can be further divided into looping path and leaking path (the Kuroshio intruding into the South China Sea). The second type is the mainstream connecting the eastern Luzon Island and the eastern Taiwan Island, which has the pattern nearly as same as the long-term mean of the Kuroshio path in this region. Lastly, the third type of route is the eastern branch that is to be focused by this study. Its definition is that the east components of the current around the Kuroshio's route are greater than the north components and then taking the material away from the Kuroshio main stream in the eastward direction. Therefore, to find the possible routes of the Kuroshio and make the numbers of trajectories of each simulation to be fairly same with the other days, we use OpenDrift (an open-source Python-based framework for Lagrangian particle modeling) as a tool to simulate the trajectories of the Kuroshio started at a given position 18.375°N and 122.875°E from 1993 to 2020. The input data that used as simulation is the geostrophic current derived from altimeter data provided by CMEMS from January 1993 to December 2021. The spatial and temporal resolutions of the input data are 0.25° and one-day, respectively. The results revealed that the accumulated numbers of trajectories as the type of the eastern branch of the Kuroshio would be more frequently during March to June. Meanwhile, the averaged wind stress curl (WSC) of the 10-m wind field data from NCEP/NCAR Reanalysis 1 with a 4-times daily temporal resolution and a 1.875° horizontal resolution was calculated. The difference between the monthly WSC and the annual mean WSC over the entire Pacific Ocean from 1993 to 2020 showed that there is a significant eastward transport along the 20°N-21°N latitude in May. This implies that the eastern branch of the Kuroshio may be caused by WSC.

How to cite: Tseng, Y.-H. and Ho, C.-R.: The eastward trajectories in the Kuroshio upstream region, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2173, https://doi.org/10.5194/egusphere-egu23-2173, 2023.

The objectives of the HYDROCOASTAL project, funded by the European Space Agency under the EO Science for Society programme, are to enhance our understanding of interactions between the inland water and coastal zone, between the coastal zone and the open ocean, and the small scale processes that govern these interactions. The project also aims to improve our capability to characterize the variation at different time scales of inland water storage, exchanges with the ocean and the impact on regional sea-level changes

 

To achieve these aims, the HYDROCOASTAL project team has developed and implemented new SAR altimeter processing algorithms for the coastal zone and inland waters, and with these processed Sentinel 3A, 3B and Cryosat-2 data to generate  to generate an initial 2-year Test Data Set for selected regions. The performance of these new algorithms has been evaluated, by statistical analyses and comparison against in situ data. From this analysis, the best performing algorithms have been identified and a processing scheme implemented to generate a global scale coastal zone and inland water altimeter data set.

 

A series of case studies are now assessing these products in terms of their scientific impacts.  All the produced data sets will be available on request to external researchers, and full descriptions of the processing algorithms are available via the project web-site

 

The presentation will provide an overview of the HYDROCOASTAL project, describe the different SAR altimeter processing algorithms that have been implemented and evaluated in the first phase of the project, and present results from the evaluation of the initial test data set. It will also present early results from  impact studies.

How to cite: Cotton, D.: Improving SAR Altimeter processing over the coastal zone and inland waters- the ESA HYDROCOASTAL project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3260, https://doi.org/10.5194/egusphere-egu23-3260, 2023.

EGU23-3670 | Orals | OS4.5

Assessment of Saildrone Wind Measurements in Tropical Cyclones using Microwave Satellite Sensors 

Lucrezia Ricciardulli, Gregory Foltz, Andrew Manaster, and Thomas Meissner

In-situ measurements of extreme winds within hurricanes are challenging and scarce at the global level. They are mostly provided by risky reconnaissance flights, most often in the tropical North Atlantic. In 2021, a novel NOAA project deployed 5 Saildrones (SDs) to monitor the tropical Atlantic storm-track areas. One of these missions, SD-1045, crossed Hurricane Sam (Cat. 4) on September 30, 2021, providing an unprecedented view of ocean surface conditions within a major hurricane, reporting surface winds as high as about 40 m/s.  New SD missions for the 2022 Atlantic hurricane season were also able to intercept the tracks of Hurricane Fiona and Ian.

Here we present a comprehensive analysis and interpretation of the Saildrone ocean surface wind measurements in these hurricanes, using the following datasets for comparison: NDBC buoys in the path of the storms, microwave (MW) radiometer wind retrievals and tropical cyclone (TC) winds from SMAP and AMSR2, wind retrievals from the ASCAT scatterometers, from the high-resolution Synthetic Aperture Radars, and the HWRF model winds. The methodology for adjusting the SD wind measurements to a 10m reference height and to the different spatial scales of satellite observations will be described in detail. In this presentation, we will address the consistency of the SD observations with the satellite data at all wind speed regimes, with special focus at extreme winds.

This study can serve as foundation for planning and monitoring the quality of wind measurements from SD missions in the tropics and extra-tropics using satellite data.  Additionally, if properly interpreted, future SD missions can provide a unique and much needed reference source of calibration/validation for satellite observations at wind speeds above 20 m/s, for which buoy data are less accurate.

How to cite: Ricciardulli, L., Foltz, G., Manaster, A., and Meissner, T.: Assessment of Saildrone Wind Measurements in Tropical Cyclones using Microwave Satellite Sensors, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3670, https://doi.org/10.5194/egusphere-egu23-3670, 2023.

EGU23-3701 | Orals | OS4.5

Passive microwave satellite sensors of the next decade for observing ocean vector winds, temperature, and salinity: WSF-MWI, COWVR, AMSR3, CIMR 

Thomas Meissner, Katherine Wentz, Lucrezia Ricciardulli, and Frank Wentz

A series of new passive microwave satellite sensors will offer strongly enhanced capability to measure ocean surface vector winds (OSVW), sea surface temperature (SST) and salinity (SSS) during the next decade and beyond. Our presentation gives an overview of the features of these instruments and how we plan to use them in future Earth observations.

The Weather System Follow on Microwave Imager WSF-M MWI, operated by the US DoD scheduled to be launched in January 2024, is a follow-up of the US Navy’s WindSat. The sensor calibration system will continue the four-point calibration method implemented with GMI employing a combination of internal and external calibration targets. Like GMI, WSF-MWI is expected to reach absolute calibration accuracy.  As WindSat did, it will provide fully polarimetric measurements at X, Ku and Ka-band and thus be able to continue WindSat’s OSVW data record.

COVWR, developed by NASA JPL and US DoD, was launched in December 2022. Its novel cost-effective design consists of a fixed feedhorn bench and has only the antenna dish spinning. It is fully polarimetric at 3 frequencies within Ku, K, and Ka bands and can observe most Earth locations simultaneously using fore and aft looks. The 2-look capability strongly aids the measurement of wind direction as it does not have to rely on any external input from Numerical Weather Prediction Models, as for example scatterometers do.

JAXA’s AMSR3, to be launched in late 2023, continues the series that started with AMSR-E in 2002 and followed with AMSR-2 in 2012. The presence of the C-band channels is vital for globally measuring SST with passive microwave sensors. The global availability of microwave SST is essential for the scientific community, as it provides observations in the presence of clouds and aerosols, where infrared sensors fail. The AMSR3 sensor will observe at two C-band and at two X-band frequencies, which will result in increased capabilities to measure ocean wind speeds through rain, including in strong tropical and extratropical storms where most other passive microwave sensors cannot provide usable retrievals. It is possible to find combinations between the C- and X-band channels that minimize the impact of rain but are still sensitive to wind speed, which enables disentangling passive wind and rain signals.       

The ultimate passive microwave sensor for ocean observations will be ESA’s CIMR, which is anticipated to launch in 2028. CIMR has an antenna with 8-meter diameter, measures at 5 frequencies between L- and Ka-band, is fully polarimetric at each frequency and has fore and aft looks. These combined features will not only provide the capability for measuring global SST, OSVW and wind speeds in rain as mentioned above. The large antenna will allow these observations to occur at a spatial resolution of 15 km. This constitutes a significant enhancement over currently operating sensors, which reach resolutions of about 50-km for SST and 30-km for OSVW. Finally, the presence of L-band enables CIMR to also measure SSS and thus provide continued SSS satellite data after SMOS, Aquarius and SMAP.

How to cite: Meissner, T., Wentz, K., Ricciardulli, L., and Wentz, F.: Passive microwave satellite sensors of the next decade for observing ocean vector winds, temperature, and salinity: WSF-MWI, COWVR, AMSR3, CIMR, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3701, https://doi.org/10.5194/egusphere-egu23-3701, 2023.

EGU23-3755 | Orals | OS4.5

A New Multi-Mission Sea Surface Salinity Optimum Interpolation (OISSS) Analysis for Ocean Research and Applications 

Oleg Melnichenko, Peter Hacker, James Potemra, Thomas Meissner, and Frank Wentz

We introduce a new version of the multi-mission sea surface salinity (SSS) optimum interpolation analysis (OISSS) which combines observations from NASA’s AQUARIUS/SAC-D and SMAP (Soil Moisture Active-Passive) satellite missions into continuous and consistent SSS data record. The dataset covers the period from September 2011 to present. Measurements from ESA’s SMOS (Soil Moisture and Ocean Salinity) satellite are used to fill gaps in SMAP observations during June-July 2019 and August-September 2022, when the SMAP satellite was in a safe mode and did not deliver scientific data. The analysis is based on Optimum Interpolation (OI), utilizes Level-2 (swath) data, and uses satellite-specific bias-correction algorithms to correct the satellite retrievals for large-scale biases.  The dataset includes uncertainty estimates, both formal and empirical. We use this dataset as an example to discuss requirements for the multi-mission SSS data products.

To demonstrate its utility, the new dataset is used to characterize spatial patterns of SSS variability in the global ocean and on different time scales. The spatial pattern of the regional SSS trends show that the subtropical North Pacific is becoming fresher while the subtropical South Indian Ocean is becoming saltier. This is seemingly a part of a longer term oscillation as the trends are reversed compared to the preceding decade (2005-2015) estimated from Argo data. In particular, abrupt changes occurred during 2015, related, presumably, to a strong El Nino event of 2015-2016. The annual cycle is a dominant signal globally and can nicely be described by two leading empirical orthogonal functions (EOFs) explaining more than 35% of the total SSS variance. Except for the Indian Ocean, the oscillations are out of phase in the Northern and Southern Hemispheres and describe poleward propagation away from the Equator driven, presumably, by Ekman dynamics. The intra-seasonal signal is strongest in the tropics, particularly in the quasi-zonal bands associated with the Inter-tropical convergence zone (ITCZ) and South Pacific convergence zone (SPCZ), but also near outflows of major rivers, including the Amazon, Congo, Mississippi, Plata, Ganges and Brahmaputra.  Another region of interest is the northern North Atlantic, where satellite observations during the last decade have provided an unprecedented resource to study the spatial distribution and temporal evolution of SSS, allowing to observe areas typically not available by in-situ components of the ocean observing system. Here, the multi-mission SSS dataset is examined in its accuracy and appropriateness for studying SSS variability in high latitudes and marginal seas.

 

How to cite: Melnichenko, O., Hacker, P., Potemra, J., Meissner, T., and Wentz, F.: A New Multi-Mission Sea Surface Salinity Optimum Interpolation (OISSS) Analysis for Ocean Research and Applications, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3755, https://doi.org/10.5194/egusphere-egu23-3755, 2023.

EGU23-4875 | Posters on site | OS4.5

A satellite mission concept to unravel small-scale ocean dynamics and air-sea interactions: ODYSEA (Ocean Dynamics and Surface Exchange with the Atmosphere) 

Tong Lee, Sarah Gille, Fabrice Ardhuin, Justin Boland, Mark Bourassa, Paul Chang, Sophie Cravatte, Tom Farrar, Melanie Fewings, Gregg Jacobs, Zorana Jelenak, Florent Lyard, Jackie May, Elisabeth Remy, Lionel Renault, Ernesto Rodriguez, Clément Ubelmann, Bia Villas Bôas, and Alexander Wineteer

Ocean surface currents are critical not only to ocean dynamics, but also to marine ecosystems, maritime navigation and safety, search and rescue, monitoring and mitigation of marine pollution including oil spills, plastic, and debris. Wind-current coupling impacts both the ocean and the atmosphere, thereby influencing weather and climate. Recent modeling studies underscore the importance of submeoscale-to-mesoscale surface currents in ocean dynamics, marine ecosystems, and air-sea interactions. However, the present observing system is inadequate in observing these currents, posing major challenges in understanding their impacts. Moreover, many operational oceanography applications require measurements of these small-scale currents over the global ocean.  To reduce these knowledge and capability gaps, here we present a satellite mission concept “Ocean Dynamics and Surface Exchange with the Atmosphere” (ODYSEA) that is being proposed as a NASA Earth System Explorers satellite through a strong partnership with CNES. The mission will provide the first-ever measurements of total (geostrophic+ageostrophic) surface currents in the global ocean along with simultaneous measurements of ocean-surface vector winds. ODYSEA is designed to have a 1700-km wide swath, providing approximately daily coverage of the global ocean with 5-km postings. These measurements will provide an unprecedented opportunity to unravel the physical processes underlying small-scale ocean dynamics and air-sea interactions. ODYSEA’s near real-time data will support key operational needs such as weather and ocean forecasting, search and rescue, and seafaring.

How to cite: Lee, T., Gille, S., Ardhuin, F., Boland, J., Bourassa, M., Chang, P., Cravatte, S., Farrar, T., Fewings, M., Jacobs, G., Jelenak, Z., Lyard, F., May, J., Remy, E., Renault, L., Rodriguez, E., Ubelmann, C., Villas Bôas, B., and Wineteer, A.: A satellite mission concept to unravel small-scale ocean dynamics and air-sea interactions: ODYSEA (Ocean Dynamics and Surface Exchange with the Atmosphere), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4875, https://doi.org/10.5194/egusphere-egu23-4875, 2023.

EGU23-6246 | Posters on site | OS4.5

High resolution aerial sea surface temperature observations of small-scale frontal features in the open ocean 

Daniel Carlson, Burkard Baschek, Henning Burmester, Martin Hieronymi, and Rüdiger Röttgers

Small-scale (e.g. submesoscale and boundary layer scale) ocean features, like fronts and eddies, play a critical role in the transport and mixing of tracers. Despite recent advances, resolving such small-scale features in satellite imagery remains challenging. Accurately representing sub-grid-scale features in ocean models also remains an active area of research that should be guided by observations. Here, we present high resolution (~1 m) aerial observations of sea surface temperature that were acquired in December 2019 offshore of the island of Fogo (Cape Verde). The SST observations were obtained by a longwave infrared camera system that was operated from a Stemme powered glider. Direct georectification of open-ocean SST imagery was performed using the position and orientation data obtained from a global navigation satellite system receiver and an inertial navigation system. Georectified SST images were transferred in real-time to the R/V Meteor  to enable in situ sampling across a rapidly evolving front. The SST observations show strong convergence at the front and elevated Rossby Numbers (~O10-100), which are indicative of non-linear flows.

How to cite: Carlson, D., Baschek, B., Burmester, H., Hieronymi, M., and Röttgers, R.: High resolution aerial sea surface temperature observations of small-scale frontal features in the open ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6246, https://doi.org/10.5194/egusphere-egu23-6246, 2023.

EGU23-8159 | Orals | OS4.5

Determining the wave-slope statistics using IASI observations of the sea surface 

Charles-Antoine Guérin, Virginie Capelle, and Jean-Michel Hartmann

The sea-surface slope probability is an important physical parameter to describe the ocean surface and its interaction with the atmosphere. Its reference measurement dates back to the celebrated airborne experiment conducted by Cox and Munk (CM) in 1951 using sun glitter patterns. The obtained two-dimensional slope distribution function deviates slightly from the Gaussian distribution with pronounced up-to-crosswind and up-to-downwind asymmetries, a stronger peakedness and a slower decay at large values. It is classically parametrized by a Gram-Charlier representation with seven directional parameters describing the mean square slopes (MSSs) as well as the skewness and kurtosis coefficients for wind speeds up to 15 m/s. The MSSs are shown to follow a quasi-linear trend with wind speed, a result which has been confirmed by many subsequent airborne and spaceborne optical measurements and wave-tank experiments. The higher-order statistical coefficients have a non trivial dependence on wind speed as shown by the more recent results by Bréon and Henriot (2006); however, they are challenging to evaluate accurately and suffer from a larger uncertainty.

We re-examine the sea-surface probability by using radiances collected from space by the Infrared Atmospheric Sounder Interferometer (IASI) when looking down at ocean surface during the day. This is achieved by using about 300 channels between 3.6 and 4.0 μm and a physically-based approach which properly takes the contribution of the reflected solar radiation into account. This unique data set covers 13 years of observations over the world ocean, resulting in about 150 millions IASI appropriate spectra and as many wave-slope probabilities. Based on these experimental wave-slopes we revisit and discuss CM results and methodology and their limitations. We propose an original and robust approach for accurate retrievals of the Gram-Charlier parameters. Our findings for the MSSs are fully compatible with those of CM but our lower uncertainties enable to point out departures from the linear wind-speed dependencies and a slight overestimation of the upwind MSS described by the linear fit of CM at moderate wind speed. Our skewness and kurtosis coefficients show clear influences of the wind speed, with a steady decrease of the former and the alongwind kurtosis coefficient being maximal at moderate wind speeds, features that CM could not point out due to the limitations of their measurements. We revisit the renormalization procedure employed by CM to obtain the complete variances from truncated pdfs and show that it imposes stringent conditions on the kurtosis coefficients that allow to determine them accurately. We also provide measurements of the shifted position of the most probable slope as well as a demonstration of a qualitative change of regime in the updown wind asymmetry of the wave-slope probability when the wind speed increases.

How to cite: Guérin, C.-A., Capelle, V., and Hartmann, J.-M.: Determining the wave-slope statistics using IASI observations of the sea surface, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8159, https://doi.org/10.5194/egusphere-egu23-8159, 2023.

EGU23-8599 | ECS | Orals | OS4.5

High-resolution UAV multispectral imagery for water-quality monitoring in coastal regions 

Alejandro Roman, Antonio Tovar-Sanchez, Adam Gauci, Alan Deidun, Isabel Caballero, Emanuele Colica, Sebastiano D'Amico, Sergio Heredia, and Gabriel Navarro

The concentrations of parameters such as Chlorophyll-a (Chl-a) and Total Suspended Solids (TSS) in seawaters have already been used as indicators of the water quality, the biogeochemical status of surface waters, and nutrient availability. Unmanned Aerial Vehicles (UAVs) have gained global popularity as a remote-sensing tool as they address the optical challenges of water-quality studies in coastal regions. In this work, we evaluate the applicability of a 5-band multispectral sensor mounted on a UAV to derive scientifically valuable water parameters (Chl-a and TSS). The performance of the OC-2 and OC-3 algorithms for Chl-a estimation, as well as the TSS estimation method by Nechad et al. (2010), are tested in two different sites along the Mediterranean coastline. This study provides water quality details on the centimetre-scale and improves the existing approximations that are available for the region through Sentinel-3 OLCI imagery at a much lower spatial resolution of 300 m. The Chl-a and TSS values derived for the studied regions were within the expected ranges and varied between 0 to 3 mg/m3 and 10 to 20 mg/m3, respectively. In addition, a novel Python workflow for the manual generation of an orthomosaic in aquatic areas based on the sensor’s metadata, without the need to resort to commercial photogrammetric software, is proposed. Linear regressions were also applied to compare the Remote Sensing reflectance (Rrs) retrieval methods tested, suggesting strong R2 correlations between 0.83 and 0.91 for the “deglinting” method.

How to cite: Roman, A., Tovar-Sanchez, A., Gauci, A., Deidun, A., Caballero, I., Colica, E., D'Amico, S., Heredia, S., and Navarro, G.: High-resolution UAV multispectral imagery for water-quality monitoring in coastal regions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8599, https://doi.org/10.5194/egusphere-egu23-8599, 2023.

EGU23-8662 | Orals | OS4.5

Study of ENMAP imagery for the application of methods for Phytoplankton Functional Types determination in coastal waters 

Ana B. Ruescas, Jorge Garcia-Jimenez, Dagmar Mueller, Carsten Brockmann, Julia Amoros, and Kerstin Stelzer

Monitoring and mapping of major phytoplankton groups (PG) or functional types (PFT) has been targeted as a relevant topic for the understanding and study of marine ecosystem, especially under the present climate change scenario. Developing of algorithms that determine the structure of the phytoplankton communities is a reality since the last 20 years, but not much advanced has been done in the field of image spectroscopy due to the lack of spaceborne sensors with a systematic high temporal and spatial scales. Some operational sensors are changing the game right now, like PRISMA, ENMAP and, in the future, SGB, CHIME and other developments in the hyperspectral dimension. Most of the approaches for determining PFT or PG are based on phytoplankton abundance, cell size or bio-optical properties that use chlorophyll-a or spectral features (absorption, backscatter, and/or reflectance) on water in the VIS-NIR range as inputs. These and other approaches based on machine learning and deep learning are being tested on ENMAP imagery over the Baltic Sea. We will use reflectance data provided by DLR. Comparison of atmospheric correction approaches seems to be a necessary step, and radiance data will be process with current available algorithms. Since ENMAP has 240 bands, and high spatial resolution (30 m), we will tackle the dimensionality reduction problem adapting well-known machine learning approaches to the sensor characteristics (https://isp.uv.es/soft_feature.html).

How to cite: Ruescas, A. B., Garcia-Jimenez, J., Mueller, D., Brockmann, C., Amoros, J., and Stelzer, K.: Study of ENMAP imagery for the application of methods for Phytoplankton Functional Types determination in coastal waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8662, https://doi.org/10.5194/egusphere-egu23-8662, 2023.

The growing satellite record of sea state observations is becoming increasingly important for climate change research, to improve ocean and weather forecasts and to inform climate change mitigation and investment strategies. In this context, coastal processes and impacts are of particular concern, driving a yet stronger research imperative. The Copernicus Sentinel-6 Michael Freilich (S6-MF) mission was launched in November 2020 by the European Space Agency to succeed Jason-3 (J3) as the long term satellite altimetry reference mission. S6-MF commissioning involved a unique 12-month Tandem Experiment during which S6-MF flew approximately 30 seconds behind J3 on the same ground tracks, resulting in an unprecedented global dataset of quasi-simultaneous collocated altimeter sea state measurements in Low-Resolution Mode (LRM) and Synthetic Aperture Radar (SAR) mode.

In this work, this unique dataset is examined to evaluate uncertainties in altimeter significant wave height (Hs) observations from the two missions in different operating modes and different sea state conditions. A particular focus is placed on the evaluation of uncertainties in the coastal zone by exploiting the large number of moored buoys located near the coast of the U.S. S6-MF and J3 data are compared with buoy measurements and reanalysis data using, amongst other methods, triple collocation (TC) analysis. Attention is paid to both the collocation methodology and possible correlation of random errors. Results indicate that, over both global and coastal oceans, J3 and S6-MF Low-Resolution Hs are almost identical, with near-zero bias, low RMS difference and very high correlation. This very high correlation precludes the use of triple collocation to the J3/S6-MF-SAR/buoy triplets. Comparing S6-MF SAR with J3 LRM and buoys confirms the positive sea-state dependent bias in SAR Hs. Triple collocation of J3, S6-MF and buoys reveals the sensitivity of measurement uncertainty to collocation criteria, particular in coastal areas. Further, we show how sea state dependence of measurement uncertainty varies between oceanic and coastal settings. In general, we find that steeper spatial gradients of sea state typically associated with coastal regions can hamper interpretation of TC analyses without undue consideration. These findings demonstrate the value of the Tandem Experiment to evaluate uncertainty and provide evidence of the stability and/or enhancements of new mission data contributing to the growing satellite climate record.

How to cite: Timmermans, B., Gommenginger, C., and Banks, C.: Coastal Sea State Uncertainty From a Triple Collocation Analysis of Observations During the Sentinel-6 Michael Freilich – Jason-3 Tandem Phase Experiment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9894, https://doi.org/10.5194/egusphere-egu23-9894, 2023.

EGU23-9940 | Posters on site | OS4.5

OSCAR: a new airborne instrument to image ocean-atmosphere dynamics at the sub-mesoscale: instrument capabilities and the SEASTARex airborne campaign 

Adrien Martin, Karlus Macedo, Marcos Portabella, Louis Marié, José Marquez, David McCann, Ruben Carrasco, Rui Duarte, Adriano Meta, Christine Gommenginger, Petronilo Martin-Iglesias, and Tania Casal

OSCAR (Ocean Surface Current Airborne Radar) is a new airborne instrument which provides unique 2D synoptic views of ocean and atmosphere dynamics (currents, waves, winds) below km-scale. OSCAR is the airborne demonstrator of SeaSTAR, an innovative satellite mission concept currently under study in Phase 0 of ESA Earth Explorer 11. SeaSTAR aims to observe ocean submesoscale dynamics and small-scale atmosphere-ocean processes in all coastal, shelf and polar seas by providing simultaneous measurements of current and wind vectors at 1 km resolution with accuracy better than 0.1 m/s and 2 m/s respectively. A key objective of SeaSTAR is to characterize, for the first time, the magnitude, spatial structure, regional distribution and temporal variability of upper ocean dynamics on daily, seasonal and multi-annual time scales, with particular focus on coastal seas, shelf seas and Marginal Ice Zone boundaries.

OSCAR was flown over the Iroise Sea (West of Brittany, France) in May 2022 during the SEASTARex campaign. The OSCAR operations and products are representative of the spaceborne concept, with geophysical parameters and accuracies that directly relate to those of the SeaSTAR satellite mission. In itself, OSCAR provides a new observing capability that will improve our understanding of microwave Doppler sensing of the ocean thanks to its unique Doppler and scatterometry capabilities in three azimuth directions. OSCAR’s high-resolution images (8 metres pixels resolution) over a 5km swath provide 2D synoptic views of ocean and atmosphere dynamics below km-scales that are highly relevant to support and complement scientific investigations of fine-scale ocean-atmosphere processes based on in-situ, satellite and model data.

In this paper, we give an overview of the OSCAR system, of the SEASTARex campaign over the Iroise Sea in May 2022 and present the main preliminary results about the performance and imaging capability of the instrument.

How to cite: Martin, A., Macedo, K., Portabella, M., Marié, L., Marquez, J., McCann, D., Carrasco, R., Duarte, R., Meta, A., Gommenginger, C., Martin-Iglesias, P., and Casal, T.: OSCAR: a new airborne instrument to image ocean-atmosphere dynamics at the sub-mesoscale: instrument capabilities and the SEASTARex airborne campaign, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9940, https://doi.org/10.5194/egusphere-egu23-9940, 2023.

EGU23-10038 | Posters on site | OS4.5

The approach for the fast calibration of rotating antenna radar backscattered signal. The example of CFOSAT mission. 

Alexey Mironov, Yves Quilfen, Jean-Francois Piolle, and Bertan Chapron

The Chinese-French Ocean Satellite (CFOSAT) is an innovative space mission dedicated to the global observation and monitoring of the ocean's sea state and sea surface vector winds. CFOSAT operates two Ku-band rotating radars: the near-nadir Ku-band wave scatterometer (SWIM) and the dual-polarization, moderate-incidence-angle, Ku-band wind scatterometer (SCAT). This dual-incidence-angle instrumental configuration provides regular collocated measurements of radar backscatter to retrieve sea surface state parameters, including significant wave height, directional wave spectrum, and wind vector. Observations taken at different incidence angles have different sensitivities to sea surface parameters, such as short and long waves, surface currents, and surface temperature. Furthermore, synchronized backscatter from two different sensors can be mutually analyzed to improve the quality of sea surface wind retrievals. The joint use of two or multiple collocated data sources for geophysical retrieval requires a very high-quality of all input data, calibrated in the common reference framework. In addition to the well-studied signal distortion effects of fixed-oriented antenna design, the backscatter obtained with rotating antenna radars could potentially be influenced by additional azimuth-dependent factors, such as internal temperature variation and along-track noise amplification. Furthermore, new experimental antenna and hardware configurations can be difficult to adequately calibrate and validate quickly, which negatively impacts the speed of scientific and applied use of the acquired data. 
In this work, we propose a fast calibration approach which allows for rapid (~1 day) sigma0 calibrations. This approach is based on Numerical Weather Prediction (NWP) most probable wind histogram matching. It is applied to each instrument, satellite pass (ascending or descending), antenna azimuth, incidence angle, and polarization. All signals are then adjusted to the same level, followed by deriving a new instrument-specific Geophysical Model Function (GMF) which maps backscattered sigma0 as a function of wind speed and direction, incidence angle, naturally taking into account all factors related to the instrument (e.g. internal noise, antenna swath distortion, etc.). 
The validation of the proposed approach in application to SCAT data was done using the standard KNMI CWDP processor, where the wind vector retrieval was done for original and corrected data. A significant improvement of the retrieved wind vector quality was achieved for the left and right parts of the radar swath. The validation algorithm was applied to historical CFOSAT SWIM and SCAT data sets in terms of IFREMER Wind and Wave Operation Center (IWWOC) and incorporated into CFOSAT SCAT L2S and SWMSCAT L2S products.   
The proposed two-step strategy allows us to empirically recalibrate historical datasets of radar backscatter in cases where traditional sigma0 calibration/validation approaches are under development or the instrument faces unexpected signal level fluctuations. We anticipate that the proposed algorithm could be easily extended to most existing and future space radar configurations in order to accelerate the practical usage of satellite measurements when necessary.

How to cite: Mironov, A., Quilfen, Y., Piolle, J.-F., and Chapron, B.: The approach for the fast calibration of rotating antenna radar backscattered signal. The example of CFOSAT mission., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10038, https://doi.org/10.5194/egusphere-egu23-10038, 2023.

EGU23-10701 | ECS | Orals | OS4.5

The Development of a New Daily Global Mesoscale Blended Ocean Surface Currents (BOSC) Product 

Shaun Eisner, James Carton, Deirdre Byrne, Semyon Grodsky, and Eric Leuliette

We introduce the new satellite-derived daily global mesoscale (1/6th degree) Blended Ocean Surface Currents (BOSC) product, which will be available in quasi-realtime from
NOAA CoastWatch. Existing observation-based surface current products synthesize geostrophic currents derived from satellite altimetry with an Ekman drift component
derived from surface wind stresses. BOSC builds upon this traditional approach by including additional observation-derived effects such as Stokes Drift, mesoscale advection, and high latitude surface currents inferred from Sea Ice drift. Additionally, BOSC incorporates satellite SST imagery to derive surface motion from the advection of SST features, in a process known as “feature-tracking”. These additional observations provide further constraint of surface currents in tropical, polar, and coastal regions where satellite-derived geostrophic and Ekman currents tend to provide less accurate estimates. Additionally, we offer a comparison of BOSC to existing observation-based surface current products as well as to multiple independent in situ datasets.

How to cite: Eisner, S., Carton, J., Byrne, D., Grodsky, S., and Leuliette, E.: The Development of a New Daily Global Mesoscale Blended Ocean Surface Currents (BOSC) Product, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10701, https://doi.org/10.5194/egusphere-egu23-10701, 2023.

Ocean surface salinity dataset is useful for research on climate change and its variability. In particular, a gridded daily ocean surface salinity product with high spatial resolution can provide information of short-term variability in the East China Sea (ECS) and the Yellow Sea (YS). Here, we conducted gap-filling of daily surface salinity product based on the Geostationary Ocean  Color Imager (GOCI) for the period 2011-2020 with spatial resolution of 500 m using machine learning approach. For this, we used GOCI-based daily surface salinity preoduct as ground-truth data with envrionemntal variables such as sea surface temperature (SST), sea surface height (SSH), eastward seawater velocity (uo), northward seawater velocity (vo), and seawater salinity (SS) as input data of machine learning model. To identify importance between daily surface salinity and environmental variables affecting daily surface salinity, feature importance ranking was used. Our model shows gap-free daily surface salinity product based GOCI. In addition, the successful application of machine learning model provides the information of long-term variation of daily surface salinity at high spatial resolution in the ECS and the YS.

How to cite: Shin, J., Kim, S.-H., and Jo, Y.-H.: Gap-filling processes for GOCI-based daily surface salinity product using environmental variables and machine learning approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10816, https://doi.org/10.5194/egusphere-egu23-10816, 2023.

EGU23-11144 | ECS | Posters on site | OS4.5

A study on the Estimate of Daily PAR at the ocean around Korean Peninsula using GOCI 

Deuk Jae Hwang, Robert Frouin, Jing Tan, Jae-Hyun Ahn, Jeong-Eon Moon, and Jong-Kuk Choi

Photosynthetically available radiation (PAR) has a key role in generating primary production at the ocean surface. Various satellite sensors were used to estimate PAR at the ocean, but GOCI, the world’s first geostationary ocean color sensor, didn’t service PAR as an official product yet. In this study, PAR for the ocean around Korean Peninsula was estimated by using GOCI and validation was carried out. GOCI daily PAR was estimated from plane-parallel theory based model and corrected with in-situ measurements PAR data which had been collected at two ocean research stations. Corrected GOCI daily PAR has a high R2 value (0.99) with in-situ measurements. GOCI daily PAR also shows a high accuracy in terms of root-mean-square error (RMSE) and mean bias error (MBE); 4.98 % and -0.52 %, respectively. As a result of the comparison with other sensors derived PAR data, GOCI daily PAR shows the highest performance at the ocean around Korean Peninsula. MODIS and AHI derived daily PAR have lower accuracy than GOCI. MODIS daily PAR has RMSE of 10.40 % and -4.15 % with in-situ measurements, and AHI daily PAR has 6.51 % and -4.65 %, respectively. GOCI daily PAR help to understand the marine environment around the Korean Peninsula. For the further study, PAR from GOCI-II will be discussed.

How to cite: Hwang, D. J., Frouin, R., Tan, J., Ahn, J.-H., Moon, J.-E., and Choi, J.-K.: A study on the Estimate of Daily PAR at the ocean around Korean Peninsula using GOCI, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11144, https://doi.org/10.5194/egusphere-egu23-11144, 2023.

EGU23-12294 | ECS | Orals | OS4.5

Detection capabilities of a multi-satellite wide-swath altimetry conceptual mission 

Oscar Vergara, Gérald Dibarboure, Anaëlle Treboutte, Yannice Faugère, and François Boy

The soon-to-be available swath altimetry observations from the SWOT mission are expected to drastically improve our capacity to observe fine-scale ocean processes (wavelengths shorter than 100 km). With its increased observing capacity and lower signal-to-noise (SNR) ratio in comparison to conventional nadir altimetry, this new technology is expected to deliver unprecedented high-resolution two-dimensional observations of the ocean surface circulation and surface water bodies. Benefiting from the technological maturity acquired during the preparation for SWOT, a new constellation concept composed of swath altimeters has been proposed to carry on the European operational observing system towards the end of the decade. In the present work, we focus on evaluating the ocean observing capabilities of a novel swath altimeter concept (WiSA – Wide Swath Altimeter). Using the observed surface wave field (SWH – Significant Wave Height) and the instrumental characteristics, we compute global estimates of the SNR. We observe an average global observability around 40 km wavelength over 50% of the global ocean, and 47 km on average over 80% of the globe. Little or no seasonality is observed in the SNR, related to the seasonal compensation of the two competing factors that contribute to the observability, namely the instrumental noise levels and the observed spectral slopes. The performance of recently developed data-driven filtering techniques is also evaluated, considerably increasing the purely instrumental observing capabilities. The results are also discussed from an operational perspective, considering the contribution of a constellation of swath altimeters over a mono-satellite mission.

How to cite: Vergara, O., Dibarboure, G., Treboutte, A., Faugère, Y., and Boy, F.: Detection capabilities of a multi-satellite wide-swath altimetry conceptual mission, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12294, https://doi.org/10.5194/egusphere-egu23-12294, 2023.

EGU23-12743 | Orals | OS4.5

OSCAR: validation of 2D total surface current vector fields during the SEASTARex airborne campaign in Iroise Sea, May 2022. 

David McCann, Adrien Martin, Karlus Macedo, Christine Gommenginger, Louis Marié, Ruben Carrasco Alvarez, Adriano Meta, Petronilo Martin Iglesias, and Tania Casal

OSCAR (Ocean Surface Current Airborne Radar) is a new airborne instrument which provides unique 2D synoptic views of ocean and atmosphere dynamics (currents, waves, winds) below km-scale. OSCAR is a Ku-band (13.5 GHz) SAR system with Doppler and scatterometry capabilities in three azimuth look directions. The OSCAR instrument features an along-track interferometric (ATI) baseline in two lines-of-sight squinted 45° fore and aft from the broadside direction. The fore and aft antenna pairs provide interferometric Doppler measurements in two views angularly separated by 90 degrees. This ensures two orthogonal measurements of the ocean surface motion velocity that enable the retrieval of the total ocean surface current vector. In addition, backscatter measurements from the broadside antenna in the zero-Doppler direction serve to retrieve wind direction and wind speed, which are critical to correctly measure total ocean surface currents.

In each line-of-sight, the ocean surface motion sensed by the microwave radar (after correcting for navigation and geometry) has two constituents: the total ocean surface current – consisting of all currents contributing to actual horizontal transport of water – and a measurement bias associated with the Doppler signature of the surface scatterers responsible for the backscatter, a term known as Doppler wave bias or Wind-wave induced Artefact Surface Velocity — WASV (Martin et al., 2016). The WASV is caused by the phase velocity of the surface scatterers responsible for the microwave backscatter (e.g. Bragg waves) and the effect of the orbital motion of longer ocean waves. The magnitude of the WASV can reach 0.5-1 m/s and is, at first order, a function of the wind direction. A number of geophysical model functions (GMFs) have been published in recent years to correct this effect.

In May 2022, OSCAR was flown during the SEASTARex campaign over Iroise Sea (French Brittany). The campaign consisted of three flights on three different days, including acquisitions over a well-instrumented site with ground truth measurements of total ocean surface current fields from a WERA HF radar, supported by data from an X-band marine radar, stereo-video and a down-looking ADCP. Here, we present the first results of the validation of the OSCAR retrieved current fields against data from independent ground truth sensors and models.

How to cite: McCann, D., Martin, A., Macedo, K., Gommenginger, C., Marié, L., Carrasco Alvarez, R., Meta, A., Martin Iglesias, P., and Casal, T.: OSCAR: validation of 2D total surface current vector fields during the SEASTARex airborne campaign in Iroise Sea, May 2022., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12743, https://doi.org/10.5194/egusphere-egu23-12743, 2023.

EGU23-12776 | Posters on site | OS4.5

Introduction to practical application and service systems of multi-satellite data including Geostationary Ocean Color Imager to maritime issues 

Hee-Jeong Han, Suk Yoon, Ki-Beom Ahn, Hyun Yang, and Young-Je Park

We are conducting a research project to develop algorithms to derive information on maritime issues based on images from Geostationary Ocean Color Imager (GOCI), GOCI-II and many others satellite sensors. We are aiming for several practical application areas which are to detect floating macroalgae, marine fog, harmful algal blooms, fine aerosol particles, low sea surface salinity water, to detect and forecast abnormal sea surface temperature, and to derive ocean water quality parameters and primary production. We are also focusing on candidates to discover new practical techniques using machine learning. These practical techniques are integrated into a maritime issue service system which consists of a data collection and processing system and a web-based data display and analysis system. A scheduler was configured for the automation of the data collection and processing system, and a detailed design was carried out. A system prototype based on open-source GIS service was developed. We will verify the performance of the techniques by comparing the results with high-resolution satellite data or reliable in-situ data.

How to cite: Han, H.-J., Yoon, S., Ahn, K.-B., Yang, H., and Park, Y.-J.: Introduction to practical application and service systems of multi-satellite data including Geostationary Ocean Color Imager to maritime issues, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12776, https://doi.org/10.5194/egusphere-egu23-12776, 2023.

EGU23-13033 | ECS | Posters on site | OS4.5

Wave groups signature in small scale wave height variability from cfosat 

Marine De Carlo, Fabrice Ardhuin, and Annabelle Ollivier

Recent altimeter retracking (e.g. Tourain et al. 2021) and filtering methods (Quilfen et al. 2019) have considerably reduced the noise level in estimates of the significant wave height (Hs), allowing to study smaller scale processes. Previous studies on the along-track variations of wave height have shown that wave-current interactions may explain most of the variability at scales 20 to 100 km (Ardhuin et al. 2017, Quilfen and Chapron 2019). Here we take advantage of the very low noise level of SWIM nadir beam to explore scales under 10 km, looking at the accuracy of Hs measurements in storms.

From theory, we expect that part of the short-scale variability of the estimated Hs is related to wave groups which lead to random variations in wave height at scales of a few kilometers, depending on the sea state. Theory on signal envelopes links the spatial distribution of wave heights to the convolution of the wave spectrum (Rice 1944) thus allowing to estimate the variability linked to wave groups.

Here, we use the fact that ocean waves spectra are routinely measured by CFOSAT’s SWIM instrument to evaluate the theoretical contribution of wave groups to the wave height variability within the 80 km² SWIM boxes, using the CFOSAT L2 and L2S products. In this study, we show that, in average, around half the Hs variance at the scale of SWIM boxes can be associated to wave groups. 

How to cite: De Carlo, M., Ardhuin, F., and Ollivier, A.: Wave groups signature in small scale wave height variability from cfosat, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13033, https://doi.org/10.5194/egusphere-egu23-13033, 2023.

EGU23-13663 | ECS | Posters on site | OS4.5

Miniaturized wave measurement drifter for undersatellite calibration and validation network 

Lucas Charron and Alexey Mironov

As the number of satellite missions observing the ocean increases, reliable and cost-efficient tools are needed to accurately calibrate and validate the expanding network of space sensors. Traditionally, sea surface buoys have been used to measure various oceanic and atmospheric parameters; however, when it comes to subsatellite data related to processes occurring in the upper ocean layer, the use of traditional buoys is not always straightforward. The properties of different sensing bands, acquisition rates, sensor time and spatial resolution must be taken into account to properly match satellite remote signals with in-situ buoy measurements. This necessitates the creation of specialized sensors dedicated to measuring sea surface parameters, such as directional wave spectrum, sea surface current, and temperature, that have the most significant impact on remote sensing signal formation.

The Miniaturized Electronics Lagrangian Oceanographic Drifter (MELODI) program has developed a specialized electronic platform that enables the rapid construction of miniaturized, cost-effective sea surface drifters for subsatellite calibration/validation tasks. The hardware can be configured with different set of onboard sensors, data preprocessing/compression modules, and satellite-enabled communication systems to allow for the real-time collection and transmission of data. Preference is given to the extensive use of environmental-friendly and biodegradable materials, as well as to the implementation of an industrial fabrication process to reduce the time and costs of mass buoy production.

Our study addresses the specificity of measurements obtained from small-scale platforms, such as directional wave spectrum distortions due to intrinsic noise, reduction of wind impact on the buoy drift, oceanographic data preprocessing and compression for IOT small satellite messaging, etc. We present the first results of an in-situ validation campaign (7 day long) for a buoy created specifically for cal/val of the Surface Water and Ocean Topography (SWOT) mission. This miniaturized drifter (~15 cm in diameter) has onboard accelerometers, gyroscopes, magnetometer, GPS sensors and is dedicated to the systematical measurement of significant wave height, directional wave spectrum and sea surface current. The satellite-based communications allow real-time reporting every 15 min, with an expected autonomy of 2 months up to 1 year depending on the configuration and reporting frequency.

We expect that the present results,  electronic platform, and proposed algorithmic and technical solutions will allow enabling the development and implementation of a more robust network of observational drifting buoys for calibration and validation of ocean monitoring satellite missions. 

The work was supported by the project “Development of marine services using space data and IOT technologies by Kinéis” funded by IFREMER and Kinéis.

How to cite: Charron, L. and Mironov, A.: Miniaturized wave measurement drifter for undersatellite calibration and validation network, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13663, https://doi.org/10.5194/egusphere-egu23-13663, 2023.

EGU23-13690 | ECS | Posters on site | OS4.5

Wave-effect considering two-step wind speed retrieving algorithm for new GNSS-R satellite, TRITON 

Lin Zhang, Hwa Chien, and Wen-Hao Yeh

Global navigation satellite system reflectometry (GNSS-R) is designed to get the quasi-specular reflection of the GNSS signal over the Earth's surface. The reflected signal of GNSS-R recorded on a Delay-Doppler Map (DDM) may then be used to retrieve wind speed, ocean surface roughness, and latent heat flux over the open ocean and to retrieve soil moisture over the land. The L-band signal from GNSS is transmitted via forward (quasi-specular) scattering geometry, obeying the geometric optics (GO) limit of the Kirchhoff approximation (KA). One of the factors on DDM is bistatic radar cross section (BRCS) which represents sea surface roughness. The ocean surface slope and roughness spectrum sensed by GNSS-R response to the energy transferred to the ocean makes it possible for the wind speed to retrieve from the GNSS-R DDM. L-band (~1.5 GHz) microwave is less sensitive to the rain than higher frequency band signals such as Ku- band and C- band. There is a potential to use the L-band signal to retrieve wind speed over not only the fully-developed sea but over limited-fetch sea under more extreme weather systems, such as under tropical cyclones.

In this study, we will present a wave-considering retrieving wind speed algorithm for the new GNSS-R satellite, TRITON. TRITON (Wind-Hunter Satellite) is designed and manufactured by Taiwan Space Agency (TASA) and will be launched in the first season of 2023.

The wind speed retrieving algorithm contains self-built Level 1b (L1b) and Level 2 (L2) algorithms. The L1b algorithm starts from Level 1a output, power signal DDM in watts. We will introduce the procedure to calibrate the DDM to normalized bistatic radar cross section (NBRCS) in meters and compute the DDM observables (DDMA and LES) for the next level. The performance assessment of the self-developed Level 1 algorithm. Good agreements have been found compared to the CYGNSS results. The correlation coefficient among ~0.5 million DDMA_cygnss and DDMA_Triton points regression is 0.95. The root-mean-squared error is 4.99, with data ranging from 0 to 200, and the scattering index is 0.19.

In the L2 algorithm, wind speed will be retrieved in two steps. In the first step, NBRCS will be used to compute the mean square slope (mss) with the help of the Fresnel reflection coefficient. In the second step, the relationship between wave age, mss, and wind speed developed based on the state-of-art microwave remote sensing study will be applied to retrieve wind speed. Uncertainty of the two-step algorithm will be assessed and compared with the results from the existing one-step geophysical model function algorithm to check the improvement. Results under the fully-developed sea and young-sea limited-fetch condition will be presented.

Keywords: TRITON, wind speed retrieval, calibration, two-step algorithm, wave age, ocean surface roughness

How to cite: Zhang, L., Chien, H., and Yeh, W.-H.: Wave-effect considering two-step wind speed retrieving algorithm for new GNSS-R satellite, TRITON, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13690, https://doi.org/10.5194/egusphere-egu23-13690, 2023.

The fine-scale study of the diffuse attenuation coefficient, Kd(l), of the spectral solar downward irradiance  is only feasible by ocean color remote sensing. Several empirical and semi-analytical methods exist. However, most of these models are generally applicable for clear open ocean waters. They show limitations when applied to coastal waters. A new empirical method based on neural networks has been developed using a relationship between the remote-sensing reflectances between 443 and 670 nm and Kd(λ). The architecture of the neural network has been defined using synthetical and in situ dataset. The model has been developed for SeaWiFS, MODIS-AQUA, MERIS, VIIRS, OLCI and PACE space-borne sensors. Validation using in-situ measurements from a wide range of type of waters (from oligotrophic to very turbid waters) shows similar retrievals accuracies for low values of Kd(490)  (i.e. <0.20 m-1) and better estimates for greater values of and Kd(490). The new model is compared to empirical and semi-empirical methods and is suitable for open water but also for turbid waters.

How to cite: jamet, C., Jorge Schaeffer, D., and Loisel, H.: Estimation of the spectral diffuse attenuation coefficient Kd(λ) from UV to NIR using ocean color images: Application from SeaWiFS to PACE, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13911, https://doi.org/10.5194/egusphere-egu23-13911, 2023.

EGU23-14466 | Orals | OS4.5

Ocean remote sensing from meteorological satellites at OSI SAF 

Olivier Membrive, Cécile Hernandez, Hervé Roquet, Stéphane Saux-Picart, Steinar Eastwood, Ad Stoffelen, Anton Verhoef, Eva Howe, and Jean-François Piolle

The OSI SAF (Ocean and Sea Ice Satellite Application Facility) is a dedicated EUMETSAT centre for processing satellite data at the ocean-atmosphere interface. It’s a consortium constituted of Météo-France, as a leading institute, and four cooperating institutes: MET Norway, DMI (Denmark), Ifremer (France), KNMI (Netherlands). 

Utilizing specialist expertise the consortium processes and distributes near real-time products related to key parameters of the ocean-atmosphere interface as well as climate data records of these parameters. Main products are: Winds, Sea and Ice Surface Temperature (SST/IST) and Sea Ice Parameters at both poles: Concentration, Edge, Type, Emissivity and Drift.

The applications of products are numerous. The most general ones are the assimilation into models, the validation of models, oceanography, research and environmental monitoring. The presentation will showcase OSI SAF ocean remote sensing products from meteorological satellites both from the polar and geostationary orbit.  The presentation will focus on the latest developments.

In the next few years, existing Sea Ice, Wind and SST Climate Data records will be improved and extended. It will also be the occasion to discuss the expectations of international colleagues and to describe the plans to exploit the capabilities offered by the future MTG and Metop-SG satellites. 

How to cite: Membrive, O., Hernandez, C., Roquet, H., Saux-Picart, S., Eastwood, S., Stoffelen, A., Verhoef, A., Howe, E., and Piolle, J.-F.: Ocean remote sensing from meteorological satellites at OSI SAF, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14466, https://doi.org/10.5194/egusphere-egu23-14466, 2023.

Estimating diurnal variations of Sea Surface Temperature (SST) is important for studying air-sea heat exchange. Existing operational diurnal SSTs are derived from numerical models incorporating satellite data, and assimilated with in-situ measurements, which are very accurate. However, numerical model-based methods incur significant computational costs for identifying the diurnal cycle of SST from various heat flux sources (i.e., sensible, latent heat). In this study, we first proposed a Generative Adversarial Network (GAN) method to reconstruct high-resolution diurnal SST using satellite observations as an actual diurnal signal from the ocean surface layer. A generator in the GAN model was trained using the diurnal variability-related variables, including the hourly SSTs and shortwave radiation measurements from Himawari-8 geostationary satellite observations, to estimate diurnal SSTs. The discriminator in the GAN model was learned to reduce the difference in spatiotemporal variability of diurnal SSTs between a satellite data-assimilated numerical model product (Global Ocean OSTIA Diurnal Skin Sea Surface Temperature; Copernicus marine service) and estimated SST from the generator. The results showed that the reconstructed SST had a better spatial distribution of ocean phenomena such as front and eddy than compared with the numerical model-derived SST. It implied that the GAN model could simulate a high spatial variability of SSTs using satellite-based data with a spatial resolution of 2km. The proposed GAN model produced high validation accuracy, resulting in the coefficient of determination of 0.99, bias of -0.2℃, and root mean square errors of 0.58℃ when compared with in situ SST Quality Monitor drifting buoy data. Since we use geostationary satellite data, the proposed model can capture real diurnal variability of SST more frequently than existing numerical model data using analysis data. In addition, the proposed deep learning model is much more computationally efficient than the numerical models.

How to cite: Jung, S. and Im, J.: Generative Adversarial Network for Reconstructing Diurnal Sea Surface Temperature using Satellite Data over North-west Pacific, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14473, https://doi.org/10.5194/egusphere-egu23-14473, 2023.

EGU23-14532 | ECS | Posters virtual | OS4.5

Deep learning in spaceborne GNSS-R for ocean remote sensing: First insights from the AI4GNSSR project 

Tianqi Xiao, Milad Asgarimehr, Caroline Arnold, Daixin Zhao, Lichao Mou, and Jens Wickert

GNSS Reflectometry (GNSS-R) has emerged as a novel remote sensing technique for monitoring geophysical parameters. GNSS signals reflected from the Earth’s surface are tracked and measured by low-mass receivers onboard small satellites, providing abundant information about the target with higher sampling frequency and special coverages. The main observable of GNSS-R is Delay-Doppler Maps (DDMs), which map signal power at a range of delay and Doppler frequency shifts. The conventional retrieval algorithms rely on the parametric regression approaches inverting observables derived from the DDMs to the ocean wind speed products. Thus, GNSS-R has become a new technique for ocean wind retrieval and hurricane monitoring. 
With the large datasets of cost-effective GNSS-R measurements available, the AI4GNSSR project (Artificial Intelligence for GNSS Reflectometry: Novel Remote Sensing of Ocean and Atmosphere) was proposed to implement Artificial Intelligence for characterizing geophysical parameters and investigating new applications and approaches for the GNSS-R technique. In this study, A global ocean wind speed dataset is created by processing the observables of NASA’s Cyclone GNSS (CyGNSS) mission. The primary implementations of AI algorithms have shown great potential in improving the quality of the existing wind speed products. The deep learning model based on convolutional layers and fully connected layers processes the input CyGNSS measurements and directly extracts features from bistatic radar cross section (BRCS) DDMs. This model achieves an overall RMSE of 1.31 m/s compared with the ERA5 reanalysis data on an unseen dataset and leads to an improvement of 28% in comparison to the operational retrieval algorithm.
Moreover, we found that data fusion with ancillary precipitation data is able to correct the rain effects, especially for high wind speed. For wind speeds larger than 16 m/s, our data fusion model outperforms the operational retrieval algorithm by 40%. For further validation of the model performance under extreme weather conditions, a case study of Hurricane Laura in August 2020 will be presented and discussed after a brief introduction to our models.

How to cite: Xiao, T., Asgarimehr, M., Arnold, C., Zhao, D., Mou, L., and Wickert, J.: Deep learning in spaceborne GNSS-R for ocean remote sensing: First insights from the AI4GNSSR project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14532, https://doi.org/10.5194/egusphere-egu23-14532, 2023.

EGU23-14595 | ECS | Orals | OS4.5

Observations of the Agulhas Current by along-track interferometric synthetic aperture radar 

Anis Elyouncha and Leif Eriksson

Synthetic aperture radar (SAR) offers the possibility to observe the sea surface circulation with very high spatial resolution. These observations are particularly relevant in coastal areas and shelf seas. SAR has been routinely providing valuable information on sea surface winds and waves for many decades. During the last decade, a new application of SAR measurements based on the analysis of the Doppler shift has emerged, opening the possibility to measure directly the surface currents. There are still however many unresolved questions and challenges. One of the challenging questions is the wave-current interaction and its effect on the wind and wave retrieval. 

The Agulhas Current is the strongest western boundary currents in the southern hemisphere. The region of the Agulhas Current is characterized by a complex upper ocean dynamics involving a wide range of mesoscale and submesoscale processes. It thus provides an ideal natural laboratory for oceanographers and remote sensing sensors and techniques. 

Unique acquisitions of the interferometric SAR TanDEM-X over the Agulhas Current with very high spatial resolution (100 - 200 m) are analyzed. Maps of SAR-derived surface velocity are compared to model data. The SAR velocity images accurately capture the boundary and the intensity of the Agulhas Current. Moreover, these maps show unprecedented fine structure of the Agulhas Current and its interaction with the wave field. The pattern depicted by the backscatter images is on the other hand very variable from scene to scene depending on the wind and sea state. Only in particular cases, the current structure can be discerned from the backscatter. The influence of the Agulhas Current on the wind and wave field retrieval is investigated. The inversion of the backscatter to wind speed without taking the current into account lead artificially high estimates of SAR-derived wind speeds. Note that the wind and wave field retrieval will also impact the current retrieval via the wave-induced Doppler shift. 

These SAR observations are analyzed together with collocated existing products of ocean surface wind, ocean surface current, sea surface temperature and significant wave height. Our analysis indicates that wave-current interactions in regions of strong current shear produce very different signatures of sea surface roughness. The roughness signatures depend on the wave propagation direction relative to the current. A case of particularly enhanced roughness, probably due wave breaking events, is discussed.

How to cite: Elyouncha, A. and Eriksson, L.: Observations of the Agulhas Current by along-track interferometric synthetic aperture radar, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14595, https://doi.org/10.5194/egusphere-egu23-14595, 2023.

EGU23-15569 | Posters on site | OS4.5

Improving GOCI-II In-Orbit Radiometric Calibration for the Stability of Ocean Color Data 

Minsang Kim, Myung-Sook Park, Jae-Hyun Ahn, Sun-Ju Lee, and Gm-Sil Kang

In ocean color remote sensing, the importance of developing and validating atmospheric correction and ocean bio-optical algorithms has been emphasized. However, if uncertainty remains in the fundamental procedure of converting the sensor signal to the top of the atmosphere (TOA) radiance, the errors will affects the overall reliability of the ocean satellite products.

The purpose of this study is to monitor the gain parameters of two on-board GOCI-II calibration using Solar Diffuser (SD) and Diffuser Aging Monitoring Device (DAMD) and to improve the accuracy of ocean color sensors for radiometric calibration (RC) quality at the TOA level. Our results show that the SD gains parameter tends to decrease with seasonal periodicity in all bands, confirming sensor degradation and solar azimuth angle over time. In addition to the current RC model using only SD gain in the relationship between the sensor-observed digital counts and TOA radiance, we develop an azimuth angle correction model and a sensor degradation correction model. Verification will be performed by calculating the TOA radiation applied with an improved RC model around the Korean Peninsula. It will contribute to providing more stable GOCI-II ocean color products for short-term and long-term analysis.

How to cite: Kim, M., Park, M.-S., Ahn, J.-H., Lee, S.-J., and Kang, G.-S.: Improving GOCI-II In-Orbit Radiometric Calibration for the Stability of Ocean Color Data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15569, https://doi.org/10.5194/egusphere-egu23-15569, 2023.

EGU23-15931 | ECS | Orals | OS4.5

Recalibration of the relevant productivity frontal features to fish production from the MODIS-Aqua to Sentinel 3 OLCI ocean colour sensors 

Marine Bretagnon, Jean-Noël Druon, Antoine Mangin, Marco Clerici, and Christophe Lavaysse

Phytoplankton is at the base of the marine food web but only 10 to 20 % of the primary production is available to higher trophic levels. Besides chlorophyll-a concentration, chlorophyll-a horizontal gradients were shown to mostly sustain the development of mesozooplankton and the marine food web. The detection of chlorophyll-a gradients from satellite ocean colour data therefore appears to be central to the management of sustainable fisheries.

An algorithm allowing the detection of relevant frontal productivity to fish production has been published in 2021 by the Joint research Centre (JRC). This algorithm was operationally computed and made publicly available at global scale in the JRC Data Catalogue and distributed to national institutes in Africa throughout a software named eStation within the GMES & Africa Program. This algorithm has been developed based on MODIS-Aqua data as this sensor longevity of more than 20 years is an asset for studying the temporal evolution of fish ecological habitat and the impact of fisheries by comparing effective with potential fishing yields. However, MODIS-Aqua observation will likely end soon. It becomes therefore primordial to adapt the analysis from MODIS-Aqua to the recent Sentinel 3 OLCI (Ocean and Land Colour Imager) sensor to ensure the continuity of the fish production monitoring including in real-time. OLCI-S3A, which started in April 2016, is the first sensor of the constellation to observe the chlorophyll-a concentration with the objectives to improve the daily coverage of the ocean surface and increase the accuracy of the gradient retrieval.

Here, we present the methodology used to recalibrate the relevant chlorophyll-a gradients to fish production from MODIS-Aqua to OLCI-S3A data at 4 and 1 km spatial resolution with the objective to enriching the Copernicus Marine Environment Monitoring Service catalogue and pursuing the operational marine activities of the eStation on Potential Fishing Zones (PFZ) within the GMES & Africa Program.

How to cite: Bretagnon, M., Druon, J.-N., Mangin, A., Clerici, M., and Lavaysse, C.: Recalibration of the relevant productivity frontal features to fish production from the MODIS-Aqua to Sentinel 3 OLCI ocean colour sensors, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15931, https://doi.org/10.5194/egusphere-egu23-15931, 2023.

EGU23-16196 | Posters on site | OS4.5

Ocean color through satellite lidars: the COLOR project 

Davide Dionisi, Simone Bucci, Claudia Cesarini, Simone Colella, Davide D'Alimonte, Lorenzo Di Ciolo, Paolo Di Girolamo, Marco Di Paolantonio, Noemi Franco, Giacomo Gostinicchi, Tamito Kajiyama, Gian Luigi Liberti, Emanuele Organelli, and Rosalia Santoleri

During the last decade, new applications exploiting data from satellite borne lidar measurements demonstrated that these sensors can give valuable information about ocean optical properties [1,2,3]. Within this framework, COLOR (CDOM-proxy retrieval from aeOLus ObseRvations) consisted in a 18-month feasibility study approved by ESA within the Aeolus+ Innovation program. COLOR had the objective to evaluate and document the feasibility of deriving an in-water prototype product from the analysis of the signal acquired by the ESA Earth Explorer Wind Mission ADM-Aeolus (Atmospheric Dynamics Mission). In particular, COLOR project focused on the AEOLUS potential retrieval of the diffuse attenuation coefficient for downwelling irradiance (Kd [m-1]) from the ocean sub-surface backscattered component of the 355 nm received lidar signal.

The core activity of the project was the characterization of the signal from the AEOLUS ground bin through two parallel and strongly interacting activities: a) Radiative transfer numerical modelling; b) AEOLUS data analysis. The main result of the project will be presented together with the discussion of the perspectives of the satellite lidar missions dedicated to ocean color.

 

[1]  M. J. Behrenfeld et al. (2019). Global satellite-observed daily vertical migrations of ocean animals», Nature, vol. 576, n. 7786, Art. n. 7786, dic. 2019, doi: 10.1038/s41586-019-1796-9.

[2] Jamet, C., Ibrahim, A., Ahmad, Z., Angelini, F., Babin, M., Behrenfeld, M. J., et al. (2019). Going beyond standard ocean color observations: lidar and polarimetry. Front. Mar. Sci. 6:251. doi: 10.3389/fmars.2019.00251

[3]  D. Dionisi, V. E. Brando, G. Volpe, S. Colella, e R. Santoleri (2020). Seasonal distributions of ocean particulate optical properties from spaceborne lidar measurements in Mediterranean and Black sea», Remote Sens. Environ., vol. 247, pag. 111889, set. 2020, doi: 10.1016/j.rse.2020.111889.

How to cite: Dionisi, D., Bucci, S., Cesarini, C., Colella, S., D'Alimonte, D., Di Ciolo, L., Di Girolamo, P., Di Paolantonio, M., Franco, N., Gostinicchi, G., Kajiyama, T., Liberti, G. L., Organelli, E., and Santoleri, R.: Ocean color through satellite lidars: the COLOR project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16196, https://doi.org/10.5194/egusphere-egu23-16196, 2023.

EGU23-16907 | Orals | OS4.5

Climate impact on ocean ecosystem based on 25 years of ocean color satellite data 

Myung-Sook Park, Antonio Mannino, Ryan A. Vandermeulen, and Seonju Lee

This study will present how climate change impacts ocean ecosystems using NASA’s historical ocean color data (SeaWiFS-MODIS-VIIRS). The general trend analyses of ocean color data for less than three decades are hard to distinguish between natural and anthropogenic changes in multiple climate-forcing impacts. Alternatively, we bring a new approach for extracting the ocean’s primary physical modes for modulating climate variability to the ocean ecosystem, called Ocean Physical Modes projection to Ocean Color data (OPM-OC) analysis. This will show how the multiple climate-forcing components separately contribute to the satellite observable biological properties, such as Chlorophyll-a concentration, Colored Dissolved Organic Matter (CDOM), and Inherent optical properties. Also, applying the OPM-OC to the Apparent Visible Wavelength (AVW) index enables to detection of a more extensive shift of ocean color remote sensing reflectance spectrum in the tropical ocean gyre circulation by global warming.

How to cite: Park, M.-S., Mannino, A., Vandermeulen, R. A., and Lee, S.: Climate impact on ocean ecosystem based on 25 years of ocean color satellite data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16907, https://doi.org/10.5194/egusphere-egu23-16907, 2023.

EGU23-17156 | Orals | OS4.5 | Highlight

The SWOT (Surface Water and Ocean Topography) Mission and Its Status 

Lee-Lueng Fu, Tamlin Pavelsky, Rosemary Morrow, Jean-Francois Cretaux, and Tom Farrar

SWOT is a pathfinder mission using new technology to address transformative questions on energy and water of the Earth System in a warming climate.  The excess heat energy entering the Earth system as a result of the greenhouse effect is largely stored in water, and changes in the water cycle and water resources have profound effects on life on Earth.            

 

SWOT is a next generation radar altimeter that uses synthetic aperture radar interferometry to measure the elevation of water surface over both continents and oceans in two dimensions with a radar footprint 1000 times smaller than that of a conventional altimeter. SWOT will cover the world between 78N and 78S every 21 days, leaving only small gaps comprising <5% of Earth’s surface. 

 

More than 90% of the heat from global warming since the industrial revolution has been absorbed and stored in the ocean.  A major part of this process takes place in the ocean on scales too small to be observed from space in the past.  SWOT will improve the two-dimensional spatial resolution of sea surface height from present 200 km to 20 km to address the processes of heat uptake from the atmosphere.

 

In a warming climate earth’s water cycle is accelerating, making it difficult to track and manage water resources as well as predicting floods and droughts.  The areal extent of surface water on land can be observed by conventional spaceborne sensors, but the volume of surface water in lakes and rivers will be surveyed by SWOT from space for the first time.  The numbers of rivers and lakes to be surveyed by SWOT are orders of magnitude more than the present observations.

 

The high-resolution data of SWOT near the coasts will allow us to study sea level variations in unprecedented detail. Storm surge and other impacts like salt water intrusion and river diversion will be exacerbated by the continuing sea level rise.  SWOT data will help improve models to monitor and forecast these impacts.

 

After nearly 20 years’ development, SWOT was launched on December 16, 2022 as a joint mission of NASA and the French Space Agency, CNES, with contributions from the Canadian Space Agency and the UK Space Agency. The satellite system was fully deployed within a week of launch and is in a 3-month phase of engineering checkout.  A 3-month calibration and validation phase will start afterwards in the one-day repeat initial orbit, which will transition into a 21-day repeat orbit during the science phase of the mission in mid 2023.  The release of SWOT data to the public for evaluation is expected to take place 10 months after launch.  The status of the mission at the end of April will be reported by this presentation.

How to cite: Fu, L.-L., Pavelsky, T., Morrow, R., Cretaux, J.-F., and Farrar, T.: The SWOT (Surface Water and Ocean Topography) Mission and Its Status, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17156, https://doi.org/10.5194/egusphere-egu23-17156, 2023.

EGU23-17412 | Posters on site | OS4.5

AVISO+: what’s new on the reference portal in satellite altimetry? 

Françoise Mertz, Cyril Germineaud, Laurent Soudarin, Vinca Rosmorduc, Catherine Schgounn, Florence Birol, Fernando Niño, and Thierry Guinle

AVISO (Archiving, Validation and Interpretation of Oceanographic Satellite data) is a service set up by the French spatial agency, CNES (Centre National d'Etudes Spatiales) to process, archive and distribute data and derived products from satellite missions. Its web portal AVISO+ (www.aviso.altimetry.fr) is the entry point to freely access more than 40 products from CNES and CTOH (Center for Topographic studies of the Ocean and Hydrosphere) not only for ocean-oriented applications but also for hydrology, coastal, biology and sea ice applications. In addition, the website proposes information (handbooks, use cases, outreach material, etc.) to discover the products and their use. New operational (or demonstration) products are regularly added to the AVISO+ catalogue. In 2022, the catalogue has been for instance enriched with several along-track and gridded SSALTO/DUACS experimental products, simulated SWOT Sea Surface Heights, costal products of Sea Level Anomaly (X-TRACK L2P), the Floating Sargassum detection index and climate indicators for the ocean heat content and earth energy imbalance. In 2023, new versions of the models produced by CNES and CLS for the Mean Sea Surface (MSS CNES-CLS 2022) and for the Mean Dynamic Topography (MDT CNES-CLS 2022) will be available for AVISO+ users, as well as the upcoming SWOT oceanographic products. A visualization tool will also be available online to discover the AVISO+ products, including the KaRIn measurements of the SWOT mission over the oceans. An overview of these new AVISO+ products will be presented.

How to cite: Mertz, F., Germineaud, C., Soudarin, L., Rosmorduc, V., Schgounn, C., Birol, F., Niño, F., and Guinle, T.: AVISO+: what’s new on the reference portal in satellite altimetry?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17412, https://doi.org/10.5194/egusphere-egu23-17412, 2023.

EGU23-17413 | Posters virtual | OS4.5

Distribution of Internal Waves in the Northeast Atlantic: An Ocean ColorRemote Sensing Analysis 

Francisco Silva, João Miguel Dias, and Renato Mendes

Internal waves are large-scale dynamics within the water column, where they have a significant impact on several processes: vertical displacement of water properties, sediments, and primary production. This study aims to record their spatio-temporal distribution in the Northeast Atlantic region using optical remote sensing techniques. It's also assessed if the Sentinel-3 platform employed in the study as an ocean color sensor benchmark is reliable with analogous results provided by SARs. Results show that the majority of internal waves were found in the Iberian Coast and the Azores Archipelago, in areas with peculiar bathymetry. At the same time, a seasonal pattern seemed to concentrate these occurrences between April and September where the sunglint impacts on data were more noticeable. This suggests that an effect that was previously considered undesirable in this type of data can actually be useful for observing internal waves on the ocean surface.

How to cite: Silva, F., Dias, J. M., and Mendes, R.: Distribution of Internal Waves in the Northeast Atlantic: An Ocean ColorRemote Sensing Analysis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17413, https://doi.org/10.5194/egusphere-egu23-17413, 2023.

EGU23-17531 | Posters on site | OS4.5

Testing a hyperspectral, bio-optical approach for identification of phytoplankton groups in the Chesapeake Bay 

Morgaine McKibben, Stephanie Schollaert Uz, and Sherry Palacios

The multi- to hyperspectral evolution of satellite ocean color sensors is advancing space-based coastal ocean science and applications. Among anticipated new capabilities is satellite-based identification of phytoplankton groups. In this work the bio-optical Phytoplankton Detection with Optics (PHYDOTax) approach for deriving taxonomic class-level phytoplankton community composition (PCC, e.g. diatoms, dinoflagellates) from hyperspectral information (<= 10 nm spectral resolution) is evaluated in the Chesapeake Bay on the East Coast of the United States. PHYDOTax is among relatively few regionally customizable, optical PCC differentiation approaches available for optically complex water, but these features have not been tested beyond the California coastal regime where it was initially developed. Study goals include: 1) regional parameterization to an enclosed estuary, including novel addition of colored dissolved organic matter (CDOM) and non algal particles (NAP) to the algorithm, and 2) performance assessment using field-based remote sensing reflectance and pigment data from two cruise campaigns. Algorithm testing was conducted at spectral resolution settings relevant to hyperspectral sensors (e.g. 1nm, 5nm, 10nm) and with and without incorporation of CDOM and NAP. Statistical performance was typically robust for cryptophyte and cyanophyte phytoplankton groups with variable to poor results for dinoflagellate and diatom groups. Small, but significant, differences were observed in algorithm output at varied spectral resolutions, but no significant differences were observed in runs with or without CDOM and NAP. Based on these datasets, PHYDOTax is able to differentiate some phytoplankton groups in an estuary. The approach warrants further investigation with in estuaries and other optically complex regimes.

How to cite: McKibben, M., Schollaert Uz, S., and Palacios, S.: Testing a hyperspectral, bio-optical approach for identification of phytoplankton groups in the Chesapeake Bay, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17531, https://doi.org/10.5194/egusphere-egu23-17531, 2023.

EGU23-17532 | Orals | OS4.5

Integration of satellite and in situ observations into machine learning for coastal water quality 

Stephanie Schollaert Uz, Troy J. Ames, J. Blake Clark, and Dirk Aurin

Nearshore processes that impact water quality for boating, swimming and aquaculture happen at scales where current satellite data lack spatial or spectral resolution. Upcoming government and commercial satellite missions aim to fill this gap. To prepare to maximize the use of these Earth observations and address this challenge, we have been working closely with stakeholders around the Chesapeake Bay to explore satellite-derived indicators that could assist practitioners, i.e. clarity, harmful algal blooms, bacterial indices. Several key assets have recently been deployed to improve the potential for this effort: namely, a new NASA Aerosol Robotic Network for Ocean Color (AERONET-OC) site in the Chesapeake Bay to support ocean color atmospheric correction and validation, hyperspectral satellite data from DESIS and PRISMA, and in situ sampling for satellite calibration and validation. In coordination with these activities, we developed an artificial intelligence (AI) framework for feature discrimination using a single satellite sensor, starting with Sentinel 3a&b OLCI. We are currently extending our initial methodology to integrate multiple satellite data sets of differing spatial, spectral, and temporal resolution, namely MODIS-Aqua with its long record, and DESIS and PRISMA for their hyperspectral and higher spatial resolution. With this Deep learning for Environmental and Ecological Prediction-eValuation and Insight with Ensembles of Water quality (DEEP-VIEW) framework we hope to improve predictions of estuarine impacts of runoff and pollution from land, changes in water clarity, and other metrics that are needed by resource managers and other stakeholders to safeguard health and safety around the Chesapeake Bay.

How to cite: Schollaert Uz, S., Ames, T. J., Clark, J. B., and Aurin, D.: Integration of satellite and in situ observations into machine learning for coastal water quality, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17532, https://doi.org/10.5194/egusphere-egu23-17532, 2023.

EGU23-212 | ECS | Posters on site | OS4.6

Coastal Currents and their Extremes in Singapore 

Jun Yu Puah

COASTAL CURRENTS AND THEIR EXTREMES IN SINGAPORE

Jun Yu Puah*1, David Lallemant1,2, Ivan D. Haigh3, Kyle M. Morgan1,2, Dongju Peng2, Adam D. Switzer1,2

1Asian School of the Environment, Nanyang Technological University, Singapore

2Earth Observatory of Singapore, Nanyang Technological University, Singapore 

3School of Ocean and Earth Science, National Oceanography Centre Southampton, University of Southampton, Southampton, UK

*a210012@e.ntu.edu.sg

 

Extreme currents are integral as they affect ship navigation and public safety. However, research on extreme currents is scarce and further hampered by the lack of long-term observational records. In this study we estimate the characteristics of extreme shallow-water currents in Pulau Hantu and Kusu Island located in the Singapore Strait and investigate their potential drivers. We apply harmonic analysis to around 12 months of data to decompose the observed currents into tidal and residual components. The tail distribution of the residual component was estimated using extreme value analysis by fitting a non-homogeneous Poisson process to the data, accounting for temporal and directional dependences. Random simulations of tidal currents were then combined with residual currents via the Joint Probability Method to generate new observed current realizations. Finally, wind data was extracted from ERA5 Reanalysis to investigate how well monsoonal winds correlates with residual currents across monsoon periods. Tidal variance ranges from 29-69% across all sites, which is lower than expected given the dominance of tidal currents in the Singapore Strait. Extreme currents orient mainly in 2 directions along the coastline contours. Mean speed in Pulau Hantu is greater than Kusu Island and may be attributed to the hydrodynamic pressure gradient set up by the monsoons. Lastly, the stronger correlation observed in some sites during the inter-monsoon periods demonstrates the importance of localized winds from local systems such as Sumatra squalls in driving extreme currents. The variability of the study results highlights the challenges in modelling currents in the Singapore Strait given its complex bathymetry, equatorial weather patterns and complex tidal regime. Future work could include the integration of shipborne Automated Information Systems to examine extreme currents and evaluate the role of meteorological effects in driving extreme currents in the region. 

How to cite: Puah, J. Y.: Coastal Currents and their Extremes in Singapore, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-212, https://doi.org/10.5194/egusphere-egu23-212, 2023.

We propose a new deep-learning architecture HIDRA2 for sea level and storm tide modeling, which is extremely fast to train and apply and outperforms both our previous network design HIDRA1 and two state-of-the-art numerical ocean models (a NEMO engine with sea level data assimilation and a SCHISM ocean modeling system), over all sea level bins and all forecast lead times. The architecture of HIDRA2 employs novel atmospheric, tidal and sea surface height (SSH) feature encoders as well as a novel feature fusion and SSH regression block. HIDRA2 was trained on surface wind and pressure fields from a single member of the European Centre for Medium-Range Weather Forecasts (ECMWF) atmospheric ensemble and on Koper tide gauge observations. An extensive ablation study was performed to estimate the individual importance of input encoders and data streams. Compared to HIDRA1, the overall mean absolute forecast error is reduced by 13 %, while in storm events it is lower by an even larger margin of 25 %. Consistent superior performance over HIDRA1 as well as over general circulation models is observed in both tails of the sea level distribution: low tail forecasting is relevant for marine traffic scheduling to ports of the northern Adriatic, while high tail accuracy helps coastal flood response. To assign model errors to specific frequency bands covering diurnal and semi-diurnal tides and the two lowest basin seiches, spectral decomposition of sea levels during several historic storms is performed. HIDRA2 accurately predicts amplitudes and temporal phases of the Adriatic basin seiches, which is an important forecasting benefit due to the high sensitivity of the Adriatic storm tide level to the temporal lag between peak tide and peak seiche.

How to cite: Rus, M., Fettich, A., Kristan, M., and Ličer, M.: HIDRA2: deep-learning ensemble sea level and storm tide forecasting in the presence of seiches – the case of the northern Adriatic, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3355, https://doi.org/10.5194/egusphere-egu23-3355, 2023.

EGU23-3740 | ECS | Posters on site | OS4.6

Types of the evolution and dynamics of marine heatwaves in the East Sea (Japan Sea) 

Saranya Jayanthi Sasikumar and SungHyun Nam

Extreme oceanic conditions known as marine heatwaves (MHWs) are characterized by high seawater temperature (beyond the 90th percentile threshold) that has a negative impact on marine ecosystems and humanity. The East Sea (Japan Sea), a semi-enclosed deep basin connected to the outside seas/ocean by shallow and narrow straits, has recently experienced the most rapid upper ocean warming in the world seas. Characteristics and evolution of MHWs in the East Sea, including their subsurface evolution, need to be better understood as still poorly understood in spite of recent reports on their increasing frequency and severity. Here, the sea’s MHWs retrieved from ocean reanalysis/model data (Simple Ocean Data Assimilation (SODA), HYbrid Coordinate Ocean Model (HYCOM), Global Ocean Reanalysis product (GLORYS) and Estimating the Circulation and Climate of the Ocean (ECCOVr4)) were initially compared to those from a long-term (from 2000 to 2014) time-series observations conducted near the east coast of Korea using a surface mooring named the East Sea Real-Time Ocean Buoy (ESROB). Then, a rising frequency of annual mean and summer (JJA) MHWs from 1982 to 2019 throughout the entire East Sea was characterized using the SODA, HYCOM, GLORYS, and ECCOVr4, yielding a maximum increasing rate of 0.45 occurrences per decade. Using unsupervised machine learning clustering techniques (K-mean and Hierarchical), three different types of MHW evolutions were identified — subsurface to surface evolution (Type-A), surface evolution (Type-B), and surface to subsurface evolution (Type-C) in six sub-regions — three in the west and three in the east. This study discusses possible explanations for these types of MHW evolution in the selected sub-regions of the sea, providing better understanding of surface and subsurface MHWs in the most rapidly warming marginal sea.

How to cite: Jayanthi Sasikumar, S. and Nam, S.: Types of the evolution and dynamics of marine heatwaves in the East Sea (Japan Sea), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3740, https://doi.org/10.5194/egusphere-egu23-3740, 2023.

EGU23-4662 | ECS | Posters on site | OS4.6

Impact of Madden Julian Oscillation and boreal summer intraseasonal oscillation on the marine heat waves of East-Asian Marginal Seas 

Panini Dasgupta, SungHyun Nam, Saranya Jayanthi Sasikumar, and Roxy Mathew Koll

Recent intensification of the west Pacific warmpool has altered the western boundary currents and subtropical gyres, and turned East-Asian marginal seas (EAMS) into the most rapid warming ocean bodies on Earth. Along with the long-term increasing temperature, the EAMS often experience episodic events of incredibly high sea surface temperatures (SST), known as marine heatwaves (MHWs), which significantly adversely affect the vibrant marine ecosystems in these regions. Interannual climate forcing, such as the decaying El Niño Southern Oscillation (ENSO), also creates favourable conditions for MHWs in EAMS. However, in addition to the long-term trend and interannual background conditions, dominant intraseasonal variability in the tropics, such as Madden Julian Oscillation (MJO) in boreal winter and Boreal Summer Intraseasonal Oscillation (BSISO) in boreal summer, may influence the EAMS SST remotely. This study explores the pathways and mechanisms by which MJO and BSISO influence MHWs in the EAMS region. We show that specific phases of MJO (phases 2, 3, and 4) during boreal winter and summer (BSISO phases 5, 6, and 7) create favourable conditions for the occurrence of MHWs in these regions. Using Estimating the Circulation and Climate of the Ocean (ECCOv4) reanalysis datasets, we further separate the relative contribution of heat and salt changes by MJO and BSISO to the MHWs in EAMS, suggesting key factors that are vital in triggering MHWs in different areas of EAMS.

How to cite: Dasgupta, P., Nam, S., Jayanthi Sasikumar, S., and Mathew Koll, R.: Impact of Madden Julian Oscillation and boreal summer intraseasonal oscillation on the marine heat waves of East-Asian Marginal Seas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4662, https://doi.org/10.5194/egusphere-egu23-4662, 2023.

EGU23-5243 | ECS | Posters on site | OS4.6

DELWAVE 1.0: Deep-learning surrogate model of surface wave climate in the Adriatic Basin 

Peter Mlakar, Antonio Ricchi, Sandro Carniel, Davide Bonaldo, and Matjaz Licer

We propose a new DEep Learning WAVe Emulating model (DELWAVE) which successfully emulates the behaviour of a numerical surface ocean wave model SWAN, thus enabling numerically cheap large-ensemble prediction over synoptic to climate timescales. DELWAVE training inputs consist of 6-hourly surface COSMO-CLM wind fields during period 1971 - 1998, while its targets are surface wave significant wave height, mean wave period and mean wave direction. Testing input set consists of surface winds during 1998-2000 and cross-validation period is the far-future climate timewindow of 2071-2100. Several detailed ablation studies were performed to determine optimal performance regarding input fields, temporal horizon of the training set and network architecture. DELWAVE reproduces SWAN model significant wave heights with a mean absolute error (MAE) between 5 and 10 cm, mean wave directions with a MAE of 10-25 degrees and mean wave period with a MAE of 0.2 s. SWAN and DELWAVE time series are compared against each other in the end-of-century scenario (2071-2100), and compared to the control conditions in the 1971-2000 period. Good agreement between DELWAVE and SWAN is confirmed also when considering climatological statistics, with a small (5%), though systematic, underestimate of 99th percentile values. Compared to control climatology, the mismatch between DELWAVE and SWAN is generally small compared to the difference between scenario and control conditions, suggesting that the noise introduced by surrogate modeling is substantially weaker than the climate change signal.

How to cite: Mlakar, P., Ricchi, A., Carniel, S., Bonaldo, D., and Licer, M.: DELWAVE 1.0: Deep-learning surrogate model of surface wave climate in the Adriatic Basin, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5243, https://doi.org/10.5194/egusphere-egu23-5243, 2023.

A new machine learning based bias correction method is presented and applied to sea level in a regional climate model for the Baltic and the North Sea. The bias corrections introduced by the method depend on the state of the model it corrects. This contrasts with conventional bias correction methods that operate on distributions of output variables. That is, while conventional correction methods adjusts all modelled sea levels of the same height by the same amount, this method instead adjusts all sea level that occur under the same meteorological conditions by the same amount. Model state dependent corrections allow for better performance on classical skill scores, like correction coefficients, but it also limits the applicability of the method to models that can perform hindcasts. This constrain occurs because the method requires observations and model data from an overlapping time period.

The bias correction method is applied to a large ensemble of dynamically downscaled climate scenario data encompassing many different driving global climate models and representative concentration pathways. The prevalence of significant trends in yearly sea level maximum is found to be independent of emission scenario in our ensemble. This suggests that anthropogenic climate change is not a strong driver of storm surge variability in the area. Moreover, it also suggests that very long datasets of corrected sea levels can be created by merging data from different emission scenarios. A dataset is thus produced that contains over 2600 model years and exists for seven different tide-gauge stations on the Swedish Baltic Sea coast. This dataset is used to estimate return levels for very long return periods by fitting generalized extreme value distributions to block maxima sea level time series. At some stations it is found that the block length used in the return level computation affect the result. This suggests that the commonly used annual maximum approach (i.e. having a block length of one year) is not always applicable for determining return levels for sea level in the area.

How to cite: Hieronymus, M.: A novel machine learning based bias correctionmethod and its application to sea level in an ensemble of downscaled climate projections, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5572, https://doi.org/10.5194/egusphere-egu23-5572, 2023.

EGU23-5835 | Orals | OS4.6 | Highlight

The exceptional flood in Venice on 12 November 2019: contribution of a meteotsunami 

Marco Bajo, Christian Ferrarin, Mirko Orlić, Silvio Davolio, Georg Umgiesser, and Piero Lionello

On 12 November 2019, an exceptional flood event occurred in Venice, second only to the one that had occurred on 4 November 1966. The event caused the flooding of about 90% of the streets in the historic centre and the sea level reached a value of 189 cm compared to the local mean-sea-level datum. Subsequent analysis of the meteorological event highlighted the contributions at different temporal and spatial scales. A sub-synoptic cyclone, centred in the Tyrrhenian Sea, caused a strong Sirocco wind along the entire Adriatic basin, with a fairly typical atmospheric configuration. However, embedded in the first cyclone, a second meso-beta scale cyclone developed and moved in the north-westward direction over the Adriatic Sea along the Italian coast. This cyclone had a speed of about 12 m/s, very close to the speed of the shallow water waves for the depth of the northern Adriatic basin. The perturbation then triggered a Proudman resonance, as confirmed by the numerical simulations, and caused a meteotsunami-like wave that affected the north-western coasts of the Adriatic Sea. Through model simulations, we have estimated that the mesoscale cyclone contributed about 40 cm, of which about 40% may be attributed to the air-pressure forcing, amplified through the Proudman resonance, and the rest to the wind forcing influencing both the open Adriatic Sea and the shallow Venetian lagoon. Finally, we have also analysed the propagation and transformation of the perturbation upon its entrance into the Venetian lagoon. This work is part of the COST action CA19109 MEDCYCLONES (European Network for Mediterranean Cyclones in weather and climate) and the Interreg Italy-Croatia STREAM project (Strategic development of flood management, project ID 10249186).

How to cite: Bajo, M., Ferrarin, C., Orlić, M., Davolio, S., Umgiesser, G., and Lionello, P.: The exceptional flood in Venice on 12 November 2019: contribution of a meteotsunami, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5835, https://doi.org/10.5194/egusphere-egu23-5835, 2023.

EGU23-6094 | ECS | Orals | OS4.6

A global approach to defining Concurrent Atmospheric and Marine Heatwaves 

Lorine Behr, Niklas Luther, Elena Xoplaki, Stamatis Petalas, Elina Tragou, and Vassilis Zervakis

Atmospheric and marine heatwaves (AHW/MHW) have been observed around the world and are expected to increase in intensity and frequency under future climate change. Despite numerous studies that have examined AHW or MHW independently, only few regional studies investigated potential associations between these two types of extreme events. However, the co-occurrence of AHW and MHW could have broader and greater environmental, human, and economic impacts than an individual event, such as changes in species distributions, land and marine mass mortalities, or increased heat stress in coastal areas due to interactions between warm and moist air over the ocean. Based on research on AHW and MHW, we propose a comprehensive and globally applicable definition that relates the two extreme events and the two realms, and allows comparison with past and present concurrent and single events. Our definition is based on a conditional approach: We define a concurrent heatwave as an extreme event where sea surface temperature (SST) and 2 m air temperature (Tair) exceed their daily 90th percentiles, based on a 30-year historical baseline period, for at least 5 and 3 consecutive days, respectively (Perkins & Alexander 2013; Hobday et al. 2016). Thereby, we account for a potential lagged relationship between the two extremes by calculating and choosing the lag that provides the maximum probability of observing a MHW and an AHW simultaneously or delayed. In this work, we show the results of the most common heatwave metrics, such as duration, frequency, intensity, and cumulative intensity, for concurrent and single heatwaves in the Mediterranean Sea, Western Australia, and the Northwest Atlantic. We use SSTs from Advanced Very High-Resolution Radiometer (AVHRR) satellite data (NOAA OISST V2) as well as Tair from the ECMWF Reanalysis v5 (ERA5), both provided daily and globally on a high resolution (0.25°) for the period 1982 – 2022. In the Mediterranean Sea, we find concurrent heatwaves to be shorter and less frequent, but more intense and cumulatively intense than their single variants. For concurrent events, the MHW component (SST) is observed to be most intense in summer and spring, and the AHW component (Tair) in fall and winter. Moreover, the MHW appears to determine the strength of the concurrent heatwave in that region.

How to cite: Behr, L., Luther, N., Xoplaki, E., Petalas, S., Tragou, E., and Zervakis, V.: A global approach to defining Concurrent Atmospheric and Marine Heatwaves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6094, https://doi.org/10.5194/egusphere-egu23-6094, 2023.

EGU23-6472 | ECS | Orals | OS4.6

A case study of impacts of the extreme weather system on ocean circulation features in the Mediterranean Sea: Medicane Apollo (2021) 

Riccardo Martellucci, Milena Menna, Marco Reale, Gianpiero Cossarini, Stefano Salon, Giulio Notarstefano, Elena Mauri, Pierre-Marie Poulain, Antonella Gallo, and Cosimo Solidoro

In October 2021, the Sicily Channel and the central-western Ionian Sea were affected by the passage of the tropical-like cyclone, or MEDICANE, Apollo. The system reached its maximum intensity between 29 and 30 October 2021 producing several damages, intense precipitations and huge coastal floodings in Sicily and Calabria regions. The surface circulation in the MEDICANE impacted area was characterized by permanent cyclonic vortices, offering the chance to describe the impact of a tropical-like cyclone on a pre-existing cold circulation structure. Atmospheric and ocean reanalyses (ERA5 and Marine Copernicus Service), as well as in-situ data from Argo floats, were used to describe the temporal evolution of Apollo, the resulting air-sea interaction, the thermohaline and biological response to its passage in the upper layer (0-150 m) of the western Ionian Sea. During the event, the core of the marine cyclone was characterized by a dramatic drop in temperature, corresponding to a local maximum in the wind-stress curl, Ekman pumping and current field relative vorticity. The strengthening of the cyclonic circulation led by the wind stress curl produced a strong vertical mixing in the surface layer (from 0 m to the Mixed Layer Depth - MLD) and an upwelling in the subsurface layer below the thermocline (MLD-150 m). The combined effect of vertical mixing and upwelling resulted in a shoaling of MLD, deep chlorophyll-a maximum, nutricline, and halocline. Oxygen and chlorophyll-a concentrations increased at surface, due to the enhanced oxygen solubility in the cooler water and higher productivity due to the increase of nutrients upwelled to the surface layer. These results show that the pre-existing cyclonic vortex along Apollo's trajectory leads to a different physical response compared to the one observed during previous MEDICANEs, confirming the influence of the conditions in place in driving the ocean’s reply to the extreme weather systems.

How to cite: Martellucci, R., Menna, M., Reale, M., Cossarini, G., Salon, S., Notarstefano, G., Mauri, E., Poulain, P.-M., Gallo, A., and Solidoro, C.: A case study of impacts of the extreme weather system on ocean circulation features in the Mediterranean Sea: Medicane Apollo (2021), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6472, https://doi.org/10.5194/egusphere-egu23-6472, 2023.

EGU23-6526 | ECS | Posters on site | OS4.6 | Highlight

Exploring how a warmer Mediterranean Sea affects the origin and development of destructive Tropical-Like Cyclones 

Rossella Ferretti, Giovanni Liguori, Leone Cavicchia, Mario Marcello Miglietta, Davide Bonaldo, Antonio Ricchi, and Sandro Carniel

An enhanced understanding of Climate Change related implications in the maritime domain is needed in order to improve coastal infrastructure resilience and possible future operations, also in terms of climate security. Although the Mediterranean Sea is a relatively mild basin, it is however characterized by high geopolitical and economic relevance, occasionally showing intense cyclones with tropical-like characteristics known as Tropical-Like Cyclones (TLC). Many studies have highlighted that sea surface temperature (SST) distribution and anomalies play a crucial role in modulating the intense air-sea exchange, hence controlling both development and evolution of TLCs. However, given the complex interplay among ocean mixed layer, heat content and temperature, the role of the mixed layer depth (MLD) is of paramount importance. In this study we investigated the role of both SST anomaly, horizontal gradients and MLD profile on the origin and evolution of a recent record-breaking TLC (named IANOS). This cyclone originated over the southern Ionian Sea from 14 Sept 2020 to 19 Sept 2020, moving over the Central Ionian Sea from south-west to North-East, and made landfall over Greece mainland coast. It developed over a basin where a positive SST anomaly up to 4 °C was detected, which coincided with the sea area where it reached the maximum intensification and strength. We conducted a series of experiments using an atmospheric model (WRF - Weather Research and Forecasting system) driven by underlying SST (standalone configuration), either with daily update or coupled to a simple mixed-layer ocean model (SLAB ocean), with SST calculated at every time step using the SLAB ocean for a given value of the MLD. Sensitivity tests were performed increasing or decreasing MLD depth by 10 m, 30 m, 50 m, 75 m, 100 m, removing the horizontal gradients, removing the SST anomaly. Then, possible past and future climatological scenarios of MLD thickness were identified and tested. Preliminary results show that the MLD influences not only the intensity of the cyclone but also the structure of the precipitation field both in terms of magnitude and location. The fundamental role of the SST anomaly was also found to be essential to provide intense characteristics to IANOS. Results deserve further investigation in particular in the context of climate change scenarios that can provide useful insights into impact on coastal civil and military infrastructures in the whole Mediterranean region.

 

How to cite: Ferretti, R., Liguori, G., Cavicchia, L., Miglietta, M. M., Bonaldo, D., Ricchi, A., and Carniel, S.: Exploring how a warmer Mediterranean Sea affects the origin and development of destructive Tropical-Like Cyclones, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6526, https://doi.org/10.5194/egusphere-egu23-6526, 2023.

EGU23-6673 | ECS | Orals | OS4.6

A Shoreline Alert Model for coastal early warning system in the Gulf of Naples (Italy) 

Aniello Florio, Diana Di Luccio, Ciro Giuseppe De Vita, Gennaro Mellone, Guido Benassai, Giorgio Budillon, and Raffaele Montella

The development and implementation of Early Warning Systems (EWSs) are decisive as they allow for timely measures before the arrival of the flooding waters. EWS enhances the prevention and preparedness activities that mitigate the effects of disasters on lives, property, and the environment. Forecasting outcomes supply decision-makers at local, regional, or national levels with relevant information and comprise an essential part of monitoring and warning procedures. These decisions must be taken quickly to allow mitigation measures, so computer time acceleration is decisive. 
The proposed innovation for implementing an Early Warning System (EWS) is the parallelization model. The proposed parallelization model is based on different parallel sub-schemes. Each parallelization sub-schema can be combinable with each other, providing a hierarchical parallelization scheme. The problem size (the number of transects along the Campania coast) is divided into lots and distributed to several executors. Each executor is an instance of a computer program (process) in charge of computing the partition of the problem in its duty. Due to CPUs being composed of more computing cores, each process can decompose its part of the problem to each computing core running concurrently (threads). While the threads of the same process share the same memory, processes communicate by exchanging data messages. As demonstrated later in the paper, the problem decomposition makes the overall computing performance remarkable as the problem size increase.
The EWS has been designed and developed, leveraging a high-performance computing system. This approach is motivated by the goal of managing and running scientific workflows. Therefore, the performance evaluation has been performed considering a production workflow executing diverse and different numerical and A.I. models): the community Weather Research and Forecasting (WRF),  the Wavewatch III (WW3) numerical models, and, finally, 3) the novel Shoreline Alert Model (SAM).
SAM implements the empirical approach to evaluate the alert level as a function of the shoreline characteristics. The workflow starts with the WRF numerical model to forecast the atmospheric forcing needed to fuel the WW3 model for estimating the offshore waves, which drives the initial and boundary conditions for modeling waves in shallow water. Then, according to the wave decay submodel, these conditions assess the run-up height and overtopping discharge. The results are associated with an alert system triggered by the duration and intensity of storm events forecasted by the models. Finally, it is obtained considering the geomorphology of the area of interest and the presence/absence of protection structures.
The case study under examination covers a coastal stretch located in the municipality of Torre del Greco, in the Gulf of Naples, consisting of a beach varying in width from 10 to 20 meters, which is protected by an artificial reef up of natural blocks. In recent years, the succession of extreme weather events has created coastal flooding, like during the extreme storm of October 2018, which caused considerable damage in this area.

How to cite: Florio, A., Di Luccio, D., De Vita, C. G., Mellone, G., Benassai, G., Budillon, G., and Montella, R.: A Shoreline Alert Model for coastal early warning system in the Gulf of Naples (Italy), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6673, https://doi.org/10.5194/egusphere-egu23-6673, 2023.

EGU23-6824 | ECS | Orals | OS4.6

Long-term numerical modeling of sea level in the Northern Adriatic for a machine learning downscaling system 

Rodrigo Campos-Caba, Lorenzo Mentaschi, Nadia Pinardi, Jacopo Alessandri, Paula Camus, and Massimo Tondello

Urban settlements near to coastal environments are exposed to ocean and cryosphere change, such as sea level rise and extreme sea levels. High-resolution sea level prediction systems have become fundamental tools for taking preventive measures in the face of extreme events, mainly in the most vulnerable coastal locations. Techniques such as Machine Learning (ML) are at the forefront of the development in this sector, as they can reduce the computational time needed to reproduce the results of costly high resolution dynamic models. In this line, different authors have reported results for the prediction of oceanographic variables using ML approaches (Camus et al., 2019; Costa et al., 2020; Zust et al., 2021), mainly for significant wave height, sea level and surge component of sea level. Generally, these works use global and/or regional databases as training data for ML tools.

With the aim of developing a data-driven system for sea level downscaling, by means of very high-resolution circulation model output used as a training data for a ML framework, in this work the results of a long-term numerical modeling of sea level are presented, carried out in the Northern Adriatic. The numerical model implemented correspond to SURF-SHYFEM, a 3-D finite element hydrodynamic model that solves the primitive equations under hydrostatic and Boussinesq approximations. As atmospheric forcing, mean sea level pressure, and meridional and zonal components of wind speed have been included, both from the ERA5 database. For the boundary conditions, sea level has been considered from two databases, the Copernicus Mediterranean Forecasting System (available from November 2020 to present, with tides included in sea level) and the Copernicus Mediterranean Sea Physics Reanalysis (available from 1987 to June 2021, without tides in sea level). Both databases were used on initial analysis in the representation of surge component of sea level when tides are or not included in the boundary condition. The validation of the results has been carried out by comparison with tide gauges located near the Venice Lagoon, from ISPRA[1] and PSMSL[2].

The results show that the model reproduces accurately the sea level (correlation 94% and RMSE 0.09 [m]) and the surge component of sea level (correlation 91% and RMSE 0.06 [m]) measured at the location of the tide gauge. The next step will consist of using such output as a training set for ML-based techniques, with the aim of developing an accurate and cost-effective downscaling tool.


[1] Istituto Superiore per la Protezione e la Ricerca Ambientale. Available at: https://www.mareografico.it/

[2] Permanent Service for Mean Sea Level. Available at: https://psmsl.org/

 

 REFERENCES

Camus, P., Herrera, S., Guitiérrez, J.M. and Losada, I.J. (2019). Statistical downscaling of seasonal wave forecast. Ocean Modelling 138, 1-12.

Costa, W., Idier, D., Rohmer, J., Menendez, M. and Camus, P. (2020). Statistical prediction of extreme storm surges based on a fully supervised weather-type downscaling model. J. Mar. Sci. Eng. 8, 1028.

Zust, L., Fettich, A., Kristan, M. and Licer, M. (2021). HIDRA 1.0: Deep-Learning-Based ensemble sea level forecasting in the Northern Adriatic. Geosci. Model. Dev. 14, 2057-2074.

How to cite: Campos-Caba, R., Mentaschi, L., Pinardi, N., Alessandri, J., Camus, P., and Tondello, M.: Long-term numerical modeling of sea level in the Northern Adriatic for a machine learning downscaling system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6824, https://doi.org/10.5194/egusphere-egu23-6824, 2023.

EGU23-7002 | ECS | Orals | OS4.6

Field observations of Infragravity waves along the Belgian coast 

Yuri Pepi, Leandro Ponsoni, and Wieter Boone

Infragravity waves have been identified as driving force behind various nearshore processes including beach and dune erosion, the development of seiches in harbors, and wave-driven coastal inundation when not accounted for in the design calculations. These waves have been observed to cause extreme water levels and resulting damage in various locations around the world.

Field observations and measurements are essential for understanding the behavior and impacts of infragravity waves, which are long surface waves with low and with significantly longer periods than the peak frequency of the incident wave spectrum. The period is typically between 30 and 300 seconds (0.03 – 0.003 Hz), the amplitude ranges from a few millimeters to tens of centimeters and has a wavelength scale of kilometers.

In this study, we first revisit field observations, instrumentation, and sampling techniques that have been used to study this phenomenon. The advantages and limitations of different approaches are discussed, as well as the challenges and best practices for collecting high-quality data in the field are addressed.

Field observations were conducted using multipurpose mooring frames equipped with both ADCP-based acoustic surface tracking and high-accuracy quartz pressure sensors. Data were collected continuously for 3 months, covering storm and moderate wave conditions. The measurements from ADCP and pressure sensor were combined and the infragravity wave characteristics were determined. Algorithms to calculate the wave characteristics were developed and combined with data from tide gauges and wave buoys to calibrate the sensors and cross-validate the results.

The observations showed that infragravity waves can be effectively monitored using ADCP and high-accuracy quartz pressure sensors, providing useful information regarding impacts on the coastal environment. The results showed the relevance and occurrence of these waves along the Belgian coast and valuable insights into their generation and propagation and the interaction with Sea-swell waves, including with relation to their spatio-temporal variability.

How to cite: Pepi, Y., Ponsoni, L., and Boone, W.: Field observations of Infragravity waves along the Belgian coast, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7002, https://doi.org/10.5194/egusphere-egu23-7002, 2023.

EGU23-7735 | Orals | OS4.6

deteCtion and threAts of maRinE Heat waves (CAREHeat) ESA project:  How to better characterize Marine Heatwaves ?  

Nathalie Verbrugge, Andrea Pisano, Jérémy Augot, Eric Greiner, Angela Landolfi, Francesca Leonelli, Vincenzo Da Toma, Emanuele Organelli, Salvatore Marullo, and Rosalia Santoleri

The ongoing project “deteCtion and threAts of maRinE Heat waves – CAREHeat”, funded by ESA in the framework of the Ocean Health initiative, aims at improving the current Marine Heatwaves (MHW) detection and characterization methodologies at the sea surface, at analysing MHW vertical propagation through the development of 4D temperature fields by using Machine Learning approaches, at providing a global atlas of MHW at the sea surface, at advancing the understanding of the physical processes involved in MHW development and at assessing the MHW impact on marine Ecosystems and Biogeochemistry.  

This presentation will focus on the first phase of the project. The mostly used MHW detection method (Hobday approach) has been revisited by carrying out sensitivity studies on different threshold parameters such as the choice of the percentile threshold and the minimum duration of the events. Specific work has also been done to investigate the impact of sea surface temperature (SST) trends and prominent climate modes, as El Nino Southern Oscillation (ENSO), in order to disentangle the slow-varying SST component and quasi-periodic oscillations from the abrubt changes that are characteristics of these extreme events . Many metrics are provided along with the global atlas to help the characterization of these events. In parallel with this work, a machine learning approach based on observations has been used to reconstruct a 4D temperature field from the surface up to 300-m depth and MHWs have been estimated. Subsurface MHWs can also impact ecosystems and phase shifts with the surface events can be observed. This product helps to analyse this propagation in depth.  

The work is focused on three areas of interest: the tropical Pacific, the western Mediterranean, the Madeira Island region. In these regions, the main outcomes of the 2D and 4D analysis will be presented 

Please visit the CAREHeat website (www.careheat.org) and follow us on Twitter (@ careheat_) to stay up to date about the project research and results 

How to cite: Verbrugge, N., Pisano, A., Augot, J., Greiner, E., Landolfi, A., Leonelli, F., Da Toma, V., Organelli, E., Marullo, S., and Santoleri, R.: deteCtion and threAts of maRinE Heat waves (CAREHeat) ESA project:  How to better characterize Marine Heatwaves ? , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7735, https://doi.org/10.5194/egusphere-egu23-7735, 2023.

EGU23-10885 | ECS | Posters on site | OS4.6

The record-breaking 2022 long-lasting marine heatwaves in East China Sea 

Hyoeun Oh and Jin-Yong Jeong

In 2022, there were record-breaking long-lasting marine heatwaves in the East China Sea, which persisted for 62 days during boreal summer. It was more than sixfold compared to the average duration of the marine heatwaves, which is 9.73 days. It would be recorded as a year when not only marine heatwaves but also various extreme events occurred throughout Asia, such as the summer flood in China and Pakistan. The question arises whether it is caused by La Niña, the first “triple-dip” of the century. Here we will show key local and remote processes that caused the 2022 long-lasting marine heatwaves in the East China Sea. We have conducted a diagnostic analysis based on the mixed-layer heat budget equation to discover the characteristics of the marine heatwaves, i.e., frequency, duration, and intensity. Based on the equation, we found that weakening ocean vertical mixing and entrainment caused by a density stratification would drive the onset of the marine heatwave in the East China Sea. A large river discharge from the Yangtze River related to extreme rainfall in China would be responsible for the stratification by inducing a shallow mixed layer, and it could affect the weak ocean dynamics. Simultaneously, an anomalous anticyclonic circulation was settled in the corresponding region, and the combined effect of the ocean and atmosphere led to the onset of the marine heatwave. The anticyclonic circulation was sustained longer, resulting in the prolonged marine heatwaves in the East China Sea via enhanced shortwave radiation. In this study, we will discuss further where the stationary Rossby wave train originated and how it could lead to the persistent anticyclonic circulation in the East China Sea.

How to cite: Oh, H. and Jeong, J.-Y.: The record-breaking 2022 long-lasting marine heatwaves in East China Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10885, https://doi.org/10.5194/egusphere-egu23-10885, 2023.

EGU23-11032 | ECS | Posters on site | OS4.6

Observation of intensification of western boundary current in summer of 2021 

Seung-Woo Lee, Suyun Noh, Gyundo Pak, Jae-Hyoung Park, Su-Chan Lee, and Jin-Yong Jeong

Due to climate change, the occurrence of extreme events such as typhoons, marine heat waves, storminess, and cold waves is increasing in many regions, and these events could dramatically change with significant impacts on the marine environment (e.g., ocean circulation). The East Korea Warm Current (EKWC) has been recognized to flow along the western boundary current of the East Sea (Japan Sea). To examine the variations of EKWC, six bottom-mounted current profiler moorings were operated off the east coast of Korea (the Hupo Bank and Wangdolcho) since June 2021. The observed mean current speed and their principal axis were 0.40 m/s and 58o (counterclockwise from the east) implying northeastward EKWC over the region. In August 2021, an unprecedentedly strong surface current was observed with a maximum of 1.89 m/s and observed currents showed similar variability at mooring sites and several depths. This strong current lasted for about a month, and then rapidly disappeared within a few days. At that time, the geostrophic currents based on satellite-altimetry has a strong current pattern with the Inertial Boundary Current pattern, which is one of the EKWC patterns that flows strongly northward currents closer coast. In addition, the highest mean speed of the EKWC near the mooring sites from 1993 was found in August 2021. The high-speed period was similar to the period of the North Pacific marine heat waves that were already reported, and the low-speed period was related to typhoon passage. This study reported the results of observed EKWC for two years from 2021 and the unprecedentedly enhanced EKWC in August 2021. In particular, it can be a case in which the rapid changes of western boundary currents interact with extreme events such as marine heatwaves and typhoons.

How to cite: Lee, S.-W., Noh, S., Pak, G., Park, J.-H., Lee, S.-C., and Jeong, J.-Y.: Observation of intensification of western boundary current in summer of 2021, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11032, https://doi.org/10.5194/egusphere-egu23-11032, 2023.

EGU23-11442 | ECS | Posters on site | OS4.6

Warming of the Gulf of Eilat (Red Sea) water due to advection 

Sounav Sengupta, Yosef Ashkenazy, and Hezi Gildor

The Gulf of Eilat is a body of water located at the northern tip of the Red Sea and is
known for its unique marine ecosystem. We analyzed the sea temperature and
salinity, air temperature, heat flux, and other climatological data in order to better
understand the processes driving the Gulf's dynamics. The sea temperature data
was based on 18 years of measurements taken at depths up to 700 meters, while
the meteorological data was based on 16 years of observations. The analysis
indicates the sea temperature is significantly increasing at all depths; yet, no clear
trends were found in the air temperature. The increased warming is associated with
much fewer deep mixing events and used to occur more frequently. We constructed
the ocean-atmosphere heat fluxes and concluded that the horizontal advection of
heat from the southern part of the Red Sea might underlie the increase in water
temperature in the Gulf of Eilat. This conclusion is also supported by the recent IPCC
reports and previous studies. Our results indicate that local ocean warming is not
necessarily linked to a local increase in air temperature but rather to the warming of
other remote places.

How to cite: Sengupta, S., Ashkenazy, Y., and Gildor, H.: Warming of the Gulf of Eilat (Red Sea) water due to advection, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11442, https://doi.org/10.5194/egusphere-egu23-11442, 2023.

EGU23-12113 | ECS | Orals | OS4.6

A deep machine learning approach to predict Sea Surface Temperature and Marine Heatwaves occurrences over the Mediterranean Sea 

Giulia Bonino, Simona Masina, Giuliano Galimberti, and Emanuela Clementi

Marine Heat Waves (MHWs) have significant social and ecological consequences. There is a growing need to predict these extreme events to prevent and possibly mitigate their negative impacts and to better inform decision-makers on MHWs-related risks. In this context, we applied Long Short-Term Memory (LSTM) networks to predict Sea Surface Temperature (SST) time-series and, in turn, MHWs, over the Mediterranean Sea. LSTM networks are types of recurrent neural networks capable of learning order dependence in sequence prediction problems, and they have been widely applied in temperature forecasting problems. The model is a multi-step LSTM model, which means that it predicts seven time-steps of SST into the future. In order to build an efficient prediction model, as input times-series, LSTM exploits SST together with other relevant atmospheric variables (e.g. Geopotential Height, Incoming solar radiation), selected as potential MHWs drivers. The datasets used to train and to test the model are the European Space Agency (ESA) Climate Change Initiative (CCI) Sea Surface Temperature (SST) v2.1 for SST and ERA5 reanalysis for the atmospheric components from 1981 to 2016.  Preliminary results over target areas suggest that, besides the SST itself, the incoming solar radiation has the highest predictive skill on SST variability with respect to the other atmospheric variables. The model is accurate in predicting the occurrence of MHWs in the test dataset at the earliest days of forecast. In addition, the root mean square error analysis between predicted and actual SST time-series shows that LSTM models errors compare favorably with respect to the Copernicus Mediterranean Forecasting System (MedFS, i.e. dynamical model) errors, at least at the earliest days of forecast.

How to cite: Bonino, G., Masina, S., Galimberti, G., and Clementi, E.: A deep machine learning approach to predict Sea Surface Temperature and Marine Heatwaves occurrences over the Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12113, https://doi.org/10.5194/egusphere-egu23-12113, 2023.

EGU23-12509 | ECS | Orals | OS4.6

How to detect marine heatwaves in a fjord-like environment ? Study case of the semi-enclosed inner seas of North Patagonia 

Cécile Pujol, Iván Pérez-Santos, Alexander Barth, Pamela Linford, and Aida Alvera-Azcárate

Marine heatwaves (MHWs) are described as anomalously warm temperature events over a portion of the ocean during at least five consecutive days, developing in both coastal and open-ocean environments.

MHWs have been subject to numerous studies over the last years and it has been proved that their frequency and intensity is increasing through the decades in connection with human-induced global warming. Most of the studies are focusing on open-ocean MHW events and few in coastal environments, principally due to the lack of adequate data. Indeed, the detection of MHWs requires a long-term climatology of the ocean’s surface temperature, generally made with satellite data. Nevertheless, the complexity of coastal environments makes the use of satellite data non-optimal because of insufficient temporal coverage with high resolution data and interferences with land systems.

The primary purpose of this study is to detect MHWs in a semi enclosed sea, with the study case of the Sea of Chiloé, North Chilean Patagonia. This sea is characterised by multiple fjords and channel systems, and has a cloudy and rainy climate; consequently, this kind of environment is not compatible with the use of satellite data to build the long-term climatology of the sea temperature at a high resolution required to detect the MHWs. Here, we use another way to calculate the climatology, using in situ data and interpolating them in order to have a continuous field. Indeed, the inner seas of North Patagonia have been quite well sampled across the years, with measurements realised since the 1950s, spatially scattered in all the regions at both surface and depth (including fjords and channels). To spatially interpolate these data, we used the tool DIVAnd (Data-Interpolating Variational Analysis) which allows to spatially interpolate in an optimal way discrete observations onto a regular grid, taking advantage of the information in the 4 dimensions. Doing this interpolation, we got a monthly climatology at 32 different depths, from the surface to 400m. MHWs were then detected by comparing the climatology to the local temperature in the Reloncaví Sound, in the Northern part of the Sea of Chiloé, where an anchored buoy recording the temperature of the sea surface since 2017 is present. We focused on MHWs that occurred during the last five years. Strong ones were detected during summers 2021 and 2022: two successive very intense and brief events occurred in January and February 2021, and several short successive events with increasing intensity from November 2021 to February 2022. We also realised the comparison between MHWs detected using in situ data and detected using satellite data.

How to cite: Pujol, C., Pérez-Santos, I., Barth, A., Linford, P., and Alvera-Azcárate, A.: How to detect marine heatwaves in a fjord-like environment ? Study case of the semi-enclosed inner seas of North Patagonia, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12509, https://doi.org/10.5194/egusphere-egu23-12509, 2023.

EGU23-13058 | Orals | OS4.6 | Highlight

Marine heat waves: Characterizing a major climate impact in the Mediterranean 

Francisco Pastor and Samira Khodayar

The Mediterranean Sea has suffered accelerated warming in the last 40 years, bringing higher temperatures mainly in the extended summer season. Sea surface temperature (SST) is not only experiencing higher extremes but also persistent high values. In this context, marine heat waves (MHW), considered as persistent and spatially extensive SST anomalies, have emerged as a key global change-induced high impact on the oceans. Hence, the characterization and trend analysis of MHWs has become of major interest. In this work MHWs in a relatively small, but complex, basin such as the Mediterranean, have been characterized and long-term trends assessed from SST satellite data analysis. In this study, a minimum area threshold, 5 % of the area basin, has been applied to avoid heat spikes or small-scale events. A trend to more frequent, intense, and longer MHWs is found in the 1982–2021 period in the Mediterranean. In the analysis, regional differences were apparent in MHWs characteristics and trends across the different sub-basins evidencing the fact that, even in a relatively small basin such as the Mediterranean, it is necessary to include a spatial perspective in the MHW analysis. Regarding the characterization of MHWs and trend analysis in the Mediterranean, a growing trend has been found in terms of frequency, duration, and intensity that accelerated since 2000 and especially in the last decade. This indicates not only the intensification and higher frequency of MHWs but the emergence of a new type of more intense, long-lasting and spatially extensive MHWs in recent years.

How to cite: Pastor, F. and Khodayar, S.: Marine heat waves: Characterizing a major climate impact in the Mediterranean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13058, https://doi.org/10.5194/egusphere-egu23-13058, 2023.

EGU23-13205 | ECS | Orals | OS4.6

Ocean acidity extremes in the northeast Pacific, from multi-decadal trends to mesoscale drivers 

Flora Desmet, Nicolas Gruber, Matthias Münnich, Meike Vogt, and Eike E. Köhn

Superimposed on long-term ocean acidification are ocean acidity extremes (OAXs), i.e., periods of unusual acidity in the marine environment. Such extremes form through the interplay of the various spatio-temporal scales of variability associated with the ocean’s carbonate system, ranging from multi-decadal trends to subseasonal dynamics. Using a high-resolution regional ocean model coupled to a biogeochemical-ecosystem model (ROMS-BEC) we assess the role of five mechanisms associated with different scales of variability – namely atmospheric CO2 rise, the decadal North Pacific Gyre Oscillation (NPGO), the interannual El-Niño-Southern Oscillation (ENSO), seasonal upwelling, and mesoscale eddies – in the occurrence of OAXs in a 300 km nearshore band along the U.S. West Coast and the Alaskan coast over the period 1984 to 2019. We find that the annual fraction of the upper 250 m depth that is hit by OAXs increases at a rate of 0.16 % units.μatm-1 driven by the increase in atmospheric CO2 concentration. In addition, our analysis reveals that Pacific climate variability substantially modulates OAXs occurrence on interannual timescales. The fraction of the upper 250 m depth that is hit by OAXs increases by 0.53 % units per unit decrease in the ENSO index, and 0.39 % units per unit increase in the NPGO index. Last but not least, we find that seasonal upwelling and mesoscale cyclonic eddies are key regional drivers of OAXs along the U.S. West Coast. Our results show that coastal upwelling forms intense and shallow OAXs near the coast, while mesoscale cyclonic eddies drive large and long-lasting OAXs that propagate over hundreds of kilometers from the coast to the offshore. Altogether, our results quantify the respective imprint of five mechanisms associated with different scales of variability on the occurrence of OAXs in coastal regions. This knowledge opens new perspectives for improving the predictability of OAXs in the highly productive coastal regions of the northeast Pacific.  

How to cite: Desmet, F., Gruber, N., Münnich, M., Vogt, M., and Köhn, E. E.: Ocean acidity extremes in the northeast Pacific, from multi-decadal trends to mesoscale drivers, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13205, https://doi.org/10.5194/egusphere-egu23-13205, 2023.

EGU23-13986 | ECS | Orals | OS4.6

Dominant drivers of Past Mediterranean Marine Heatwaves 

Sofia Darmaraki, Robin Waldman, Florence Sevault, and Samuel Somot

The Mediterranean Sea, a global climate change hot-spot region, has experienced an increase in marine heatwave (MHW) frequency and intensity since the early 1990s. These extreme events have been associated with a range of local-ecological impacts in the basin, which hosts a large marine biodiversity in addition to 480 million inhabitants along its coasts. According to 21st century projections, the increasing MHW trends are likely to continue in the Mediterranean Sea. This calls for a deeper understanding of MHW drivers that can lead to a higher degree of MHW predictability. Therefore, this study investigates the dominant physical processes behind an ensemble of past Mediterranean MHWs, using the output of a dedicated, fully-coupled regional climate system model in hindcast mode, over the 1980-2018 period. In particular, we explore the vertical signature of multiple events in a local scale through “online” diagnostics of a mixed layer heat budget, where we disentangle the relative role of local-scale dynamics (e.g air-sea interactions, ocean currents, entrainment, mixing) during their development and decline. Preliminary results indicate a key role of atmosphere heat fluxes, wind forcing and vertical mixing on most events and a predominant horizontal advection presence only at smaller-scale. We present here a statistical overview of the dominant MHW drivers at the regional scale, across seasons and different regions in the Mediterranean basin, providing stakeholders and economy sectors affected by these marine extreme events, with critical information on their causes.

How to cite: Darmaraki, S., Waldman, R., Sevault, F., and Somot, S.: Dominant drivers of Past Mediterranean Marine Heatwaves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13986, https://doi.org/10.5194/egusphere-egu23-13986, 2023.

EGU23-14540 | ECS | Orals | OS4.6

Seasonal forecasting of subsurface marine heat waves 

Ronan McAdam, Simona Masina, and Silvio Gualdi

Marine heat waves (MHWs) cause devastating damage to ecosystems and ocean services, with effects being identified mostly below the ocean surface. Current forecasting efforts, however, focus only on metrics based on sea surface temperature. To create a more user-relevant detection system, it is necessary to provide forecasts of subsurface events. Here, we demonstrate the feasibility of seasonal forecasting of subsurface MHWs by using ocean heat content, a more relevant indicator than surface temperature for marine stakeholders. We validate summer MHW indicators in a fully-coupled seasonal forecast system against a global ocean reanalysis and satellite data. Our main result is that subsurface summer MHWs are predicted with greater skill than surface MHWs across much of the global ocean. Sub-surface MHWs are typically longer-lasting than surface events, rendering them easier targets for forecasting systems. Despite the long-lasting nature of subsurface MHWs, we also show that the dynamical forecast system used here typically outperforms a MHW-persistence model, indicating the capability for capturing the onset and decay of MHWs. Lastly, we highlight the role of warming oceans in MHW detection skill, by removing linear trends. This work highlights the need for a wider appreciation of subsurface ocean phenomena and the increased uptake of seasonal forecasting indicators by marine stakeholders such as marine protected areas and fisheries.

How to cite: McAdam, R., Masina, S., and Gualdi, S.: Seasonal forecasting of subsurface marine heat waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14540, https://doi.org/10.5194/egusphere-egu23-14540, 2023.

EGU23-14597 | Posters on site | OS4.6

Subsurface temperature anomaly observed by Argo floats during the 2022 Mediterranean Marine heatwave 

Antonella Gallo, Annunziata Pirro, Riccardo Martellucci, Elisabeth Kubin, Elena Mauri, Giulio Notarstefano, Massimo Pacciaroni, Antonio Bussani, and Milena Menna

Marine Heatwaves are periods of persistent anomalously warm ocean temperatures, which can have significant impacts on ecosystems as well as coastal communities and economies. Their magnitude and frequency have increased over the last couple of decades as shown by surface satellite observations, but our understanding of the structure of their depth is still limited. 

The present work investigates the temperature anomaly of the 2022 Marine Heatwave in the Mediterranean Sea down to 2000 m depth using in-situ Argo floats observations. The Ocean Heat Content anomaly of 2022, estimated with respect to a float-derived climatology relative to the period 2001-2020, was used to define the regions most affected by warming in different layers. In these areas (North-Western Med, Central Ionian Sea, Southern Adriatic) float profiles were divided in three categories, based on the heat vertical penetration: category 1 (shallow, 0-150 m), category 2 (intermediate, 150-800 m), category 3 (deep, > 800 m). Profiles from category 1 showed near-zero or slightly negative temperature anomaly in a thin layer between 50 m and 150 m of depth, while displaying a warming below the intermediate layer. Profiles characterized by larger heat vertical penetration (categories 2 and 3) were mainly located within mesoscale or sub-basin scale structures and showed the largest positive temperature anomaly in the surface layer and in the thermocline. All profile categories exhibited a warming between 200 and 800 m depth. This study highlights the impact of Marine Heatwaves on the Mediterranean subsurface layers and the influence of ocean circulation on their characteristics, opening the way to describe their consequences on the deep ecosystems. 

How to cite: Gallo, A., Pirro, A., Martellucci, R., Kubin, E., Mauri, E., Notarstefano, G., Pacciaroni, M., Bussani, A., and Menna, M.: Subsurface temperature anomaly observed by Argo floats during the 2022 Mediterranean Marine heatwave, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14597, https://doi.org/10.5194/egusphere-egu23-14597, 2023.

EGU23-14714 | Posters on site | OS4.6

Analysis of extreme Winter Warm Spell and Sea Surface Temperature Anomaly during 2021 and 2022 over Western Mediterranean Sea. 

Rossella Ferretti, Lorenzo Sangelantoni, Gianluca Redaelli, Cosimo Enrico Carniel, and Dino Zardi

From December 23rd 2021 to January 4th 2022 and from December 20th to January 8th 2023, two “Extreme Warm Spell” (EWS) episodes have occurred in the Mediterranean Basin and central-western Europe. These phenomena led to several and long-lasting record-breaking atmospheric temperatures in the impacted areas. Combining both intensity and duration, these two episodes can be identified as extremely warm winter events. In the first one (2021-2022), 850hpa temperatures over 15°C were recorded near Spanish, Italian and French coasts and the Western Mediterranean (WM) in general, and a SST anomaly of 1°C in December over the WM sea. The second event (2022-2023) was characterized by a zonal development, affecting the Balearic Sea, Northern Africa coasts and Italy, with 850hPa temperatures that, in different impulse, reached 12-16°C and a strong SST anomalies, affecting both previous months (showing peaks between +6.8 and +5 °C in September and November) and December (+2/3°C). In this work, the two EWSs are statistically analyzed by comparison with the climatology data set from both atmospheric and oceanic point of view using EOF analysis. Then, the last 40-year trend is assessed. Using satellite, Argo float, buoy and model dataset we characterize the 6 months preceding the EWS, exploring the Surface Temperature, Mixed Layer Depth (MLD) and its dynamic, estimating the Ocean Heat Content (OHC). Moreover, we investigated the impact of SST anomalies and Mixed Layer Depth on the atmospheric structure, and vice-versa, using WRF-ARW (Weather Research and Forecasting System) numerical model at 5km resolution horizontal grid, covering all the Mediterranean and central Europe, and SST provided by CMEMS-GOS 1 km resolution daily dataset and ECMWF-IFS boundary conditions. WRF-ARW model is coupled with a 1D ocean model (SLAB ocean model), computing the evolution of the MLD and SST in function of heat fluxes at the air-sea interface, to estimate how much heat was exchanged between the two environments. We also performed a sensitivity run (for each event), in which we removed the SST anomaly and the MLD anomaly, with the aim of isolating the contribution of the OHC in the atmospheric dynamics, and the impact of the atmosphere on the SST and OHC anomaly. Results show two distinct conditions, despite the EWSs are driven by similar large-scale forcing and atmospheric patterns. In particular, the preconditioning features of SST and OHC are very different (the 2022-2023 event derives from 6 month of strong positive anomaly if compared to 2021-2022 event). In general, the SST anomaly impacts especially humidity and ground temperature, up to 850 hPa pressure level. Nevertheless, the main driver is the synoptic atmospheric circulation, precisely a deep trough in the central Atlantic which advects warm air from the tropics and interacts with the mild Mediterranean Sea. On the other hand, the sea does not show high heat fluxes during December–January (usually period of strong cooling in the WM) retaining a large part of OHC between the surface and the thermocline, with possible role on subsequent events, both in thermohaline circulation and in atmospheric dynamics.

How to cite: Ferretti, R., Sangelantoni, L., Redaelli, G., Carniel, C. E., and Zardi, D.: Analysis of extreme Winter Warm Spell and Sea Surface Temperature Anomaly during 2021 and 2022 over Western Mediterranean Sea., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14714, https://doi.org/10.5194/egusphere-egu23-14714, 2023.

EGU23-14722 | Posters on site | OS4.6

On the use of coupled atmosphere-ocean-wave model for investigate air-sea interaction and ocean response to extreme Tropical-Like Cyclone “ROLF” 

Aniello Russo, M. Marcello Miglietta, Rossella Ferretti, Gianluca Redaelli, Francesco Barbariol, Alvise Benetazzo, Davide Bonaldo, Francesco Falcieri, Mauro Sclavo, Silvio Davison, and Sandro Carniel

From 6 to 8 November 2011, a baroclinic wave moved from North Atlantic to Balearic Sea, produced a cut-off, at all altitudes, and developed into a Tropical-Like Cyclone (TLC) characterized by a deep-warm core. This TLC led to a mean sea level pressure minimum of about 987 hPa, 10 m wind speeds higher than 30 m/s around the eye, and very intense rainfall, especially in the Gulf of Lion and the surrounding areas, close to the mountain chains (floods in Genoa and Elba Island).

To explore in details the effect of the sea surface temperature on the TLC development, we employed the coupled modeling system COAWST, which consists of the following models: ROMS for the hydrodynamic part, WRF for the meteorological part and SWAN for the surface wave modeling, using a 5 km horizontal grid over all Mediterranean Sea.

COAWST was used with different configurations: Stand Alone (SA) approach using only the atmospheric part, atmosphere-ocean coupled mode (AO), and fully coupled version including also surface waves (AOW). Comparing the three runs, the effects of different simulations on the TLC trajectory are significant only in the later stage of the cyclone lifetime. On the other hand, wind intensity is higher in the SA case w.r.t. both coupled runs. When compared to case AO, winds are about 1 m/s larger, even though the spatial distribution is very similar (possibly because of the lower SST produced by case AO). Case AOW produces less intense winds than SA and AO case in the areas where the wave is most developed (differences are about 2-4 m/s), while winds are more intense nearby the cyclone’s eye. Moreover, the inclusion of the wave model (AOW) has implications in the water column, by increasing the mixing in the ocean, changing the depth of the ocean mixed layer along the track of the TLC, increasing the surface drag and the net heat fluxes from ocean to atmosphere, so that eventually SST in AOW run is colder than in AO.

It is observed that SST of the SA case is overestimated compared to the coupled cases, and in particular the best performances are observed using the fully coupled case, with the wave motion implementation. The best description of the SST impacts the cyclone intensity and the amount of precipitation at catchment scale. The vertical profiles show that wave induced mixing modifies the mixed layer structure and cools the water column, removing much of the SST (and Ocean Heat Content) anomaly present in the mixed layer.

The date chosen for the run initialization appears important: an earlier initial condition allows to properly simulate the evolution of the cyclone from the cyclogenesis between the inclusion and setting-up of air sea interaction effect, through the coupled models.

Warming SST in the Mediterranean Sea induced by climate change might increase TLC frequency and/or intensity, potentially becoming more harmful for coastal populations and infrastractures. Fully coupled AOW models might be better suited for studying such aspects. 

Funding from the STO Office of Chief Scientist (907EUR30) is gratefully acknowledged.

How to cite: Russo, A., Miglietta, M. M., Ferretti, R., Redaelli, G., Barbariol, F., Benetazzo, A., Bonaldo, D., Falcieri, F., Sclavo, M., Davison, S., and Carniel, S.: On the use of coupled atmosphere-ocean-wave model for investigate air-sea interaction and ocean response to extreme Tropical-Like Cyclone “ROLF”, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14722, https://doi.org/10.5194/egusphere-egu23-14722, 2023.

This study aims to generalize the synthetic effects of TS, LA, and coastal geometries on a maximum surge height (MSH) along the coast through the numerical simulations of a series of idealized scenarios as well as real-scale event. A two-dimensional model in Delft3D-FM was adopted in this study to simulate the MSHs. The model domain consists of multi-resolution grids ranging from 16 km to 1 km considering the cyclone’s landfall spot at the center of the coastline. All these simulations were implemented without tides and waves since this study aims to investigate the synthetic effects on main surge levels. The hypothetical cyclones were generated under various TSs and LAs conditions. The TSs were altered while LAs ranged varied from 0° to 180°. Additionally, the coastal layout and bathymetry were also controlled. For bathymetry, a constant bed, beds with different continental shelf widths, and a multi-sloped bed were also considered. For coastal layout, an open coast and bays characterized by the morphological ratio were considered. Totally, 763 idealized scenarios were simulated to obtain the MSHs distributions along the coast. The realistic scenarios based on historical typhoon Maemi in 2003 was additionally simulated with various TSs and LAs conditions to apply developed idea from idealized scenario cases. The effects of the TS, LA, and coastal geometries on MSH were analyzed by simulating idealized and realistic scenarios. The trends of MSHs along the open coast extracted from each scenario were found to be almost identical despite minor discrepancies. The results revealed that MSHs along the open coast were amplified by fast-moving TSs. For constant bed, the results exhibited a distinct characteristic that generated the Kelvin wave propagating in a down-coast direction, while certain types of sharp LAs with a slow-moving cyclone might generate other types of resonant waves. For the beds with different dimensions of continental shelves, trends of the MSHs were distinguishable between slow and faster-moving TSs. Nevertheless, the continental shelf with narrow width led to a peak at a sharp LA under all TSs, implying that the shelf geometry can limitedly affect the MSH. As for the multi-sloped bed, slope geometry strongly influenced the surge process in that it enhanced the MSH due to the Greenspan resonance. For bays, the trends of MSHs were essentially coincident with those of open coast, while an enhancement of MSHs was observed when L/E was close to 1. Additionally, the realistic scenarios based on a historical typhoon were simulated to validate outcomes from idealized scenarios, indicating that super typhoons like Maemi with a  LA, tend to slow down and generate an extreme surge in Masan Bay in the future sight.

How to cite: Son, S. and Qian, X.: On the effect of tropical cyclones' translation speed and landfall trajectory on the storm surge dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16745, https://doi.org/10.5194/egusphere-egu23-16745, 2023.

EGU23-16991 | ECS | Orals | OS4.6

Variation and possible causes of Marine Heatwaves under global warming condition 

Seonju Lee, Myung-Sook Park, Minho Kwon, Young Gyu Park, Young-Ho Kim, and Nakbin Choi

Under a warming climate, extreme ocean warming events, namely Marine Heatwaves (MHW), have become more frequent and stronger in global ocean regions. This study examines how the long-term variability of global marine heatwave characteristics is affected by global warming. We quantify the long-term trends (1982-2022) of MHW and investigate the connection between mean climate change and MHW trends. Since 1982, MHW properties over most global regions have increased positive signals during winter and summer. We investigate the rapidly variation of marine heatwave duration and intensity over the global ocean regions compared to the global average change. In addition, this study reveals the possible atmospheric and oceanic processes driving these rapidly changes in ocean areas where MHW occurs dramatically increasing. For example, during winter, the MHW has increased rapidly over the northern East Sea region (over 600 %) compared to the past two decades and this region is influenced on the northward shift of warm ocean current.  

How to cite: Lee, S., Park, M.-S., Kwon, M., Park, Y. G., Kim, Y.-H., and Choi, N.: Variation and possible causes of Marine Heatwaves under global warming condition, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16991, https://doi.org/10.5194/egusphere-egu23-16991, 2023.

EGU23-17173 | ECS | Orals | OS4.6

On the structure and variability of vertically propagating marine heatwaves in the Eastern Pacific 

Eike Eduard Köhn, Nicolas Gruber, Matthias Münnich, and Meike Vogt

In recent decades, the Eastern Pacific has been subject to many pronounced marine heatwaves (MHWs), with far-reaching consequences for marine ecosystems. As MHWs are commonly detected at the sea surface, little is known about their vertical structure, let alone the temporal variability of this structure. To fill this gap, we detect and characterise vertically extended MHWs within a high-resolution model hindcast simulation (1979-2019) of the Eastern Pacific. Considering the vertical dimension in the MHW detection furthermore enables the tracking of vertical MHW propagation. We find that 71% of MHWs are on average confined to the mixed layer, while 29% reach at least 10m below. By clustering the MHWs, we identify four main vertical propagation patterns. While the majority of MHWs remains at the surface throughout their lifetime, 18% (13%) of MHWs subduct beneath (shoal towards) the surface, while 12% rather sit beneath the surface and exhibit multi-surfacing behaviour. As a consequence of the vertical propagation, MHWs affect upper ocean ecosystems substantially longer than diagnosed from the sea surface (40 vs. 30 days on average).In the mid-latitude Northeast Pacific, we find a seasonal cycle in the vertical MHW propagation clusters. We find that wintertime MHWs can detrain from the mixed layer, persist in the seasonal thermocline and re-entrain into the ML at a later stage. This finding agrees well with previous work on the role of the re-emergence phenomenon of sea surface temperature anomalies in the North Pacific and suggests potential sources of predictability for MHWs at the sea surface. At lower latitudes, we find that interannual variability associated with the El Niño-Southern Oscillation strongly dominates any seasonality in the occurrence of the different MHW clusters. Lastly, we find that accounting for the vertical MHW propagation almost doubles the average Eastern Pacific area affected by MHWs, compared to the surface only perspective. These new insights regarding MHW depth structures and their temporal variability mark an important step towards a better understanding of MHW drivers and the consequences of MHWs for marine ecosystems.

How to cite: Köhn, E. E., Gruber, N., Münnich, M., and Vogt, M.: On the structure and variability of vertically propagating marine heatwaves in the Eastern Pacific, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17173, https://doi.org/10.5194/egusphere-egu23-17173, 2023.

EGU23-17294 | ECS | Posters on site | OS4.6 | Highlight

Characteristics of Recent Column-Compound Extremes in the Global Ocean 

Joel Wong, Nicolas Gruber, and Matthias Münnich

Marine extreme events can be detrimental to organisms and ecosystems across the global ocean. Marine heatwaves (MHW), ocean acidity extremes (OAX) and low oxygen extremes (LOX) occur everywhere, superimposed on the already changing trends of temperature, pH, and oxygen. When such extremes concurrently occur in the vertical column, the habitable space for marine organisms can be severely reduced. We use daily output from a hindcast simulation with the Community Earth System Model coupled with Biological Elemental Cycling (CESM-BEC) for the period 1961-2020 to characterise such compound extremes. Extreme conditions are identified on a moving baseline with the 95th or 5th percentile, and an additional absolute threshold of 150 μM for low oxygen conditions. To investigate compound events in the vertical dimension, at least 50 m out of the top 300 m is required to be extreme with respect to each stressor. Such an event is termed a column-compound extreme event (CCX). On average, 1% of the global ocean volume is occupied by CCXs and up to 5% at maximum. On a fixed baseline these values increase to 8% and 27% respectively. CCXs decrease habitable space by up to 75% and have high intensity index of more than 2 in many regions around the globe. El Niño-Southern Oscillation events are found to be strongly associated with CCXs in the tropical and subtropical Pacific, but also other ocean basins through teleconnections. The global volume of CCXs is expected in increase in the future, exacerbating impacts and reducing habitable space of marine organisms.

How to cite: Wong, J., Gruber, N., and Münnich, M.: Characteristics of Recent Column-Compound Extremes in the Global Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17294, https://doi.org/10.5194/egusphere-egu23-17294, 2023.

EGU23-1573 | ECS | Posters on site | OS4.8

Oil spill modeling assessment of the 2021 Syrian oil spill using SAR imagery and multi-forcing forecasts 

Panagiota Keramea, Nikolaos Kokkos, George Zodiatis, Georgios Sylaios, Giovanni Coppini, Juan Peña, Pablo Benjumeda Herreros, Antonio Augusto Sepp-Neves, Robin Lardner, Svitlana Liubartseva, Dmitry Soloviev, Matteo Scuro, Andreas Nicolaidis, and Fabio Viola

Oil spills in the marine field can have serious consequences for ecosystems, the environment, public health, the economy, and communities. Thus, following the spillage of 12,000 tons of crude oil from the fuel tanks of the Baniyas power plant in summer 2021, daily operational oil spill predictions were carried out  to predict the spill transport and fate in the Levantine basin, Eastern Mediterranean, supporting the Regional Marine Pollution Emergency Response Centre for the Mediterranean  (REMPEC) and national response agencies. High frequency met-ocean forecasting data from the Copernicus Marine Monitoring Service (CMEMS), the European Centre for Medium-Range Weather Forecasts (ECMWF), and regional models (SKIRON, CYCOFOS) were used, along with satellite-derived SAR data from EMSA-CSN and optical images from ESA to initiate the oil spill models and to determine the evolution, the extent and coverage of the spillages. Two up-to-date and advanced Lagrangian particle-tracking models, OpenDrift and MEDSLIK were used to assess and evaluate the oil spill predictions, generated by the aforementioned models, under a variety of met-ocean forcings and configurations, indicating the significant role of the high-resolution met-ocean data in the evolution of the oil spill trajectory. A number of quantitative metrics were used to evaluate the ability to adequately reproduce the oil spill spreading, by comparing the SAR observed oil spillages against the models results, in more detail.

How to cite: Keramea, P., Kokkos, N., Zodiatis, G., Sylaios, G., Coppini, G., Peña, J., Benjumeda Herreros, P., Sepp-Neves, A. A., Lardner, R., Liubartseva, S., Soloviev, D., Scuro, M., Nicolaidis, A., and Viola, F.: Oil spill modeling assessment of the 2021 Syrian oil spill using SAR imagery and multi-forcing forecasts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1573, https://doi.org/10.5194/egusphere-egu23-1573, 2023.

EGU23-2235 | Posters on site | OS4.8

Modeling the operational oil spills from shipping in the Adriatic Sea 

Svitlana Liubartseva, Giovanni Coppini, Giuseppe Verdiani, Teresa Mungari, Francesco Ronco, Mariantonietta Pinto, Giusi Pastore, and Rita Lecci

In the present work, we focus on chronic oil pollution from ships since even small amount of toxic oil compounds has immediate adverse biological effects. Moreover, routinely released hydrocarbons tend to cumulatively exceed volumes of the largest historical oil spills.

We perform stochastic simulations of virtual oil spills from ships in the Adriatic 2017–2020 applying the EMODnet vessel densities as a proxy for starting locations. MEDSLIK-II oil spill model is run using the high resolution (1/24 degree) currents and sea surface temperature provided by the Copernicus Marine Service and the ECMWF winds with a horizontal resolution of 1/8 degree.

Chronic exposure to operational oil spills is reported in terms of hazard indices for 5 vessel groups: (1) the pleasure and passenger ships that comprise ~47.2% of the total number of ships in the model domain; (2) cargo and service vessels with a contribution of ~24.2%; (3) fishing fleet with ~21.5%; (4) tankers with ~5.9%; and (5) remaining ships with ~1.2%.

The highest hazard indices from all ships are found in the northernmost part of the basin and along the coastlines of Italy, Croatia, and Slovenia. Near several major ports (Trieste, Koper, Venice, Split, Rijeka, Pescara, Brindisi, Durres, Zadar, Šibenik, and Dubrovnik), they are also elevated at the sea surface and on the coastlines. Conversely, the southern Adriatic exhibited the lowest values of hazard indices.

Comparative analysis of the integrals over the territorial waters of Italy and Croatia shows that the Croatian coastal waters are more chronically polluted than the Italian ones, despite their host less ships than the coastal waters of Italy. The reason for such an inconsistency is probably related to the differences in efficiency of circulation when the pollution from ships quickly dissipates along the Italia coast and tends to stagnate near the Croatian coast. Cargo and service ships are identified to be the main polluters in the Italian coastal waters. While in the Croatian coastal waters, most of the oil is received from the pleasure and passenger ships, particularly, from coastwise shipping. Offshore waters are found to be significantly less polluted than the coastal ones, with the main contribution from fishing, cargo and service vessels.

The results obtained can be considered representative of future events since the vessel density distribution and the amount of oil operationally spilled are assumed to be typical of the present state and not to change dramatically in the future. The historical meteo-oceanographic datasets 2017–2020 used are supposed to correspond to a realistic sample of possible weather and sea state conditions. The hazard indices computed can be used to improve the strategy of satellite and aerial surveillance, in-situ sampling, and ecotoxicological research in the Adriatic.

The presentation summarizes the results obtained in the framework of the FIRESPILL Project (Fostering Improved Reaction of cross-border Emergency Services and Prevention Increasing safety LeveL) funded under the Interreg V-A Italy-Croatia CBC 2014–2020 Programme (AP2–Security and Resilience).

How to cite: Liubartseva, S., Coppini, G., Verdiani, G., Mungari, T., Ronco, F., Pinto, M., Pastore, G., and Lecci, R.: Modeling the operational oil spills from shipping in the Adriatic Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2235, https://doi.org/10.5194/egusphere-egu23-2235, 2023.

EGU23-2333 | ECS | Posters on site | OS4.8

Sources of marine debris for Seychelles and other remote islands in the western Indian Ocean 

Noam Vogt-Vincent, April Burt, David Kaplan, Satoshi Mitarai, Lindsay Turnbull, and Helen Johnson

Vast quantities of debris are beaching at remote islands in the western Indian Ocean, despite minimal or zero local sources of pollution. We carry out marine dispersal simulations, informed by observations, incorporating currents, waves, winds, beaching, and sinking, for both terrestrial and marine sources of debris, to predict where this debris comes from. Our results show that most terrestrial debris beaching at these remote western Indian Ocean islands drifts from Indonesia, India, and Sri Lanka, although we also find evidence that a large fraction of bottles polluting these islands may have been discarded from fishing vessels and ships transiting the Indian Ocean. Abandoned, lost or otherwise discarded fishing gear (ALDFG) associated with purse-seine fisheries likely originates from within the western Indian Ocean, but ALDFG from longline fisheries may be sourced from further afield. Debris accumulation rates at Seychelles are likely seasonal, peaking during February-April. This pattern is driven by monsoonal winds and may be amplified during positive Indian Ocean Dipole and El-Nino events. We make suggestions for future beach clean-up operations, and also recommend that observational campaigns intending to identify sources of debris accumulating at remote islands should either target beaches that are not subject to regular clean-ups, or monitor accumulation over multiple years. Our results underline the vulnerability of small island states to marine plastic pollution, and are a crucial step towards improved management of the issue. The trajectories used in this study are available for download, and our analyses can be rerun under different parameter choices.

How to cite: Vogt-Vincent, N., Burt, A., Kaplan, D., Mitarai, S., Turnbull, L., and Johnson, H.: Sources of marine debris for Seychelles and other remote islands in the western Indian Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2333, https://doi.org/10.5194/egusphere-egu23-2333, 2023.

Plastic debris in the oceans is a major environmental concern that knows no borders. This material, which is the result of poor waste management on land, is spread across the ocean over long distances and over long periods of time. When macroplastics (those larger than 5 mm) break down through mechanical and chemical processes, they become microplastics. It is difficult to estimate the extent and predict the behavior of these tiny pieces of plastic, but their presence in a variety of organisms, including mollusks and humans, has raised concerns about the potential consequences, which are not yet fully understood but are believed to be significant. To address this problem at a global scale, it is important to identify and quantify the sources of plastic waste that end up in the ocean. We use a validated Lagrangian model (Cloux et al., 2022) to track floating particles coming from potential sources. We studied three types of sources along the Atlantic coast of Spain: rivers, land-based points, and maritime traffic. Over a 7-year period, we analyzed the concentrations of these plastics in the open seas. Our results showed that a significant contribution comes from these sources, both at short and medium distances from the coast. If we consider the fact that some of the simulated particles get washed up on the shore, the concentration of particles near the coast is even higher in certain locations and the concentrations at medium distances are reduced.  Considering semi-enclosed areas, the influence of seasonality was studied for the Bay of Biscay, the Gulf of Cadiz and the Alboran Sea.  The presence of particles in each zone varies between warm and cold seasons, depending on the dynamics of the zone.  The results of this study are under review processes (Cloux et al., n.d.).

 

Cloux, S., Allen-Perkins, S., de Pablo, H., Garaboa-Paz, D., Montero, P., & Pérez-Muñuzuria, V. (2022). Validation of a Lagrangian model for large-scale macroplastic tracer transport using mussel-peg in NW Spain (Ría de Arousa). Science of The Total Environment, 822, 153338. https://doi.org/10.1016/j.scitotenv.2022.153338

Cloux, S., Pérez-Pérez, P., de Pablo, H., & Pérez-Muñuzuri, V. (n.d.). A Regional Lagrangian Model to Evaluate the Dispersion of Floating Macroplastics in the North Atlantic Ocean from Different Types of Sources in the Iberian Peninsula. Available at SSRN 4306128.

How to cite: Cloux, S., Pérez, P., de Pablo, H., and Pérez-Muñuzuri, V.: A Regional Lagrangian Model for Assessing the Dispersion of Floating Macroplastics from Different Source Types over the Iberian Peninsula in the North Atlantic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2578, https://doi.org/10.5194/egusphere-egu23-2578, 2023.

EGU23-2815 | Posters on site | OS4.8

Making use of multi-sensor satellite imagery for oil spill observation and oil drift monitoring 

Tran Vu La, Ramona-Maria Pelich, Marco Chini, Yu Li, and Patrick Matgen

Over the last ten years, satellite imagery has become one of the most effective means to observe offshore oil spills, especially over a large area, thanks to their high spatial resolution and wide swath coverage. In particular, the use of images acquired by multi-sensors, including Synthetic Aperture Radar (SAR), optical, and visible/near-infrared, allows not only to early and quickly detect oil spills but also to monitor oil drift in short-terms (several hours) and long-terms (one or two days). Such approach has not been assessed in-depth in previous studies probably due to the lack of satellite data. A case study was presented in [1] to observe the movement of oil slicks through the combination of data acquired by SAR satellites, SAR airborne system, optical instrument, and in-situ observations. However, it is very complicated to implement such method for the other cases of oil spills since it requires many different platforms and sensors that are not systematically available. Therefore, this paper focuses uniquely on the collocation of sequential images acquired by various satellite sensors (SAR and optical) for oil drift monitoring in short-terms (several hours) and long-terms (up to 24–36 hours).

For instance, to observe oil spills caused by a wrecked ship offshore Corsica (France) in Oct. 2018, we combine the images acquired by Sentinel-1 SAR (Oct. 8, 2018, 05:27:57 UTC, 17:21:45 UTC; Oct. 9, 2018, 17:14:27 UTC), Sentinel-2 optical sensor (Oct. 9, 2018, 10:20:21 UTC), and Radarsat-2 SAR (Oct. 9, 2018, 04:04:15 UTC). The techniques of oil spill detection from SAR and optical images are different. They are based on an advanced image processing procedure that will be presented at the conference. Due to the time lags between these images, we can estimate the movement of the detected oil slicks in terms of distance, velocity, and direction for 6, 12, 24, 36 hours of observation. Finally, we compare the oil drift results with the hourly data of met-ocean variables (surface wind and current) to assess the impact of the latter on oil drift. Surface wind fields (0.25° × 0.25° grid) and current vectors (0.083° × 0.083° grid) are extracted from the ERA-5 [2] and CMEMS [3] reanalysis data, respectively.

[1] C. Brekke, M. M. Espeseth, K.-F. Dagestad, J. Röhrs, L. R. Hole, and A. Reigber, “Integrated analysis of multisensor datasets and oil drift simulations—a free-floating oil experiment in the open ocean,” J. of Geophysical Research: Oceans, vol. 126, e2020JC016499, 2021, doi: 10.1029/2020JC016499.

[2] H. Hersbach et al., “ERA5 hourly data on single levels from 1959 to present,” Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on <05-12-2022>), 10.24381/cds.adbb2d47, 2018.

[3] Global Ocean 1/12° Physics Analysis and Forecast updated Daily (Accessed on <05-12-2022>), doi: 10.48670/moi-00016.

How to cite: La, T. V., Pelich, R.-M., Chini, M., Li, Y., and Matgen, P.: Making use of multi-sensor satellite imagery for oil spill observation and oil drift monitoring, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2815, https://doi.org/10.5194/egusphere-egu23-2815, 2023.

Marine plastic floating on the sea surface is a major environmental problem. The present study
investigated the potential transport patterns of floating marine litter and areas of its
accumulation in the Baltic Sea by using a hydrodynamic model coupled with a particle-tracking
model (Parcels). Mapping of marine plastic debris distribution in 2017–2018 revealed that the largest
plastic accumulation area is between latitude 59° and 61°, which includes the Northern Baltic
Proper, Archipelago Sea, and the Gulf of Finland. The floating plastic spreads from the largest
plastic pollution site River Vistula to the waters of all the countries around the Baltic Sea.

How to cite: Stips, A., Macias, D., and Parn, O.: Determining the distribution and accumulation patterns of floating litter using  modelling tools in the Baltic Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3083, https://doi.org/10.5194/egusphere-egu23-3083, 2023.

EGU23-5062 | Orals | OS4.8

Quantification and characterizations of plastic debris ingested by sea turtles in Korean waters 

Sang Hee Hong, Yelim Moon, Gi Myung Han, Won Joon Shim, Sung Yong Ha, Il-Hoon Kim, and Hae-Rim Lee

Global production of plastics has steadily increased since 1950s. As a result, plastics are the most abundant type of marine debris on seafloor and coastal beach, and the prevalence of marine debris has detrimental impact on marine wildlife. The Convention on Biological Diversity (CBD, 2012) estimated that over 80% of adverse environmental impacts on marine life are associated with plastic debris. It is important to build up information on the amount and characteristics of plastic debris that damage marine species to devise strategies and set priorities to reduce their adverse impacts on marine life. This study investigated plastic debris ingested by sea turtles stranded, floating, or by-captured from 2012 to 2022 in the Korean coastal waters. The quantity, shape, color, size, origin, and polymer type of plastic debris (> 1 mm) ingested by sea turtles were analyzed after being sorted from gastrointestinal (GI) tract of 71 turtles: 41 loggerheads, 24 greens, 3 leatherbacks, 2 olive ridleys, and 1 hawksbill turtle. We found a very high frequency of occurrence of plastic debris in GI tract of sea turtles; 100% for greens, 83% for loggerheads, 67% for leatherbacks, 50% for olive ridleys, and 100% for hawksbill. The overall amount of plastics were in the range of 0-1.31 g/kg turtle (0-229 pieces/turtle). The ingested debris tended to be films and fibers (> 74%), light in color (white and transparent; > 60%), and light polymers (polyethylene, polypropylene, polypropylene[poly(ethylene:propylene)], expanded polystyrene; > 90%). Single-use or fishery-related plastics such as filmed packaging, plastic bags, twine, net, and rope were frequently found. Some debris were labeled with Korean (n=14), Chinese (n=10), English (n=2), and Vietnamese (n=1). The shape and origin of ingested debris varied between loggerhead and green turtles. Green turtles ingested commonly fibers (47%) such as rope, twine, and net. Conversely, loggerheads ingested frequently films (45%) such as plastic bag, and packaging. The difference in ingested plastics between greens and loggerheads may be related to feeding habit and geographical range of movement of each species. This study implies that sea turtles inhabiting around the Korean waters are severely affected by marine plastic debris, and that waste management of single-use and fishery-related plastics should be the top priority to effectively reduce the adverse impact of plastic debris on sea turtles.

How to cite: Hong, S. H., Moon, Y., Han, G. M., Shim, W. J., Ha, S. Y., Kim, I.-H., and Lee, H.-R.: Quantification and characterizations of plastic debris ingested by sea turtles in Korean waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5062, https://doi.org/10.5194/egusphere-egu23-5062, 2023.

EGU23-5089 | ECS | Posters on site | OS4.8

State-of-the-art modeling the interaction between microplastic and the low-trophic level marine biota 

Anastasia Angela Biancardi, Enrico Zambianchi, Giovanni Coppini, and Svitlana Liubartseva

Starting our work on model-based coupling microplastic (MP) and the low-trophic level marine biota, we present a contemporary overview of existing models, both the Lagrangian and Eulerian ones.

MP biofouling has been modeled by Kooi et al. (2017), who develop a 1D Lagrangian model to describe size- and density specific vertical motion of MP. They have found that

  • Denser particles settle sooner than the less dense particles when they have the same size.
  • The settling velocity decreases with decreasing particle size.
  • MP particle can oscillate due its buoyancy controlled by biofouling. MP density is balanced by the source-and-sink terms in a biofouling equation for algae attached to the MP surface.
  • Oscillation periods increase with decreasing particle size.

 

Lobelle et al. (2021) improve the Kooi et al. (2017) model developing a 3D Lagrangian model with horizontal and vertical advection. They consider a global distribution of MP of different size and density and note that the timescale is largely size-dependent as opposed to density dependent.

Finally, Fischer et al. (2022) modify the physics part of the model by Lobelle et al. (2021), focusing on the vertical movement, both vertical advection and vertical turbulence diffusion. Additionally, they add two loss terms in the biofouling equation. They conclude that the vertical movement of particles is mainly affected by wind induced mixing within the upper mixed layer and by biofilm dynamics in the deep ocean.

Biofouling as a possible mechanism of the MP removal from the surface has been incorporated into a 3D Lagrangian model for 6 size classes of MP (Tsiaras et al., 2021). In the water column, a sub-surface maximum in MP abundance is obtained, with increasing contribution of smaller particles in deep layers.

MP has been embedded in a biogeochemical 3D Euler model by Kvale et al. (2020), who consider the processes of MP aggregation in sinking marine snow and faecal pellets in the global ocean. In the subsequent work (Kvale, 2022), a two-way coupling developed in the model allows finding a way of the MP influence on global marine carbon cycling and climate.

Biofouling, the MP transport by marine snow and fecal pellets have been simulated by Berezina et al. (2021), who incorporate MP into a biogeochemical 2D Euler model with translational symmetry. They reveal that the so-called “biological pump” (or vertical transport of MP by marine snow and fecal pellets) can be one of the important drivers controlling the distribution of MP in the water column and bottom sediments in the Oslo Fjord.

A new Lagrangian model that we plan to implement in the future will help to advance our understanding of biota-mediated processes in MP transport and fate in the Mediterranean Sea.

How to cite: Biancardi, A. A., Zambianchi, E., Coppini, G., and Liubartseva, S.: State-of-the-art modeling the interaction between microplastic and the low-trophic level marine biota, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5089, https://doi.org/10.5194/egusphere-egu23-5089, 2023.

EGU23-5893 | Orals | OS4.8

A laboratory experiment on the effect of waves on the transport and dispersion of macro, meso, and microplastics in the surf zone 

Paula Núñez, Alessandro Romano, Javier García-Alba, Margot Sánchez, Andrés P. Mendoza, Ana J. Abascal, Andrés García, Cesar Vidal, Giovanni Besio, and Raúl Medina

Plastic debris is currently a significant threat to marine and coastal ecosystems. Most previous research focused on the behavior of drifting macro and mesoplastics on global and regional ocean scales. Furthermore, a few more recent studies provide some first insights into the microplastic dispersion in coastal areas. These studies found that waves and wind, as well as the density, size, and shape of microplastics, drive their transport and dispersion in coastal areas; however, they point to the need for a more extensive characterization. This laboratory study assesses the effect of waves and wave-induced currents on the input rate from land to sea and on the cross-shore transport and dispersion of different types of plastic debris, including the macro and mesosizes, in addition to microplastics. A total of 15 types of plastic debris characterized by different sizes, shapes, and densities, including face masks, were analyzed under regular and irregular wave conditions. The results show that the input rates and transport of plastic debris in the marine environment depend on the position they acquire in the water column, which is related to the terminal velocities and the wave steepness. A higher input rate from the beach was found for plastic materials moving closer to the sea bottom and under less steep wave conditions, as these conditions allow items to escape from coastal entrapment. Furthermore, greater onshore transport was observed for plastic debris that showed greater buoyancy under steeper wave conditions. Regarding the cross-shore distribution, the heaviest plastic debris that managed to be transported accumulated in the breaking zone, while the buoyant elements showed a predominant accumulation closer to the shoreline.

How to cite: Núñez, P., Romano, A., García-Alba, J., Sánchez, M., Mendoza, A. P., Abascal, A. J., García, A., Vidal, C., Besio, G., and Medina, R.: A laboratory experiment on the effect of waves on the transport and dispersion of macro, meso, and microplastics in the surf zone, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5893, https://doi.org/10.5194/egusphere-egu23-5893, 2023.

EGU23-5971 | ECS | Posters on site | OS4.8

Modelling the transport of microplastic pollution across the Antarctic Circumpolar Current 

Daniel R Wilson, Katy L Sheen, James R Clark, Sally E Thorpe, and Emma F Young

Microplastic pollution is a ubiquitous marine environmental contaminant that is found in all the world’s oceans. The Southern Ocean is not exempt from microplastic pollution, with numerous studies reporting microplastics to be present in the region, including south of the Antarctic Circumpolar Current (ACC). However, the challenges involved in collecting data on microplastic pollution in the Southern Ocean mean there are large areas of the Southern Ocean where microplastic pollution levels are largely unknown. In addition, the processes and resulting transport pathways that move microplastic pollution across the ACC into the highly sensitive Antarctic marine ecosystem are not yet well understood.

To tackle these knowledge gaps, we use a modelling approach to simulate the transport pathways of microplastic in the Southern Ocean, with a specific focus on cross-ACC transport. Specifically, we use the Lagrangian particle tracking framework OceanParcels, forced with ocean velocity fields from a Southern Ocean configuration of NEMO-LIM3 with 1/12॰ horizontal resolution. This model set up, which includes the effect of Stokes drift and sub-grid scale diffusion alongside underlying ocean currents, has allowed us to identify key regions where surface microplastic pollution may cross the ACC and potential hotspots of microplastic accumulation along the Antarctic coastline. We describe seasonal and inter-annual variability in microplastic transport through analysis of 22 years of model output, and suggest potential drivers of this variability. The results of our study will inform future field research into microplastic pollution in the Southern Ocean.

How to cite: Wilson, D. R., Sheen, K. L., Clark, J. R., Thorpe, S. E., and Young, E. F.: Modelling the transport of microplastic pollution across the Antarctic Circumpolar Current, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5971, https://doi.org/10.5194/egusphere-egu23-5971, 2023.

EGU23-7580 | ECS | Posters on site | OS4.8

Simulating the impact of estuarine fronts on microplastic concentrations in well-mixed estuaries 

Nia Jones, Peter Robins, and Simon Neill

Oceanic and coastal fronts are well-documented as accumulators of microplastic debris; however the impact of estuarine fronts and their associated secondary flows on microplastic concentrations are less well-known. An investigation into the dynamics of microplastic behaviour within estuarine systems will allow for a greater understanding of plastic retention and exportation to coastal and offshore environments. This study combines high resolution modelling of estuarine processes with realistically parameterized microplastic particles to determine local exposure levels, residence times and temporal variability. 

We present a validated, three-dimensional, D-Flow Flexible mesh (D-Flow FM) model of a well-mixed estuary (Conwy Estuary, Wales, UK), demonstrating the regular development of an axial convergent front following high tide. A Lagrangian particle tracking model has been applied to simulate the behaviour of microplastic in these frontal systems and analyse how this behaviour may change as a response to various river discharge levels and tidal phases. The results of the ocean model and Lagrangian particle tracking model will be presented. 

Understanding how estuarine fronts impact microplastic concentration and dispersal within estuaries will increase the accuracy of modelling and in-situ estuarine microplastic studies alike, helping to quantify the contribution of well-mixed estuaries to regional and global microplastic budgets, and bridging the gap between terrestrial and marine environments.

How to cite: Jones, N., Robins, P., and Neill, S.: Simulating the impact of estuarine fronts on microplastic concentrations in well-mixed estuaries, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7580, https://doi.org/10.5194/egusphere-egu23-7580, 2023.

EGU23-8189 | Orals | OS4.8

Microplastic monitoring and data quality assessment for effective model error evaluation 

Jens Murawski, Jun She, and Vilnis Frishfelds

The assessment of microplastic pollution in the marine environment is a requirement for the evaluation of the present situation and development of efficient combatting strategies. In combination with model based transport assessments, the monitoring of microplastics provides a tool for the assessment of the overall budget for the entire Baltic Sea and sub-basins. Furthermore, monitoring data sets can be used to evaluate the model performance in capturing spatial and seasonal pattern of marine pollution. Currently, the scope of microplastic monitoring is quite limited, which is why it is an important issue to control the quality of the available datasets and to derive useful indicators from the available data. Our study of single source data sets, with improved error statistics compared to multi source data sets, shows that the mean sampling error is still relatively high, about 40%–56%, which has been estimated using replicate samples. The lack of surface flow correction when using mantra net or trawl methods introduces and additional 12% uncertainty. When compared to model data, additional uncertainties come into play, related to the model characterization of microplastics as a set of spherical particles with a given density and diameter, which differs fundamentally from the broad range of values occurring in nature. It is therefore important to derive useful indicators from the measured and monitored data sets before attempting to validate the model. In our presentation, we will detail the assessment of sampling errors and provide an overview over the extent of microplastic monitoring assessed in the CLAIM project for the Baltic Sea. The collected data set was used to evaluate the quality of DMI’s microplastic transport model in reproducing spatial and seasonal patterns. The database of the model-observation assessment covers the 6 years period 2014-2019, with regular monitoring data sets in the eastern Baltic Sea being available since 2016. Finally, we discuss recommendations that could help to reduce sampling errors and derive indicators that are useful for a quality assessment of microplastic models. Aim is the development of operational modelling and monitoring capabilities for marine microplastic pollution.  

How to cite: Murawski, J., She, J., and Frishfelds, V.: Microplastic monitoring and data quality assessment for effective model error evaluation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8189, https://doi.org/10.5194/egusphere-egu23-8189, 2023.

The main problem of characterizing the spatial distribution and variability of the marine litter (ML) in seas and oceans is the scarcity of observations. ML sampling campaigns are usually concentrated near coastal regions and are carried out during spring – summer months, when the navigation conditions are more favorable.  As a result, the spatial and temporal resolution of the observations does not allow a statistically robust description of the ML average distribution and time evolution. Considering the limited resources and the high cost of the observation campaigns, developing an optimized sampling strategy is a key step to capitalize resources and obtain a robust ML characterization.

This study analyzes the temporal and spatial requirements that a sampling should fulfill to obtain accurate estimates of ML concentration in different areas of the Mediterranean Sea. Provided that there are not enough observations to define the underlying statistics of ML concentration we use the outputs of a realistic numerical model as a synthetic reality. Then, we conduct several Monte Carlo experiments simulating different sampling strategies on the model data to obtain the mean ML concentration in a certain region. The spread of values from the ensemble of Monte Carlo members is considered as the uncertainty associated to the estimated mean. Our results suggest that for the same number of observations (i.e. the same observational effort), is better to maintain long observational records rather than to intensify the sampling (i.e. reducing the sampling interval). If the spatial distribution of ML is aimed at, the required spatial density of the sampling depends on the characteristic correlation length scale. Therefore, those regions where the ML concentration structures are larger would require less dense observational samplings.

How to cite: Soto-Navarro, J. and Jordà, G.: Observations requirements for marine litter concentration characterization in the Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8584, https://doi.org/10.5194/egusphere-egu23-8584, 2023.

EGU23-10600 | Orals | OS4.8

Assessment of Microplastic Abundance and Discharge from Greywater of Ships 

Yu Lee Jang, Jongwook Jeong, Soeun Eo, Sang Hee Hong, and Won Joon Shim

Greywater drained from showers, washbasins, laundry, and dishwashers can be discharged to the sea without further treatment unless in no discharge zone. In 2021, International Maritime Organization indicated greywater generated from ships as one of the possible sources of sea-based microplastics. However, there are only a few studies on microplastics in greywater, most of which have used the scientific literature for statistical estimation of the amount of microplastics in cruise ships. It is necessary to evaluate the amount of microplastics in real ships’ greywater for accurate calculation of emission. This study aims to measure microplastics in a ship’s greywater by its usage and to estimate the preliminary global emission of microplastics from a ship’s greywater discharge into the ocean.

Greywater was collected in three different holding tanks at 5-day intervals from a research vessel Onnuri of Korea Institute of Ocean Science and Technology (1,370 tons) before and during the cruise for 18 days (April 21–May 9, 2022) with 33 persons on board. A total of 83 m3 of greywater was generated during the cruise. The average microplastic abundance was 135,563±87,141 n/m3 (range: 60,500–322,500 n/m3) in greywater. There were no significant differences in the abundance of microplastics in greywater usage (mainly galley, laundry and shower, and cabin washbasin). The level of microplastics in greywater in this study was several orders of magnitude higher than those in effluents from terrestrial wastewater treatment plants in the literature.

The greywater generation rate during navigation was 0.15 m3/person/day, which was comparable to previous studies with various types of ships. The greywater sub-flows accounted for 51%, 17%, and 32% of tank A (drained from the galley and 5 cabins with showers), tank B (18 cabins, 2 laboratory rooms, and 4 washbasins), and tank C (laundry, shower, and washbasin), respectively. The number of microplastic from total greywater was highest in tank C (44%), followed by tank A (29%) and tank B (18%). However, there was no difference in the number and mass of microplastics. The annual microplastic load in greywater from R/V Onnuri was estimated to be 1.2ⅹ108 n/year or 91 g/year. Based on the greywater microplastic emission factor abundance in this study, it is estimated that about 28ⅹ1012 particles or 13–29 tons of microplastics could enter the global oceans from greywater of global fleets (>100 gross tonnages) in a year.

How to cite: Jang, Y. L., Jeong, J., Eo, S., Hong, S. H., and Shim, W. J.: Assessment of Microplastic Abundance and Discharge from Greywater of Ships, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10600, https://doi.org/10.5194/egusphere-egu23-10600, 2023.

EGU23-10694 | ECS | Posters on site | OS4.8

Occurrence and Characteristics of Microplastics in in a Ship’s Greywater According to Usage Patterns 

Jongwook Jeong, Yu Lee Jang, Soeun Eo, Sang Hee Hong, and Won Joon Shim

Marine microplastics are a global environmental issue. However, there are still large data and knowledge gaps in microplastics from sea-based sources. One of the concerned sea-based microplastic sources is ships' greywater discharge. Greywater generated from galley, laundries, showers, and washbasins in a ship can be discharged directly to the sea without treatment. In this study, we present the sampling approach of greywater and information about the abundance and characteristics of microplastics. To our knowledge, it is the first attempt to determine microplastic abundance and characteristics in ships' greywater according to its use categories (galley, laundry and shower, and cabin washbasin). Greywater samples were collected from three different holding tanks (tanks A, B, and C) at R/V Onnuri of Korea Institute of Ocean Science and Technology (KIOST). To enable the sample collection, the discharge system was converted to manual discharge and an additional pump and valve were installed on the pipeline connected to each tank. Greywater was sampled when the vessel was at anchor (1st sample) and during the research cruise (2nd sample). For the 1st sample, a grab sampling was conducted and for the 2nd sample, samples were collected at 5-day intervals. Semi-automated FTIR analysis was conducted for microplastic identification. During the analysis, fiber bundles composed of polyester (PES) and polypropylene (PP) were detected. Bundles were counted as one individual particle or composing particles were counted individually, if possible. The highest microplastic abundance was found in tank C from the laundry and shower room in which a large number of microfibers such as PES fibers were detected. The average microplastic abundances were 149,660±77,574 n/m3 (62,000–209,600 n/m3) in 1st sample and 135,563±87,141 n/m3 (75,000–177,667 n/m3) in 2nd sample. The microplastic abundances were similar and this can be attributed to the fact that people use the ship's facilities where greywater can be generated even while at anchor. In addition, not only the generation of microplastics but also greywater could be large during navigation. Though the microplastic abundances were similar in 1st and 2nd samples, a greater variety of polymers were detected in 2nd sample (25 types) than in 1st sample (15 types). Polymers used in paint were also highly detected in the 2nd sample (8%) than in the 1st sample (2%). This might be due to more diverse activities took place on the deck and inside the ship during the research activity than when at anchor. Fibers were more dominant in 2nd sample (66%) than in 1st sample (25%). This may be because more people use washing machines while sailing than at anchor. In addition, since many cabins are occupied during the research cruise than when at anchor, washing in cabins and fibers detached from fabrics from people’s activity during navigation might have contributed to relatively higher PES fiber composition in 2nd sample. The results of this study would be useful in understanding the sea-based microplastic pollution through ship’s greywater, and for estimation of the microplastic emission from ships to the marine environment.

How to cite: Jeong, J., Jang, Y. L., Eo, S., Hong, S. H., and Shim, W. J.: Occurrence and Characteristics of Microplastics in in a Ship’s Greywater According to Usage Patterns, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10694, https://doi.org/10.5194/egusphere-egu23-10694, 2023.

During an expedition in January 2020, nanoplastics were sampled at a depth of -5170m over Cape Basin in the South Atlantic Ocean. Using photo-induced force microscopy, it was identified that these were polyethylene terephthalate (PET) particles with an approximate diameter of 50 nm at different stages of degradation. Using a state-of-the-art Lagrangian 3D simulation that includes an idealized fragmentation scheme, we backtracked virtual particles from the sampling location to establish the possible origins of the PET nanoplastics. We performed several simulations with different fragmenting timescales, for 13 years from the date of sampling, using the GLO12V3R1 hydrodynamic data from Copernicus Marine Environment Monitoring Service. We found that the nanoparticles (smaller than 1μm) could not have fragmented into nanoplastics at the surface and reached the sampling location within 13 years. The most likely scenario is that these particles started to sink from the surface as microplastics (larger than 1μm) and then fragmented in the water column far from the surface. This suggests that the fragmentation happened through processes like slow thermal oxidative degradation or hydrolysis and not photodegradation. We also found that less than 0.2% of the virtual particles came from the coast and that the fragmentation timescale prescribed to the modelled particles, affects how they drift in the ocean by controlling the time they drift at different depths. This study contributes to understanding the fate and sources of nanoplastics suspended deep in the ocean.

How to cite: Pierard, C. and van Sebille, E.: Identifying the Origins of PET Nanoplastics in the Abyssal South Atlantic Using Backtracking Lagrangian Simulations with Fragmentation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11162, https://doi.org/10.5194/egusphere-egu23-11162, 2023.

EGU23-11561 | Posters on site | OS4.8

The Cretan Sea oil spill Digital Twin pilot for the ILIAD Digital Twin of the Ocean 

Katerina Spanoudaki, George Kozyrakis, Vassiliki Metheniti, Antonios Parasyris, and Nikos Kampanis

The world’s oceans have been studied and monitored for many decades to enhance our understanding. In today’s world, with the explosion of new data provided by many different Earth observation sources and the availability of advanced computing infrastructures (cloud computing, HPC, IoT, Big Data), creating a digital representation of the ocean is becoming a reality. The EC recently funded the H2020 ILIAD project, which aims at establishing an interoperable, data-intensive Digital Twin of the Ocean (DTO). The ILIAD DTO will integrate real-time sensing of ocean variables, state-of-the-art high-resolution models, modern data analytics and digital infrastructures to create virtual representations of physical processes and understand their behaviour, anticipating and predicting their response to simulated events and future changes. ILIAD will enable an ecosystem of interoperable DTOs, integrating the plethora of existing EU Earth Observing and Modelling Digital Infrastructures. It will fuse a large volume of diverse data and will enhance ocean data infrastructures with additional observation technologies and citizen science.  ILIAD will provide a virtual environment representing the ocean, capable of running predictive management scenarios and will utilize Big Data analytics for forecasting of spatiotemporal events and pattern recognition. Several DT pilots will be undertaken in several key thematic areas such as offshore wind energy, wave and tidal energy, biodiversity assessments, marine pollution and more. 

The current work presents ongoing activities for a coastal, high-resolution Digital Twin pilot for Cretan Sea, to be demonstrated in the frame of ILIAD project. The pilot focuses on oil spill pollution monitoring and forecasting. The DT environment combines high-resolution forecasting services based on numerical weather (WRF), hydrodynamic (NEMO), sea state (WAVEWATCH III) and particle tracking models (MEDSLIK-II), enhanced by the integration of  Sentinel data and real-time observations from novel, low cost current and waves meters, drifting trackers, as well as citizen science. WRF model is applied for forecasting of meteorological variables at  ̴ 3 km resolution by dynamic downscaling of coarser resolution climatic modelling forecast data (NOAA’s GFS). This way, higher computational accuracy is achieved over Cretan Sea, thus revealing finer wind scales phenomena. The downscaled weather forecasting data are used to force NEMO and WAVEWATCH III, to obtain high-resolution forecasts of important marine parameters, such as sea currents, temperature, salinity and waves over a fine grid of   ̴ 1 km for the coastal area of Crete. For oil spills, the DT of Cretan Sea will integrate operational analysis of Sentine-1 images, triggering MEDSLIK-II oil spill model once an oil spill event or anomaly is identified. Adjusting forecasts to observations by reinitialising the model with updated observational patterns will contribute to the forecast error growth being implicitly accounted for and minimized. The pilot DT virtual environment will allow on-demand simulations of predictive scenarios of oil spill events and response strategies.  

The aim of the Digital Twin is to aid the immediate response in case of accidental oil releases, minimize the damage and reduce the time for environmental recovery.

Acknowledgement: This research has received funding from the European Union’s H2020 RIA programme under GA No 101037643.

How to cite: Spanoudaki, K., Kozyrakis, G., Metheniti, V., Parasyris, A., and Kampanis, N.: The Cretan Sea oil spill Digital Twin pilot for the ILIAD Digital Twin of the Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11561, https://doi.org/10.5194/egusphere-egu23-11561, 2023.

EGU23-11835 | Orals | OS4.8

Qatar Peninsula's vulnerability to oil spills and its implications for the global gas supply 

Emmanuel Hanert, Essam Heggy, Thomas Dobbelaere, and Thomas Anselain

More than 20% of global liquefied natural gas (LNG) exports and almost all of Qatar’s drinking water production originate from three industrial sites within a few tens of kilometers on the eastern coast of Qatar’s peninsula. However, with the observed regional increase in maritime transport accidents, the vulnerability of those sites to major oil spills remains largely unquantified, let alone understood, due to complexities in forecasting and containing pollution in such shallow waters and harsh hyper-arid environments. To address this deficiency, we model the oil spill dispersal in the shallow maritime waters surrounding Qatar’s peninsula to identify which offshore areas and times of the year pose the most significant threat to both LNG export and seawater desalination facilities. By combining the outcome of our oil transport simulations with marine traffic data, we identify two high-risk areas, sizing up to ~15% of Qatar’s maritime exclusive economic zone, where the elevated oil pollution exposure is concentrated and can cause major disruptions to the above facilities. Our results suggest that the major LNG liquefaction terminal of Ras Laffan has the highest vulnerability to oil spills among all studied sites all year long. Moreover, the desalination plant to the North of Ras Laffan, producing 30% of the national water supply, has a seasonal vulnerability peaking up to an alarming level twice a year during spring and fall. The two other desalination plants located southeast of the peninsula have a lower vulnerability all year long. Furthermore, both LNG export and desalination facilities are found to be highly vulnerable to oil spills occurring outside of Qatar’s maritime borders, which could land in these vital infrastructures in less than two days. These delays are further reduced when considering the spill's arrival time near coastal waters shallower than 5 m depth, which are inaccessible to several large containment vessels. Therefore, we suggest that those two offshore high-risk areas be closely monitored with airborne and orbital SAR observations, providing early warning for oil spills that can severely disrupt the LNG exports from Ras Laffan, further aggravating the global gas crisis.

Reference:
Anselain T., E. Heggy, T. Dobbbelaere and E. Hanert (2023) Qatar Peninsula’s vulnerability to oil spills and its implications for the global gas supply, Nature Sustainability, in press, https://www.nature.com/articles/s41893-022-01037-w 

How to cite: Hanert, E., Heggy, E., Dobbelaere, T., and Anselain, T.: Qatar Peninsula's vulnerability to oil spills and its implications for the global gas supply, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11835, https://doi.org/10.5194/egusphere-egu23-11835, 2023.

EGU23-13780 | Posters on site | OS4.8

Influence of waves on the three-dimensional distribution of plastic in the ocean 

Thierry Huck, Raphaël Bajon, Nicolas Grima, Christophe Maes, Bruno Blanke, Camille Richon, and Xavier Couvelard

The world's oceans are confronted with plastic pollution, 80% of which is of terrestrial origin, flowing mainly from the mismanaged waste of coastal populations and to a less extent, from river discharge. To study the fate of this pollution, we follow the trajectories of neutral plastic particles released continuously in numerical ocean simulations with two realistic source scenarios defined according to poorly managed waste from coastal populations and river discharge. The trajectories are three-dimensional and calculated for a period of 24 years by the Ariane Lagrangian tool from ocean currents simulated by a ¼° global ocean general circulation model (NEMO). The important particularity of the present model is that it is coupled with the WaveWatch III (WW3) wave model and consequently represents the Stokes drift in a consistent manner. The results are compared to trajectories calculated with an uncoupled NEMO simulation in which the Stokes drift is simply not considered. The results show that microplastics (as neutral particles) accumulate at the surface in the subtropical convergence zones of the Ekman transport before penetrating to depth and being strongly dispersed around 200 to 300 m depth over 40 degrees of latitude. At the end of the simulation, about 5.3% of the microplastics remains at the surface in these convergence zones and near the emission regions for the wave-coupled model, whereas only 2% remains for the uncoupled model. Our results indicate that waves may increase the retention of neutral plastic particles at the surface by a factor of two to three because of the upward vertical velocities induced by the divergence of Stokes transport in the surface layers. Plastic surface concentrations are maximal in the North Pacific and Indian Ocean basins. This result is due to the large discharge fluxes surrounding these basins of the northern hemisphere. The Mediterranean Sea exhibits also highly concentrations in microplastics due to high coastal population densities. This work shows the strong influence of waves (and Stokes drift) on the transport of plastic particles in the oceans, both on the retention of particles at the surface, the importance and location of convergence zones, and on the dispersion of neutral plastics at depth.

How to cite: Huck, T., Bajon, R., Grima, N., Maes, C., Blanke, B., Richon, C., and Couvelard, X.: Influence of waves on the three-dimensional distribution of plastic in the ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13780, https://doi.org/10.5194/egusphere-egu23-13780, 2023.

EGU23-13936 | ECS | Posters on site | OS4.8

Do mangroves act as a secondary source of plastic during extreme events? 

Bradley Reed, Peter Robins, Jonathan Demmer, and Simon Neill

Marine plastic pollution is one of the most visible environmental problems in and around the coastal regions of South East Asia. To fully address the marine plastic pollution problem, there must be a source-to-sink approach, reducing litter at each stage of its pathway to the open ocean. Mangroves are an important and widespread ecosystem in South East Asia on the interface between terrestrial and marine environments, and a key habitat and nursery for a number of species. Mangroves have also been reported to trap plastic litter, potentially acting as secondary sources to coastal marine environments. The Philippines are particularly vulnerable to compound hydrological events due to the seasonal monsoon and typhoons which regularly cross the region. South East Asia is a complex region oceanographically and hydrologically with high loads of plastic litter being exported into the regional seas. To correctly estimate local plastic pollution budgets and understand the transboundary movement of plastic from land to sea, modelling studies must account for the different environmental drivers and strong seasonality of the region. 

Here, we present preliminary results of a modelling study investigating the impact of Typhoon Rai on the retention and contribution of plastic litter by mangrove ecosystems of Cebu Island, the Philippines. The results of a three-dimensional, hydrodynamic model (ROMS) with wind, tidal and wave forcing will be presented. Future plans to apply a Lagrangian particle tracking model informed by in-situ measurements to investigate the behaviour of plastic litter within this typhoon weather system will also be outlined. 

This will help to understand how plastic litter is retained or exported during extreme events around Cebu Island and assess the likelihood of mangroves to act like a temporary sink or secondary source during extreme and mean events. Understanding the role of mangroves under different environmental conditions could clarify another step in the source-pathway-sink model of plastic litter in the region. 

How to cite: Reed, B., Robins, P., Demmer, J., and Neill, S.: Do mangroves act as a secondary source of plastic during extreme events?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13936, https://doi.org/10.5194/egusphere-egu23-13936, 2023.

EGU23-15119 | Posters on site | OS4.8

Assurance offshore CO2 monitoring, a cross-disciplinary approach. 

Guttorm Alendal, Jerry Blackford, Stefan Carpentier, Dorothy J. Dankel, Marius Dewar, Sufyan El Droubi, Bjarte Fagerås, Sarah E. Gasda, Anna Olyenik, Abdirahman Omar, Rajesh Pawar, Katherine Romanak, Darren Snee, Sigrid E. Schütz, and Parisa Torabi

Formulating appropriate monitoring programs for offshore geological CO2 storage projects, from either a regulatory or operator viewpoint, is difficult to achieve without a properly quantified cost-benefit analysis of what that monitoring could and should achieve. In addition, communicating risks and uncertainties is a challenge for offshore storage projects, and tools assisting in dialogue with stakeholders, governments and public at large will be of value.   

The monitoring programs will have a role in communicating risks and benefits for storage projects and assure against unjustified accusations for having adverse environmental effects but cannot be seen in isolation from the multi-leveled CCUS (Carbon Capture, Usage and Storage) management systems. 

Evaluations of CO2 storage monitoring techniques usually aim to determine the suitability to user‐defined project scenario (e.g., IEAGHG monitoring selection tool, https://ieaghg.org/ccs-resources/monitoring-selection-tool) or to assess the availability of sensors that can measure variables that are likely to fluctuate under a seepage scenario, or processes that are sensitive to CO2-related stress. Less focus has been on how they perform relative to regulatory requirements, cost efficiency, and user friendliness.  

We can use observations and models to characterise the natural variability of the marine system, or the noise from which an anomalous signal must be detected. We can use models to simulate hypothetical leak events thereby defining the monitoring target(s). We have algorithms that assess the cost-benefit of a range of anomaly criteria – i.e., a signal that would provoke a more concerted monitoring campaign and finally algorithms that can derive the optimal deployment strategy – i.e., where to monitor and when. The challenge is to collate these abilities into a coherent whole, which then allows the presentation of an evaluated monitoring system that can be judged against regulatory and societal expectations. 

We outline the approach chosen in the ACTOM project (https://actom.w.uib.no) to develop procedures for design and execution of appropriate, rigorous, and cost-effective monitoring of offshore carbon storage, aligning industrial, societal, and regulative expectations with technological capabilities and limitations. 

The ACTOM toolbox is capable of simulating “what if” seep scenarios, as well as monitoring deployments, that can be used to deliver environmental impact assessments as required under the CCS (Carbon Capture and Storage) and EIA directives. As a result, recommended monitoring strategies could be delivered autonomously and be dependent on established generic operational marine simulation models, both factors reducing costs.  

We will demonstrate use of the toolbox on three sites in the Gulf of Mexico, in southern North Sea and off the coast of Norway, each with distinctive features and availability of data.  

How to cite: Alendal, G., Blackford, J., Carpentier, S., Dankel, D. J., Dewar, M., El Droubi, S., Fagerås, B., Gasda, S. E., Olyenik, A., Omar, A., Pawar, R., Romanak, K., Snee, D., Schütz, S. E., and Torabi, P.: Assurance offshore CO2 monitoring, a cross-disciplinary approach., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15119, https://doi.org/10.5194/egusphere-egu23-15119, 2023.

EGU23-15139 | ECS | Posters on site | OS4.8

Modeling the transport and accumulation of microplastics in the Gulf of Finland 

Enriko Siht, Arun Mishra, Germo Väli, Natalja Buhhalko, Taavi Liblik, and Urmas Lips

In this study, we conduct numerical simulations to investigate the transport and accumulation of microplastics (MPs) in the Gulf of Finland (eastern Baltic Sea). The transport of MPs is simulated using a Lagrangian particle tracking model, developed by the authors, which accounts for the physical transport and transformational processes specific to MPs, such as diffusion, beaching, resuspension, and biofouling.

Positively and negatively buoyant particles were included to represent different types of MPs. High-resolution (250 m) 3D hydrodynamic and biogeochemical model data are used as input to the MPs model. Major rivers and wastewater treatment plants around the Gulf of Finland are the sources of MPs in the model.

The main objectives of the study are 1) to perform a sensitivity analysis of four processes (beaching, mixing, resuspension, and biofouling) to investigate the importance of each process on the distribution of MPs in the Gulf of Finland; and 2) to execute a multi-year simulation using realistic MPs input to locate the main accumulation areas in sediments and beaches around the Gulf of Finland.

Results of the initial sensitivity analysis indicate that the changes in the parametrization of beaching have a stronger effect on the horizontal distribution of MPs in off-shore sediments than the changes in the parametrization of resuspension. The maximum MPs concentration is observed near the sea surface; however, MPs have also spread into the water column.

How to cite: Siht, E., Mishra, A., Väli, G., Buhhalko, N., Liblik, T., and Lips, U.: Modeling the transport and accumulation of microplastics in the Gulf of Finland, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15139, https://doi.org/10.5194/egusphere-egu23-15139, 2023.

EGU23-16273 | Posters virtual | OS4.8

Difference in the fate of surface and subsurface microplastics: an example for open and coastal waters 

Svetlana Pakhomova, Igor Zhdanov, Anfisa Berezina, and Evgeny Yakushev

Plastic is recognized as a threat to marine ecosystems and estimating the level of plastic and microplastics (MP) pollution of the World Ocean is nowadays the goal of many studies. However, the use of different methods for sampling and analysis of MPs leads to the problem of comparing the results obtained. Studies on surface MP pollution of the surface sea water are based on the application of the manta or neuston nets that collect water from the upper 10-20 cm layer (the “surface” MP) or submersible pumping systems, that collect water from the water layer 3-5 m below the sea surface (the “subsurface” MP). These two techniques allow to collect particles of different size fraction, i.e. >300 µm for the surface MP and >100 µm for subsurface MP. The aim of this work was to study the distribution of surface and subsurface MPs and to reveal an influence of oceanographic conditions on their spatial distribution as an example of the open ocean waters of the Central Atlantic and coastal water in Norwegian fjords. It was shown that microplastics found in the surface and subsurface layers differ not only in the size of the items found, but also in morphology, types of polymers, abundance, weight concentration and their spatial distribution. Different hydrodynamic processes affect the fate of plastic occurring exactly at the sea surface and several meters deeper. MPs inhabiting the subsurface waters (about 3-5 m depth) have buoyancy close to neutral and appear to be suspended in the surface mixed layer and are readily transported from the sources to the distant regions by ocean currents. Subsurface turbulence is probably the main process that maintains the MPs in the near-surface part of the water column. In contrast, the surface MPs (which are captured by sampling with surface nets) have positive buoyancy and its spatial distribution is significantly influenced by water dynamics, wind and waves, which led to a more scattered distribution on the ocean surface. It was shown that surface and subsurface microplastics differ significantly in a number of properties and, apparently, they should be considered as two independent groups that may have different sources, and their distribution is driven by different hydrophysical processes. Thus, MPs data collected using both methods simultaneously could provide additional information about MPs fate in the ocean.

How to cite: Pakhomova, S., Zhdanov, I., Berezina, A., and Yakushev, E.: Difference in the fate of surface and subsurface microplastics: an example for open and coastal waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16273, https://doi.org/10.5194/egusphere-egu23-16273, 2023.

EGU23-16932 | Orals | OS4.8

Improving the accuracy of SAR-based oil slick detection 

Jonathan Raphael, Jason Schatz, and Ryan Avery

SkyTruth has created a fully automated system to detect anthropogenic oil pollution across the world’s oceans in near-real-time using Sentinel-1 data. This system is called Cerulean and is designed to provide environmental organizations, researchers, governments, journalists, and other users with a global monitoring and reporting system for oil pollution.

Synthetic Aperture Radar (SAR) data is commonly used to remotely sense the presence of oil on the surface of the ocean. However, SAR based oil slick detection is prone to false positives caused by wind shadows, sea ice, organic surfactants on the water surface, and other phenomena that cause look-alike dark patches in SAR data. We have taken a three tiered approach to reducing false positive detections from our oil slick detection model: (1) Providing a significant number of false-positive look-alikes in our training dataset, (2) Experimenting with different classes of deep learning model architectures, including a U-Net semantic segmentation model and a Mask R-CNN object segmentation model, (3) Leveraging various post-processing techniques to help distinguish true positives from false positives, including morphological characteristics of slicks, proximity to shipping lanes and offshore infrastructure, and weather data. Results of these analyses and promising avenues for improving oil slick discrimination with SAR data will be described in detail.

How to cite: Raphael, J., Schatz, J., and Avery, R.: Improving the accuracy of SAR-based oil slick detection, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16932, https://doi.org/10.5194/egusphere-egu23-16932, 2023.

EGU23-2216 | Posters on site | OS4.10

Comparison of eddy permitting, eddy rich and sub-mesocale permitting global configurations based on NEMO 4.2 OGCM. 

Clement Bricaud, Perrine Abjean, Jérôme Chanut, Romain Bourdallé Badie, and Gilles Garric

In the framework of the Copernicus Marine Environment Monitoring Service, Mercator Ocean International operates a global high-resolution forecasting systems at the resolution of 1/12°. Increasing resolution appears necessary to improve the quality of service and to satisfy the users’ needs in the operational application (Le Traon, 2019). Resolving scales below 100 kilometers, and in particular sub mesoscale processes (1-50 km), appears to be essential to better represent the circulation in the open ocean (Chassignet, 2017), and, to improve the large-scale representations thanks to a more explicit energy transfers between finer and larger scales (Fox-Kemper Baylor, 2019). A deeper understanding of their various contributions (geostrophic flows, tidal motions, waves, inertial currents) and their role in the global ocean kinetic energy budget will improve the knowledge of these energy transfers between different scales.

In 2019, it has been decided to go towards higher resolution and develop a new global sub mesoscale-permitting model. Benefiting from the context of the European H2020 IMMERSE project, a new 1/36° global configuration (2 to 3 km resolution), based on the NEMO 4.2 OGCM, has been developed. Thanks to the resolution increase, this model can resolve the Rossby radius in almost all open oceans areas at global scale quite everywhere and to span a large part of the internal wave spectrum.

In 2022, a hierarchy of multi-year simulations at 1/4°, 1/12° and 1/36° resolution and with/without explicit tide representation has been performed: for each resolution, after a 3-years spin up without tidal forcing, 2 twin 3-years runs have been realized: one without tidal forcing and one forced by the 5 tidal components K1, O1, S2, M2, N2. These models are driven at the surface by the 8km/1hour ECMWF IFS system. Atmospheric pressure forcing have been activated.

We propose a first evaluation of the benefits due to the resolution increase and tidal forcing. Circulation, energy, tidal representation and mixing of the experiments are compared to each other’s.

 

How to cite: Bricaud, C., Abjean, P., Chanut, J., Bourdallé Badie, R., and Garric, G.: Comparison of eddy permitting, eddy rich and sub-mesocale permitting global configurations based on NEMO 4.2 OGCM., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2216, https://doi.org/10.5194/egusphere-egu23-2216, 2023.

EGU23-2621 | Posters on site | OS4.10

Assimilation of range-and-depth-averaged sound speed in Fram Strait 

Florian Geyer, Ganesh Gopalakrishnan, Hanne Sagen, Bruce Cornuelle, Matt Mazloff, and Francois Challet

Acoustic thermometry measurements of ocean sound speed were used to improve state estimates of ocean temperature in Fram Strait. This is the first time that large-scale acoustic measurements have been assimilated into an ocean model in the Arctic. From September 2010 to July 2012 the Acoustic Technology for Observing the Interior of the Arctic Ocean (ACOBAR) experiment measured acoustic travel times between Greenland and Spitsbergen. These acoustic tomography measurements were taken along 167-301 km long sections between 3 bottom-mounted moorings. The measurements were inverted to yield time series of range-and-depth-averaged ocean sound speed for 0-1000 m ocean depth.

The ocean sound speed time series was assimilated into a regional numerical ocean model using the Massachusetts Institute of Technology General Circulation Model-Estimating the Circulation and Climate of the Ocean four-dimensional variational (MITgcm-ECCO 4DVAR) assimilation system. The data assimilation improved the range-and-depth-averaged ocean temperatures at the independent 78°50’N oceanographic mooring section in Fram Strait (0-1000 m depth). The RMS error of the ocean state estimate (0.21°C) was comparable to the uncertainty of the interpolated mooring section (0.23°C). The lack of depth information in the assimilated ocean sound speed measurements caused an increased temperature bias at shallow depths (0-200 m). The temporal correlations with the mooring section were not improved because short-term variations in the mooring measurements and the ocean state estimate did not coincide in time. This was likely due to the small-scale eddying and non-linearity of the ocean circulation in Fram Strait. Furthermore, the horizontal resolution of the state estimate (4.5 km) was eddy-permitting, rather than eddy resolving. Therefore, the state estimate could not represent the full ocean dynamics of the region. This study demonstrates the usefulness of large-scale acoustic measurements for improving ocean state estimates at high latitudes.

How to cite: Geyer, F., Gopalakrishnan, G., Sagen, H., Cornuelle, B., Mazloff, M., and Challet, F.: Assimilation of range-and-depth-averaged sound speed in Fram Strait, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2621, https://doi.org/10.5194/egusphere-egu23-2621, 2023.

EGU23-3468 | Orals | OS4.10

Ensemble Data Assimilation in NEMO using PDAF 

Lars Nerger, Yuchen Sun, Wibke Düsterhöft-Wriggers, Yumeng Chen, and Dale Partridge

NEMO itself does not provide full functionality for data assimilation. To enable data assimilation with NEMO, it was coupled with the Parallel Data Assimilation Framework (PDAF, https://pdaf.awi.de). PDAF is open source software providing generic functionality for data assimilation (ensemble filters and smoothers, and variational schemes) as well as ensemble simulations, related diagnostics and tools. For computational efficiency the coupling to NEMO was performed by inserting a few subroutines in higher-level routines of NEMO, which call functions of PDAF. This scheme allows for an in-memory exchange of model fields with the data assimilation software in order to avoid excessive file outputs and model restarts. Alternatively, an offline-coupling using disk files is possible. Next to the NEMO ocean physics, also components like the sea ice or biogeochemical models can be handled, which allows for fully multivariate data assimilation.
We discuss the structure and functionality of the implementation with a focus on ensemble filters. The application is exemplified using two setups; NEMO with the biogeochemistry model ERGOM configured at high resolution for the Baltic Sea, and a global eORCA1 configuration coupled with the FABM-MEDUSA biogeochemistry model.

How to cite: Nerger, L., Sun, Y., Düsterhöft-Wriggers, W., Chen, Y., and Partridge, D.: Ensemble Data Assimilation in NEMO using PDAF, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3468, https://doi.org/10.5194/egusphere-egu23-3468, 2023.

EGU23-3762 | Orals | OS4.10

Mesoscale eddy parameterisation in numerical "grey zone" ocean models 

Julian Mak, James Maddison, David Marshall, Xi Ruan, and Wang Yan

It is known that ocean models at eddy permitting horizontal resolutions, while being the target for the next generation Earth System Models, suffer from several known deficiencies that lead to rather significant biases in the physical response particularly in the Southern Ocean. One cause of such deficiencies is attributed to the weak mesoscale eddies that are permitted, leading to weaker feedbacks onto the large-scale ocean circulation, with resulting consequences for other components of a Earth System Model. Without a parameterisation active, the eddy feedback is too weak and under-counted, but if a parameterisation is active then there is a double-counting issue, and explicit eddies may be severely damped by the parameterisation. Two existing approaches are to employ a resolution function, or to accept the damping introduced by the parameterisation but backscatter some energy/momentum into the modelled flow in some way.

Here we propose an alternative approach that reduces the damping of explicit eddies by the parameterisation in the first place, and instead of a resolution function asks for a definition of the "large-scale" state. We test the procedure in an idealised channel and gyre model in NEMO 4.0.5, in combination with the GEOMETRIC parameterisation for the eddy induced advection. Impacts to the explicitly resolved variability, total (explicit and parameterised) eddy energy levels, modelled mean state and its sensitivity, as well as biogochemical responses are discussed.

(Sample output: see https://imgur.com/ifM1SPQ for full resolution images. Showing surface relative vorticity, for (a) no parameterisation, (b) standard GM parameterisation applied as is, (c) GEOMETRIC applied as is, (d) GEOMETRIC applied in the new way.)

How to cite: Mak, J., Maddison, J., Marshall, D., Ruan, X., and Yan, W.: Mesoscale eddy parameterisation in numerical "grey zone" ocean models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3762, https://doi.org/10.5194/egusphere-egu23-3762, 2023.

EGU23-5606 | Orals | OS4.10

Effects of improved tidal mixing in NEMO one-degree global ocean model 

Casimir de Lavergne, Saurabh Rathore, Gurvan Madec, Jean-Baptiste Sallée, Christian Ethe, and Antoine Nasser

Internal tides power much of the observed small-scale turbulence in the ocean interior. However, few models include a comprehensive and energy-constrained parameterization of mixing by internal tides. Here we present the impacts of three different tidal mixing schemes in 1,000-year long simulations with the NEMO global ocean model at one-degree resolution. The first scheme (Simmons et al. 2004) includes local bottom-intensified mixing at internal tide generation sites and a constant background diffusivity. The second explicitly includes both local and remote tidal mixing (de Lavergne et al. 2020), with no background diffusivity. The third scheme is identical to the second but has the added contribution of trapped (subinertial) internal tides, known to be important in polar regions. The three simulations show broadly similar circulation and stratification but significant differences in ventilation timescales. Explicit representation of remote tidal mixing strengthens the AMOC, while inclusion of trapped internal tides increases deep convection around Antarctica.

How to cite: de Lavergne, C., Rathore, S., Madec, G., Sallée, J.-B., Ethe, C., and Nasser, A.: Effects of improved tidal mixing in NEMO one-degree global ocean model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5606, https://doi.org/10.5194/egusphere-egu23-5606, 2023.

EGU23-5916 | ECS | Orals | OS4.10

Recent data assimilation developments in the Mediterranean Sea Analysis and Forecasting System (MedFS) 

Ali Aydogdu, Jenny Pistoia, Pietro Miraglio, Andrea Cipollone, Alessandro Grandi, Massimiliano Drudi, Emanuela Clementi, Simona Masina, and Nadia Pinardi

The Mediterranean Sea Analysis and Forecasting System (MedFS) is continuously under development to provide improved ocean state estimates and daily forecasts through the Copernicus Marine Service. Since the beginning of the second phase of Copernicus Marine Service, there have been various upgrades in the data assimilation (DA) component of the MedFS and assimilated observations. MedFS consists of a NEMO-based modelling system coupled with WW3 for improved hydrodynamic representation and it is interfaced to OceanVar, the CMCC 3D variational ocean data assimilation scheme to incorporate observations. Here we present the most important novelties recently included in the operational system which consist in the use of a new observation-based Mean Dynamic Topography (MDT) and a new set of Empirical Orthogonal Functions (EOFs) computed from 35 years of Mediterranean high-resolution reanalysis both covering also the Atlantic side of the domain, as well as the ingestion of Sentinel-6A Sea Level anomaly (SLA) altimeter data. An initial assessment of the assimilation of 5 Hz (~1 km) SLA observations will be presented. Moreover, we will show the impact of the assimilation of glider observations in the Mediterranean Sea with a focus on the western basin. Finally, we will outline our future plans for this phase of the Copernicus Marine Service towards higher-frequency assimilation with an improved background representation and observation operators for satellite products.

How to cite: Aydogdu, A., Pistoia, J., Miraglio, P., Cipollone, A., Grandi, A., Drudi, M., Clementi, E., Masina, S., and Pinardi, N.: Recent data assimilation developments in the Mediterranean Sea Analysis and Forecasting System (MedFS), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5916, https://doi.org/10.5194/egusphere-egu23-5916, 2023.

EGU23-7036 | ECS | Posters virtual | OS4.10

Data driven stochastic primitive equations with dynamic modes decomposition 

Francesco Tucciarone, Etienne Mémin, and Long Li

The full numerical resolution of planetary flows, with the complex interdependence of mesoscale and sub-mesoscale dynamics that characterize such large scale circulation, is beyond reach with nowadays technology. When performing a numerical simulation of the ocean or the atmosphere, great care must be put in the choice of the parametrization of all those scales that are too small to be efficiently resolved.
This work investigates the benefits of a stochastic decomposition of the Lagrangian trajectory into a smooth-in-time large scale velocity and a random fast-evolving uncorrelated part, ideally accounting for mesoscale and submesoscale processes. This approach, named Location Uncertainty (LU) [1], is built upon a stochastic version of the Reynolds Transport Theorem allowing us to cast the classical physical conservation laws into this scale-separated framework. This framework has been proven to be successful in several large-scale models for ocean dynamics [2,3,4,5].
The derivation and implementation (within the community model NEMO, https://www.nemo-ocean.eu) of the hydrostatic primitive equations in this stochastic framework has been outlined in [6] and it is tested in this work with a novel data-driven approach based on dynamical mode decomposition [7]. The flow prediction in an idealized double-gyre configuration is shown to be improved by this stochastic contribution.

[1], E. Mémin Fluid flow dynamics under location uncertainty,(2014), Geophysical & Astrophysical Fluid Dynamics, 108, 2, 119–146.
[1] W. Bauer, P. Chandramouli, B. Chapron, L. Li, and E. Mémin. Deciphering the
role of small-scale inhomogeneity on geophysical flow structuration: a stochastic approach. Journal of Physical Oceanography, 50(4):983-1003, 2020.
[2] W. Bauer, P. Chandramouli, L. Li, and E. Mémin. Stochastic representation of
mesoscale eddy effects in coarse-resolution barotropic models. Ocean Modelling, 151:101646, 2020.
[3] Rüdiger Brecht, Long Li, Werner Bauer and Etienne Mémin. Rotating Shallow
Water Flow Under Location Uncertainty With a Structure-Preserving Discretization. Journal of Advances in Modeling Earth Systems, 13, 2021MS002492.
[5] V. Resseguier, L. Li, G. Jouan, P. Dérian, E. Mémin, B. Chapron, (2021), New trends in ensemble forecast strategy: uncertainty quantification for coarse-grid computational fluid dynamics, Archives of Computational Methods in Engineering.

[6] F.L. Tucciarone, E. Mémin, L. Li, (2022), Primitive Equations Under Location Uncertainty: Analytical Description and Model Development, Stochastic Transport in Upper Ocean Dynamics, Springer.

[7] L. Li, E. Mémin, G. Tissot,  Stochastic Parameterization with Dynamic Mode Decomposition, Stochastic Transport in Upper Ocean Dynamics, Springer.

How to cite: Tucciarone, F., Mémin, E., and Li, L.: Data driven stochastic primitive equations with dynamic modes decomposition, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7036, https://doi.org/10.5194/egusphere-egu23-7036, 2023.

EGU23-7251 | ECS | Posters on site | OS4.10

A new regional model of the Subpolar Gyre based on NEMO4 

Polina Verezemskaya, Bernard Barnier, Sergey Gulev, Jean-Marc Molines, Alexander Gavrikov, Jean-Michel Lellouche, and Alexandra Verezemskaya
The investigation is devoted to the development of a regional eddy-resolving model of the ocean of the Subpolar North Atlantic in order to reliably reproduce the components and properties of the Subpolar Gyre and the Atlantic meridional overturning circulation. Using the tools of the NEMO4 model, a configuration was created and, based on the literature, new parametrizations were proposed and implemented in the model: correction of the friction stress (current feedback for forced models), cool skin and warm sublayer in surface turbilent fluxes scheme. Also we formulated the best scheme of horizontal impulse advection from the point of view of reproducing mesoscale vortices. Last but noe least the local-sigma coordinate was implemented in the area of underwater cascading (overflow). For the first time, the eddy-resolving global ocean reanalysis GLORYS12V1 was validated against the independent observational data. The implementation of the local sigma coordinate allowed to reproduce the flow function of the Atlantic meridional overturning circulation in a model with a stepped representation of bathymetry. All the parametrization and scheme innovations led to an improvement in the solution, with the exception of the cool skin parametrization. Physical processes representation in the model is discussed. 

How to cite: Verezemskaya, P., Barnier, B., Gulev, S., Molines, J.-M., Gavrikov, A., Lellouche, J.-M., and Verezemskaya, A.: A new regional model of the Subpolar Gyre based on NEMO4, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7251, https://doi.org/10.5194/egusphere-egu23-7251, 2023.

EGU23-7307 | Posters on site | OS4.10

NEMO v4.2 in regional climate modelling - towards climate projections for the German coasts 

Birte-Marie Ehlers, Janna Meyer, Wibke Düsterhöft-Wriggers, Vera Maurer, and Frank Janssen

The “German Strategy for Adaption to Climate Change” (DAS) is the political framework to climate change adaption in Germany. The DAS core service “Climate and Water” provides monitoring and projection data to evaluate requirements for climate change adaption. Using the state of the art ocean model NEMO v4.2 a setup is developed to provide projection data for the target regions North Sea and Baltic Sea with focus on the German coastal region and its estuaries.

The setup includes the entire North-West-Shelf to take into account the impact of the North Atlantic weather systems on the dynamics of the seas and the cross-shelf transport. An adjusted bathymetry based on up-to-date measurements of the sea floor from the EMODNET network is introduced and studied with regard to its tidal behaviour, especially in the German Bight. The setup is also tested for its response on the use of different data sets of boundary data for tides, temperature and salinity, providing insights into the influence of temporal resolutions of boundary data on projection results.

Validation work is presented with focus on the sea level at the German coasts and water exchange between the North Sea and the Baltic Sea through the Danish Straits. Furthermore special attention is payed to the thermal stratification and to the seasonality and thickness of sea ice.

First results and a short overview on the coupling of NEMO to the atmospheric model ICON for the EURO-CORDEX domain will complete the presentation. An outlook on further development steps towards high-resolution nested grids and the utilisation of a wetting-and-drying scheme will be given.

How to cite: Ehlers, B.-M., Meyer, J., Düsterhöft-Wriggers, W., Maurer, V., and Janssen, F.: NEMO v4.2 in regional climate modelling - towards climate projections for the German coasts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7307, https://doi.org/10.5194/egusphere-egu23-7307, 2023.

EGU23-10629 | Posters on site | OS4.10

Regional Ocean model validation in simulating the low frequency variability over the Maritime continent 

Johnson Zachariah, Daiane Faller, Nidheesh Gangadharan, Bijoy Thompson, and Pavel Tkalich

Resolving the regional ocean circulation is a key factor in the understanding of climate-driven oceanic variability. Accurate sea level simulation, in the areas at the interface between land and ocean, could help to mitigate the environmental, social and economic damages caused by sea level rise and extremes. This is particularly the case for the seas in the Southeast Asia region (SAR), where the ocean circulation is complex owing to unique geographic and oceanographic features of the region. In order to overcome the caveats due to sparse sampling of this domain regional configuration of the ocean model (NEMO) is set up for the SAR (90oE-142oE; 18oS-26oN) with 51 vertical sigma levels and hindcast simulations are performed for the period 1958–2021 using the downscaled ERA5 (surface forcings) and ECMWF global ocean reanalysis (ORAS5) data as lateral boundary conditions. This paper describes the dominant phenomena and model performance in simulating the low-frequency variability of the seas in the SAR with a focus on sea level, SST and ocean currents. The comparison of simulations with tide gauges and satellite altimetry observations yields good match. Correlation analysis between the simulations and air-sea coupled phenomena like El Nino southern Oscillation (ENSO) and Pacific decadal oscillation (PDO) reveals significant correlation which provides the confidence for further research of the low-frequency ocean variability in the SAR.

Keywords: Validation (SSH) with Tide-gauges, Satellite, SST with Reanalysis, Observation, Maritime Continent

How to cite: Zachariah, J., Faller, D., Gangadharan, N., Thompson, B., and Tkalich, P.: Regional Ocean model validation in simulating the low frequency variability over the Maritime continent, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10629, https://doi.org/10.5194/egusphere-egu23-10629, 2023.

EGU23-11007 | Posters on site | OS4.10

Development of global ocean data assimilation system for weak coupling to the KIAPS atmospheric data assimilation system 

Eunbyeol Ko, Adam Clayton, Hyeyeong Jang, and In-Hyuk Kwon

KIAPS (Korea Institute of Atmospheric Prediction Systems) leads the development of NWP systems for the Korea Meteorological Administration (KMA), and developed the global atmosphere-surface NWP system that was made operational at KMA in April 2020. The system is based on a new atmospheric model called KIM (Korean Integrated Model), and incorporates a hybrid-4DEnVar system for deterministic analyses, and an LETKF for updating perturbations in the 50-member ensemble. During the next 4 years, KIAPS is aiming to develop this atmosphere-surface system into a full Earth system NWP system, to support skillful forecasts out to 30 days. 
KIM has been coupled with NEMO to provide the ocean component. Here, we report on our progress developing an ocean-only data assimilation for NEMO, configured for eventual use in a weakly-coupled atmosphere-ocean DA system. We focus on two aspects: (1) the impact of changing the surface forcing model from the Met Office Unified Model to KIM, and (2) the impact of reducing the ocean DA window from 24 to 6 hours, to match the atmospheric DA windows. This study will be preliminary results for the development of the coupled DA system.

How to cite: Ko, E., Clayton, A., Jang, H., and Kwon, I.-H.: Development of global ocean data assimilation system for weak coupling to the KIAPS atmospheric data assimilation system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11007, https://doi.org/10.5194/egusphere-egu23-11007, 2023.

EGU23-11718 | ECS | Orals | OS4.10

Generating ocean initial condition for coupled forecasts through nudged NEMO experiments 

Charles Pelletier, Christopher D. Roberts, Frederic Vitart, Magdalena A. Balmaseda, Kristian Mogensen, and Irina Sandu

Accurate ocean initial conditions are beneficial to coupled ocean - atmosphere forecasts in several ways depending on context. On short time scale (days), some extreme, societally high-impacting meteorological events such as tropical cyclones are associated with exceptionally intense air-sea exchanges, thus requiring good knowledge of the initial state of the upper ocean layers. As the forecast evaluation time scale gets longer (seasonal, decadal), the information contained within the atmospheric initial conditions becomes virtually ineffective to the advantage of that contained within the ocean’s.

In phase one of the Destination Earth (DestinE) initiative of the European Union, ECMWF is responsible for delivering the first two digital twins, on weather extremes and climate change adaptation. These will rely on the fusion of observations and cutting-edge, high-resolution versions of Earth system models. Developing a cheap, affordable method for generating realistic high-resolution ocean initial conditions is particularly critical to both these forthcoming digital twins developed in DestinE. In this presentation, we thus introduce a new ocean initial condition generation method built to meet these specific needs.

This method consists in running preliminary nudged ocean-standalone experiments, using the NEMO ocean model, which is part of the ECMWF’s Integrated Forecasting System. Its main technical novelty is the adaptation of a former sea-ice nudging scheme to NEMO’s multicategory SI3 sea-ice model, and it can be significantly cheaper than relying on ocean data assimilation, particularly at high resolutions. However, this method touches on several matters related to the ability of ocean models to be diverted from their natural equilibrium by being constrained towards increasingly realistic states. We investigate the criteria for obtaining realistic ocean initial condition using distinct combinations of model and nudging dataset resolutions, and evaluate the resulting skill of coupled ocean - atmosphere forecasts.

How to cite: Pelletier, C., Roberts, C. D., Vitart, F., Balmaseda, M. A., Mogensen, K., and Sandu, I.: Generating ocean initial condition for coupled forecasts through nudged NEMO experiments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11718, https://doi.org/10.5194/egusphere-egu23-11718, 2023.

EGU23-12031 | ECS | Posters on site | OS4.10

The Danube River role in the Black Sea dynamics 

Caterina Gianolla

The aim of this study is to investigate the mechanism of the estuarine water exchange and to offer a proper and useful representation of the riverine release into mesoscale-resolving ocean models.

In particular, this study focuses on the effects of the Danube River release (in terms of volume flux, temperature, and salinity) in the Black Sea circulation and dynamics, thus contributing to upgrade the current representation of the riverine release in the framework of the Copernicus Black Sea forecasting system (https://marine.copernicus.eu/about/producers/bs-mfc).

The mesoscale-resolving ocean models, that is few kilometer as horizontal resolution, cannot solve the estuarine dynamics because they cannot represent the estuary geometry due to their low resolution. However, they may produce a reliable representation of the river plumes if they are forced by a realistic estuarine water release.

A 2-layer box model, named CMCC EBM (https://www.estuaryboxmodel.org), is proposed as an intermediate-complexity solution encompassing the main estuarine dynamics processes averaged over the diurnal tidal cycle. The model solves the estuarine water exchange by two conservation equations for volume and salt fluxes and uses two parametric equations for the SWI length and the horizontal mixing along the estuary.

Minimal calibration and short CPU time make the EBM a powerful tool for coupling with ocean models and hydrology models to produce both operational forecasts and climate scenarios.

Verri et al. 2020; 2021 investigated the estuarine processes of the Po river delta system and the CMCC EBM is found to offer reliable estimates of runoff and salinity at the river mouths and to improve the representation of the buoyancy plume in coupled mode with a mesoscale ocean model over the Adriatic Sea based on NEMO code.

Here we propose a couple of twin experiments by the NEMO code over the Black Sea during 2020-2021: Experiment 1 considers observed river discharge for the five Danube branches coming from NIHWM dataset at daily frequency, and monthly climatological salinity from SeaDataNet; Experiment 2 replaces the discharge at the Danube mouths with the results of the EBM running over the same range 2020-2021 and forced by the daily observed runoff applied at the estuary heads and the entering salinity and volume flux at the river mouths provided by the NEMO model.

Comparison of the twin experiments is discussed to point out the added value of coupling the NEMO model with the EBM.

Moreover this study aims at investigating how the temperature gradient at the river mouths may affect the Regions Of Freshwater Influence (i.e., shelf areas adjacent to estuaries influenced by wind stress, the surface heating-cooling and the tidal currents) and the whole basin dynamics. Thus an additional conservation equation for the heat flux is added to the CMCC EBM and we evaluate the role of the temperature gradient at the river mouths.

Finally the Danube river-estuary-sea continuum is intended to be solved with a 3D finite element model in order to represent the estuarine dynamics in a seamless way and to provide a benchmark for validating the EBM+NEMO system.

How to cite: Gianolla, C.: The Danube River role in the Black Sea dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12031, https://doi.org/10.5194/egusphere-egu23-12031, 2023.

EGU23-12614 | ECS | Posters on site | OS4.10

Changes in the global upper ocean with new NEMOv4 features 

Francesco Cocetta, Doroteaciro Iovino, Aimie Moulin, and Simona Masina

New and updated physics and parameterizations implemented in the NEMO ocean model from version 4 onwards are tested in a global eddying ocean/sea ice configuration, specifically the GLOB16 system. Such configuration is at the base of the operational short-term Global Ocean Forecast System (GOFS) adopted at the Euro-Mediterranean Center on Climate Change (CMCC) and uses a nonuniform tripolar grid with 1/16° horizontal resolution (corresponding to 6.9 km at the Equator) and 98 vertical levels. We performed a set of short-term simulations forced by the ECMWF operational atmospheric fields at 1/10° spatial resolution.

Among all the recent functionalities of the NEMO model, this work focuses on the new features that could impact the ocean energy budget. The new formulation of tides, the parameterization of the mixing induced by breaking internal waves and the formulation of the surface wave-induced mixing are selected. Test simulations are compared against a control run employing a set of metrics computed on the global domain and regional ocean sectors. Additionally, model results are evaluated against available satellite estimates to provide a first validation of the variability of upper ocean energy budget.

In the simulation in which the surface wave-induced mixing is included, external input forcings are needed to provide an accurate representation of the surface wave processes. Here, integrated wave parameters from WAVEWATCH III model feed the NEMO ocean model, in the forced mode.

Our analysis shows that all new ocean implementations impact global and regional patterns of sea surface salinity and sea surface height; conversely, only enhanced surface mixing affects the sea surface temperature and the mixed layer depth. However, all experiments showed the tendency to reduce the surface and basin-averaged ocean energy with updated mixing processes.

How to cite: Cocetta, F., Iovino, D., Moulin, A., and Masina, S.: Changes in the global upper ocean with new NEMOv4 features, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12614, https://doi.org/10.5194/egusphere-egu23-12614, 2023.

EGU23-12858 | Posters virtual | OS4.10

Performance evaluation of NEMO4.2 with Paraver 

Francesca Mele, Italo Epicoco, Silvia Mocavero, and Jesus Labarta

The last release of the NEMO v4.2 ocean model includes many modifications that have a significant impact on the model performance. The goal of the work is to assess NEMO performance obtained due to the optimizations carried out during the last four years within the IMMERSE and IS-ENES3 projects. The computational analysis was conducted using Extrae and Paraver which are the performance tools developed at the Barcelona Supercomputing Center.

Extrae provides a trace rich of information regarding the usage of the computational resources made by the model, these include measurements related to the memory subsystem, instruction cycles, vectorization level, communications among parallel processes and many others. Paraver provides a visual inspection of the trace and an insight of the computational features of the NEMO model; this allows to define easily a detailed quantitative evaluation of performance issues.

The performance analysis carried out on NEMO is based on the evaluation of different metrics each one related to a different aspect of the computational resource. The main aspects analyzed are the execution time, the communication time, the number of instructions per cycle and the cache hit rate. In addition, we combined these metrics to evaluate the parallel scalability and the global efficiency of the model when the number of core increases.

Our investigation was focused on evaluating the impact of the last HPC changes and namely: the use of collective neighbors communication pattern, available in MPI3, for the halo exchange; the use of the loop fusion technique to improve the data locality; the impact of the extended halo; the impact of the MPI+OpenMP version of NEMO obtained by means of PSyclone which is a DSL compiler developed at the STFC.

The analysis has been carried out on MareNostrum4 supercomputer at BSC with the NEMO source code available @commit 1d9676ff (a.k.a 68-summer-body-2022 branch) and using the Bench Test configured for ORCA12-like resolution. The evaluation of the MPI+OpenMP was carried out using NEMO 4.0 in ORCA025 configuration kindly provided by STFC as outcome of the PSyclone DSL compiler.

The use of the extended halo with 2 points provides a significant improvement on the performance with a factor of 13% due to a reduction of the number of exchanged messages.

The use of MPI3 communications does not introduce many benefits: a lower number of MPI point-to-point exchanges is compensated by the higher message size of MPI3 neighbors collective communications.

The use of loop fusion does not introduce many benefits: few routines with loop fusion and the little improvement registered in cache misses is compensated by the increase in the number of instructions due to the fusion of the loops.

The analysis of the traces on the hybrid MPI/OpenMP NEMO version processed by Psyclone doesn’t highlight many benefits when the number of OpenMP threads increases due to the part of the code not parallelized.

Finally, one of the most important HPC development, the tiling, has not been analyzed yet, since the last modifications have been merged recently and the resulting code is still under revision.

How to cite: Mele, F., Epicoco, I., Mocavero, S., and Labarta, J.: Performance evaluation of NEMO4.2 with Paraver, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12858, https://doi.org/10.5194/egusphere-egu23-12858, 2023.

EGU23-13120 | ECS | Posters on site | OS4.10

Response of the Benguela upwelling system to four decades of global warming 

Amr Talaat Salama, Marco Zavatarelli, Momme Butenschön, and Tomas Lovato

The Benguela upwelling system (BUS) is one of the most productive marine systems in the world oceans, with about 50 times the productivity per unit area compared to the global ocean average. Such high productivity is attributed to the upwelling process, in which Equatorward alongshore winds combined with the Coriolis effect force surface coastal water offshore, resulting in bringing deep, cold, nutrient-rich waters up to the photic layer, triggering the primary production. The BUS is highly likely to be affected by global warming. Nevertheless, it’s response seems complex because warming might affect the system by two counteracting ways. First, as warming proceeds, upwelling favorable winds might intensify leading to stronger upwelling events. On the other hand, increased stratification potentially counteracts the efficacy of upwelling to deliver nutrients to surface layers. Overall, such possible alterations could have drastic impacts on the physical and biogeochemical characteristics of the BUS and primarily the primary productions rates. Thus, investigating the response of the BUS to recent global warming is crucially important.

To this purpose, a coupled highly resolved 3D physical-biogeochemical model is implemented based on NEMO (Nucleus for European Modelling of the Ocean) and BFM (Biogeochemical flux model). The coupled model is being constructed via an online nesting approach to maintain high resolution for a small-scale process like the upwelling, but at the same time to provide the Benguela domain precise boundary conditions. The grid refinement has been conducted using AGRIF (Adaptive Grid Refinement in Fortran). A two-way online nesting has been applied, where information from the child is allowed to propagate back into the parent domain. With a tripolar ORCA025 grid, the nesting (parent) domain covers the global ocean with a horizontal resolution of 1/4°, while the nested (child) domain for the Benguela domain has a resolution of 1/16° and spatially extend from (7°W to 27°E) and from (15°S to 44°S). Both grids have 75 vertical layers. The coupled model is run over a hindcast simulation encompassing four decades starting from 1980 to 2020.

Regarding the model’s set-up, bottom topography is being derived from GEBCO, while the atmospheric forcing has been retrieved from ERA5, and due to the significance of river freshwater input in such simulation, the coupled model was forced with runoff data from the Global Flood Awareness System (GLOFAS). As for the BFM model configuration, it comprises multiple plankton functional groups, nutrients forms, and O2 dependent processes. BFM initial conditions were retrieved from The Global Ocean Data Analysis Project (GLODAP). Finally, the coupled model is validated using in situ and satellite observational data for physical and biogeochemical state-variables and processes.

How to cite: Talaat Salama, A., Zavatarelli, M., Butenschön, M., and Lovato, T.: Response of the Benguela upwelling system to four decades of global warming, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13120, https://doi.org/10.5194/egusphere-egu23-13120, 2023.

Numerical mixing in fixed-coordinate ocean models such as NEMO is known to arise from several sources, including truncation errors in the advection scheme, leakage of the isoneutral explicit mixing into the dianeutral direction, and excessive entrainment of overflow waters, and this spurious mixing has been associated with significant drifts and biases in model simulations. We present results from an ensemble of ¼° forced NEMO simulations in which we investigate the sensitivity of the numerical mixing to various selections of numerical schemes and parameter settings in the model, including the z~ filtered ALE vertical coordinate, increased viscosity, changes in the order of tracer advection and the choice of isoneutral mixing schemes. We also discuss the sensitivity of numerical mixing to the choice of surface forcing product.

How to cite: Megann, A.: Evaluating remedies for numerical mixing in a ¼° global NEMO configuration, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14196, https://doi.org/10.5194/egusphere-egu23-14196, 2023.

Data assimilation (DA) has shown to be a powerful method to improve hydronumeric models by integration of observations. However, in systems which are strongly governed by boundary conditions, the benefits of DA are typically limited to improvements of hindcast and quickly fade in forecasts where no observations are available. Where sufficient historical observations are available, machine learning (ML) models can be an attractive alternative for providing accurate forecasts of hydrodynamic conditions.

With the goal to improve the forecast, we propose a hybrid approach combining a physics-based numerical model with a machine learning approach via data assimilation. The ML model delivers accurate forecasts in a few points where historical observations are available. These results are then treated as synthetic observations by data assimilation which transfers the improvements to surrounding positions and other model variables.

This approach is illustrated with a case-study from the Elbe Estuary. Here, an operational two-dimensional hydronumeric model, strongly driven by boundary conditions, is used to compute the hydraulic conditions in the estuary with the main purpose of ensuring safe nautical navigation. The existing model is extended with an Ensemble Kalman Filter data assimilation approach where an ensemble is created by stochastic perturbation of model forcings.

During hindcast, data from two stations of the estuary are assimilated to improve numerical model results and initial conditions for the forecast. To maximize forecasting skill, a Long-short-term-memory machine learning approach is used to provide synthetic observations at assimilation stations during the forecast.

Results from the hybrid model compared to a baseline model, without assimilation, at independent validation stations show that the hybrid model can reduce forecast errors by 40% for water levels and prolongs the positive influence of data assimilation significantly.

How to cite: Cremer, C., Mariegaard, J., and Andersson, H.: A hybrid data assimilation and machine learning approach for improving forecast skill in models strongly driven by boundary conditions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14291, https://doi.org/10.5194/egusphere-egu23-14291, 2023.

The NEMO modelling framework finds application in numerous climate models. Simulating Earth’s climate and how it is changing means to solve a complex set of equations for a long period, usually hundreds of years. Given the small time scales of the processes involved and the limited available computational resources, this imposes numerical constraints on the spatial resolution of the simulation. Consequently, processes  with a smaller physical length scale than the model grid can not be explicitly resolved, for example mesoscale eddies. The effects of these subgrid-scale processes on the larger scale climate system need to be approximated through parameterisations. Recent studies propose new methods to find and formulate parameterisations using machine learning tools, which promise improvements in the predictive skill of the model. With the prospect of introducing these into future versions of NEMO, their potential benefit is yet to be determined. We propose a new configuration to be used as a test protocol for subgrid-scale parameterisations. The configuration is of intermediate complexity  and with an idealised basin geometry of the Atlantic and Southern Ocean. This allows for relatively cheap simulations even at very high horizontal resolution, while   crucial aspects of the system like the meridional overturning circulation (MOC) or the antarctic circumpolar current (ACC) are still maintained. Effects of the subgrid-scale processes on the large-scale circulation are then diagnosed to evaluate the performance of their parameterisation.

How to cite: Kamm, D. and Deshayes, J.: Reducing uncertainty in climate models through improved parameterizations of small scale processes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14980, https://doi.org/10.5194/egusphere-egu23-14980, 2023.

EGU23-15509 | Orals | OS4.10

Benchmark of the high-resolution Nemo-SI3-XIOS configuration SEDNA on an ARM-based HPC system, Fugaku. 

Tina Odaka, Gilles Gouaillardet, Claude Talandier, Camille Lique, Julien Dérouillat, and Yann Meurdesoif

We have developed the ocean-sea ice Arctic regional configuration SEDNA (Sea ice - EDdy resolving ocean paN-Arctic configuration) at ultra-high resolution (800 m in the horizontal and 150 vertical levels) based on the NEMO-SI3 numerical platform, in order to investigate how the dynamics of mesoscale turbulent eddies in the Arctic Ocean interplay with sea ice. 

The configuration was initially developed on the AMD-based HPC system Joliot-Curie ROME based at CEA in France, which has achieved a Linpack performance of 12 PFlop/s ranked number 33 of June 2020 TOP500 list (https://top500.org/system/179700/).

Thanks to a European PRACE allocation of nearly 40 million CPU hours, we were able to run a 8 year-long simulation. Although promising to understand part of the small-scale dynamics at play, this length of simulation will likely be a limiting factor in the investigation of the eddy dynamics which is known to equilibrate over several decades.

To overcome this limitation, here we investigate the feasibility of running SEDNA over several decades but at a realistic time cost. To that aim, a benchmark has been performed on the ARM based HPC system Fugaku based at RIKEN in Japan, which has archived a Linpack performance of 442 PFlop/s ranked number 1 of November 2020 TOP500 list (https://www.top500.org/system/179807/). Such a benchmark has required adaptation of the compiling and placements of NEMO and XIOS MPI processes in order to fit on the Fugaku architecture compared to standard X86_64 based HPC systems like Joliot-Curie ROME. In this presentation we will share the tips and lessons learned from our benchmarks and will report the benchmark results.  Our insights on model MPI placements for efficient post processing of huge models will be discussed as well.

How to cite: Odaka, T., Gouaillardet, G., Talandier, C., Lique, C., Dérouillat, J., and Meurdesoif, Y.: Benchmark of the high-resolution Nemo-SI3-XIOS configuration SEDNA on an ARM-based HPC system, Fugaku., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15509, https://doi.org/10.5194/egusphere-egu23-15509, 2023.

EGU23-15977 | ECS | Posters on site | OS4.10

Observation-only learning of 4DVarNet neural schemes for the reconstruction of sea surface turbidity dynamics from gappy satellite images 

Clément Dorffer, Frédéric Jourdin, David Mouillot, Rodolphe Devillers, and Ronan Fablet

Optical remote sensing  is increasingly used to assess various sea surface biogeochemical parameters (e.g., Chl-a, turbidity). If today’s systems offer better spatiotemporal coverage, the space-time sampling depends on both the satellite orbit and the cloud cover. The resulting sea surface observations generally present large proportions of missing data, making their completion challenging.

Here, we explore neural interpolation schemes as an approach for image gap filling, and their training from observation-only datasets with large missing data rates (with a mean of 65% of missing data and up to 100% for the worst days of the time-series), i.e., when no reference gap-free data are available to run a classic supervised learning approach. We propose and assess different strategies based on real or simulated missing data patterns to discard parts of the available data for learning. We combine these learning strategies with 4DVarnet schemes, which are state-of-the-art neural interpolation schemes backed on a variational data assimilation formulation. The approach was tested in a turbidity reconstruction context, using a multi-modal satellite dataset (CMEMS product: oceancolour_med_bgc_l3_my_009_143) at 1km spatial resolution with daily images from year 2019 to 2021, off the French coast in the western Mediterranean Sea.

Our learned variational algorithm significantly outperforms state-of-the-art interpolation techniques, including optimal interpolation and DINEOF, with a 37% gain in RMSE reached in preliminary tests.

How to cite: Dorffer, C., Jourdin, F., Mouillot, D., Devillers, R., and Fablet, R.: Observation-only learning of 4DVarNet neural schemes for the reconstruction of sea surface turbidity dynamics from gappy satellite images, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15977, https://doi.org/10.5194/egusphere-egu23-15977, 2023.

Dong et al. 2021 presented a post processing smoothing method for application in
operational ocean reanalysis products using the archive of sequential filter
increments. This simple smoother, based on a temporal decay parameter, is
capable of effectively reducing errors in global ocean reanalyses, especially where or
when no observations are being assimilated (through assessment against
independent data). Here we further exploit this smoothing method by implementing
it in the Kalman filter (KF) and ensemble Kalman filter (EnKF), and comparing it’s
performance with traditional extended Kalman smoother (KS) and ensemble
Kalman smoother (EnKS) in the Lorenz 1963 model.
We demonstrate that our smoothing algorithm is equivalent to the KS and EnKS
except that the cross-time error covariances in the Kalman smoothers are modified
as the Kalman filter error covariance multiplied by a cross-time decay term. The
simplified KS and EnKS provide substantial improvement over the KF and EnKF with
smaller RMSE, while incurring very little computational or additional storage cost,
such that there is significant potential of implementing these methods in
operational ocean forecasts and reanalyses.

How to cite: Dong, B., Haines, K., and Chen, Y.: Simplified Kalman smoother and ensemble Kalman smoother for improvingocean forecasts and reanalyses, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17579, https://doi.org/10.5194/egusphere-egu23-17579, 2023.

EGU23-1478 | ECS | Posters virtual | OS4.11

On the potential of mapping sea level anomalies from Copernicus Marine Service with Random Forest Regression 

Marcello Passaro and Marie-Christin Juhl

The sea level observations from satellite altimetry are characterised by a sparse spatial and temporal coverage. For this reason, along-track data are routinely interpolated into daily grids provided by the Copernicus Marine Service. These are strongly smoothed in time and space and are generated using an optimal interpolation routine requiring several pre-processing steps and covariance characterisation.

In this study, we assess the potential of Random Forest Regression to estimate daily sea level anomalies. One-year-long records of along-track sea level are used to build a training dataset whose predictors are the neighbouring observations. The validation is based on the comparison against daily averages from tide gauges. The generated dataset is on average 10% more correlated to the tide gauge records than the commonly used product from Copernicus. As an example, four time series estimated from satellite altimetry from this study (ML, blue) and CMEMS (orange) at the closest point to four tide gauges (green) are shown in the attached figure. Also shown as text is the Root Mean Square Error (RMSE) of the altimetry dataset considering the tide gauges as ground-truth. Moreover, improvements in the temporal characterisation of the sea level variability will be shown by means of a coherence analysis to be spread over all subannual periods. While the current Copernicus daily sea level anomalies are more optimised for the detection of spatial mesoscales, we show how the methodology of this study can improve the characterisation of sea level variability, particularly in the coastal zone.

Our study fits into the use of Copernicus Marine Service data in the context of pan-European coastal zone monitoring, since this innovative machine-learning based technique is validated along the coast of the North Sea. A publication of this study is in advanced state of review in Ocean Dynamics, a pre-print of the first draft is freely available from https://doi.org/10.48550/arXiv.2207.11962.

How to cite: Passaro, M. and Juhl, M.-C.: On the potential of mapping sea level anomalies from Copernicus Marine Service with Random Forest Regression, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1478, https://doi.org/10.5194/egusphere-egu23-1478, 2023.

We developed biogeochemical ensembles within the research and development (R&D) version of the coupled physical-biogeochemical operational system on the North-West European Shelf (NWES). Based on the ensembles we analyse the uncertainty of a selected set of target ecosystem indicators, such as the net primary production, phytoplankton phenology and community structure, near-sea-bottom oxygen, particulate organic carbon (POC) fluxes, trophic efficiency and pH. By performing data assimilation experiments with a newly developed ensemble-3DVar system we determine how observable are these target indicators with the standard set of observations for the surface total chlorophyll derived from the ocean color satellite data. Some conclusions for how to improve the target indicator observability are being discussed.

How to cite: Skakala, J., Ford, D., and Ciavatta, S.: Uncertainty and observability of target ecosystem indicators within the operational system for the North-West European Shelf, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2113, https://doi.org/10.5194/egusphere-egu23-2113, 2023.

EGU23-3350 | Posters on site | OS4.11

EUMETSAT significant contribution to CMEMS 

Estelle Obligis

EUMETSAT, the European Organisation for Meteorological Satellites, is expanding its scope beyond supporting meteorology, environment and climate monitoring, to oceanography. To this end, EUMETSAT operates satellites and data processing systems, to provide services which are of high value to ocean monitoring and prediction, especially to the Copernicus Marine Environment Monitoring Service (CMEMS). Key sea and sea ice parameters operated by EUMETSAT secretariat and Ocean and Sea Ice Satellite Application Facilities for different timeliness are either redistributed by CMEMS or used to improve their user services.

EUMETSAT's current geostationary and polar Programmes, as well as the European Copernicus Programme of which EUMETSAT is a delegated entity, provide operational observations of the sea and sea ice.

The Meteosat geostationnary Programme (MSG and soon MTG) provides sea surface temperature and radiative fluxes from the SEVIRI instrument, and in the future from the FCI and IRS instruments. It is complemented by the polar Programmes EPS, and soon EPS-SG, which provide additional parameters of sea ice, sea surface temperature, sea surface radiative fluxes and wind vectors from AVHRR, ASCAT, IASI and in the future from MetImage, SCA, MWI,IASI-NG.

The Jason-CS Programme and the Copernicus Agreement with the EU have entrusted EUMETSAT with operation of the Copernicus Sentinel-3 and Jason-CS/Sentinel-6 satellites, and thus added ocean colour information and further surface topography and surface temperature products.

The Copernicus Sentinel-3 mission is today flying in constellation, jointly operated by ESA and EUMETSAT. Each Sentinel-3 satellite carries OLCI, SLSTR and topography payload, providing a wide range of operational products related to ocean topography (and related parameters), sea and sea ice surface temperature and ocean colour.

Sentinel-6 is a collaborative Copernicus mission implemented and co-funded by the European Commission, the European Space Agency, EUMETSAT, and the US, through NASA and NOAA.  The two successive Copernicus Sentinel-6 satellites (A and B), launched in November 2020 and to be launched 2025, will fly the same specific non-sun-synchronous low-Earth orbit as the series of European/US TOPEX/Poseidon and Jason satellites to continue the high-precision ocean altimetry mission delivered for more than 30 years.

In this presentation, we will present in details EUMETSAT contributions to observations used by CMEMS, the recent innovations in the EUMETSAT stream of marine satellite data, and planned evolutions responding to CMEMS needs for ocean monitoring and prediction.

How to cite: Obligis, E.: EUMETSAT significant contribution to CMEMS, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3350, https://doi.org/10.5194/egusphere-egu23-3350, 2023.

The CMEMS Monitoring and Forecasting Center for the Baltic Sea (BAL-MFC) uses NEMO coupled to ERGOM to compute reanalysis and forecasts for the Baltic Sea. Operationally, in situ observations of nutrients and oxygen are assimilated using the parallel data assimilation framework (PDAF, https://pdaf.awi.de) using a fixed ensemble read from model snapshots. In the EU-project SEAMLESS, the operational model setup build the basis for enhancements by a fully dynamical data assimilation approach. For this, the coupled NEMO-ERGOM model system is augmented by the data-assimilation functionality of PDAF and NEMO-ERGOM is run in ensemble mode. Using an ensemble of 30 members, satellite surface temperature and chlorophyll observation are assimilated daily. We assess the impact of the assimilation on the forecast skill with a focus on the biogeochemical variables. In addition, additional ecosystem indicators, like trophic efficiency, pH, and phytoplankton community structure are analyzed. The developments on the data assimilation system are in wide parts generic an can also be applied with other model configurations or components. While the developments in SEAMLESS are independent from the BAL-MFC operational developments, it is planned to make them available to the operational service.

How to cite: Sun, Y. and Nerger, L.: Assimilation of satellite temperature and chlorophyll observations for improved ecosystem predictions in the Baltic Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3451, https://doi.org/10.5194/egusphere-egu23-3451, 2023.

EGU23-4961 | Posters on site | OS4.11

Preliminary evaluation of the ECMWF 6th generation ocean and sea-ice reanalysis system (ORAS6) 

Eric de Boisseson, Hao Zuo, Philip Browne, Marcin Chrust, Magdalena Balmaseda, Patricia de Rosnay, and Beena Balan Sarojini

Ocean and sea-ice reanalyses are reconstructions of historical ocean and sea-ice states by ingesting observations into simulated model states through data assimilation methods. Reanalysis provides invaluable information for climate monitoring and is an essential component in long-term prediction such as seasonal to decadal forecasts. The Ocean ReAnalysis System-6 (ORAS6) is the 6th generation of ocean and sea-ice reanalysis system developed at ECMWF. Compared with the current ECMWF operational system-5 (ORAS5), the ocean and sea-ice model has been upgraded and is now driven by hourly atmospheric forcing. A new Ensemble-based variational ocean Data Assimilation (EDA) system has been developed. This new EDA system is constructed with a hybrid covariance model that provides flow-dependent background error variances and correlation scales, both of which are critical for better assimilation of sea surface observations.

Direct assimilation of L4 SST observations with ORAS6 EDA system greatly reduces SST biases, especially in critical regions around the Gulf Stream separation. Assimilation of L3 sea-ice concentration data within a multi-category sea ice model has been implemented as well and shows promising results in terms of sea ice spatial distribution and concentration. ORAS6 also includes a new freshwater budget closure scheme which allows to constrain the atmosphere-ocean freshwater fluxes using an external product.

This presentation will feature results from a prototype ORAS6 reanalysis with a focus on performance evaluation against its predecessor ORAS5 and potential impacts on coupled ECMWF forecasts.

How to cite: de Boisseson, E., Zuo, H., Browne, P., Chrust, M., Balmaseda, M., de Rosnay, P., and Balan Sarojini, B.: Preliminary evaluation of the ECMWF 6th generation ocean and sea-ice reanalysis system (ORAS6), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4961, https://doi.org/10.5194/egusphere-egu23-4961, 2023.

EGU23-6354 | Orals | OS4.11

Multi-Observation Thematic Assembly: existing products and future evolutions 

Nathalie Verbrugge, Hélène Etienne, Bruno Buongiorno Nardelli, Tran Chau, Frédéric Chevallier, Daniele Ciani, Hervé Claustre, Gérald Dibarboure, Marion Gehlen, Eric Greiner, Nicolas Kolodziejczyk, Sandrine Mulet, Renosh Pannimpullath, Claudia Parracho, Michela Sammartino, Raphaëlle Sauzède, and Stéphane Tarot

Producing comprehensive information about the ocean has become a top priority to monitor and predict the ocean and climate change. Complementary to ocean state estimate provided by modelling/assimilation systems, a multi observations-based approach is developed thought the Copernicus Marine Service MultiOBservation Thematic Assembly (MOB TAC). Recent advances in data fusion techniques and use of machine-learning approach open the possibility of producing estimators of ocean physic and biogeochemistry (BGC) operationally, using input data from diverse sensors, satellites and in-situ programs. 

MOB TAC provides the following multi observations products at global scale:  

Blue ocean 

  • 3D temperature, salinity, geopotential height and geostrophic current fields, both in near-real-time (NRT) and as long time series (REP=Reprocessing) in delayed-mode; 
  • 2D sea surface salinity and sea surface density fields, both in NRT and as REP; 
  • 2D total surface and near-surface currents, both in NRT and as REP; 
  • 3D Vertical velocity fields as REP; 
  • L2Q and L4 sea surface salinity from SMOS in REP and NRT (only L2Q) 

Green ocean 

  • 2D surface carbon data sets of FCO2, pCO2, DIC, Alkalinity, saturation states of surface waters with respect to calcite and aragonite as REP; 
  • Nutrient and Carbon vertical distribution (including Nitrates, Phosphates, Silicates, pH, pCO2, Alkalinity, DIC) profiles as REP and NRT; 
  • 3D Particulate Organic Carbon (POC), particulate backscattering coefficient (bbp) and Chlorophyll a (Chl-a) fields as REP. 

Parallel to its portfolio, MOB TAC has and will further develop specific expertise about the integration of multiple satellites and in-situ based observations coming from the other CMEMS TACs and projects. Furthermore, MOB TAC provides specific Ocean Monitoring Indicators (OMIs), based on the above products, to monitor and the global ocean carbon sink. 

How to cite: Verbrugge, N., Etienne, H., Buongiorno Nardelli, B., Chau, T., Chevallier, F., Ciani, D., Claustre, H., Dibarboure, G., Gehlen, M., Greiner, E., Kolodziejczyk, N., Mulet, S., Pannimpullath, R., Parracho, C., Sammartino, M., Sauzède, R., and Tarot, S.: Multi-Observation Thematic Assembly: existing products and future evolutions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6354, https://doi.org/10.5194/egusphere-egu23-6354, 2023.

EGU23-7632 | Posters virtual | OS4.11

Enhancing coastal wave forecasts by improving forcings with deep learning – The Copernicus Marine Service Evolution KAILANI project 

Manuel García-León, Lotfi Aouf, Javier García-Valdecasas, Cristina Toledano Lozano, Alice Dalphinet, José María García-Valdecasas, José María Terrés Nícoli, Roland Aznar, José Manuel López Collantes, and Marcos G. Sotillo

Ocean wave forecasting is highly demanded by end-users. There is a pressing need for reliable forecasts, to be applied in emergency services, harbour logistics, search-and-rescue operations, renewable energy or pollutant transport. In addition to this wide variety of uses, the coastal zone represents a modelling challenge due to the joint superposition of physical processes that make it a highly dynamic environment (including wind, waves, circulation and air-sea-land interactions).

In the observational side, remote sensing products such as those derived from Satellite Synthetic Aperture Radar (SAR, e.g. from the Sentinel missions) and High Frequency Radar (HFR, e.g. available at the Copernicus Marine Service - In Situ TAC) offers vast quantities of high-resolution spatio-temporal fields. However, their applicability within the operational ocean forecasts services is not straightforward.

The Copernicus Marine Service Evolution KAILANI project (2022 - 2024) aims to enhance the Copernicus Marine regional wave forecasts by improving the forcings required by spectral wave models: i.e. wind forcings and surface current fields. This enhancement comes from blending remote sensing observations with wind and surface currents forecasts. Artificial Intelligence Neural Networks (ANNs) has been proposed as the basis for this blending, as they allow to extract complex spatio-temporal features from remote-sensing data.

The impact on bias and error reduction would be assessed by testing these blended fields under a preoperational environment. The Iberia-Biscay-Ireland (IBI) area has been selected for this Proof of Concept, due to the good coverage of HFR along its coastline. Selection of pilot study sites in areas at the Cantabrian Sea (macrotidal), the Canary Islands (mesotidal), the NW Mediterranean (microtidal), and in the hot spot that is the Gibraltar Strait will ensure that KAILANI applicability ranges different environments.

This methodology focuses on the post-processing of the forcings. Then, it could be a complement for Data Assimilation algorithms. If successful, the proposed KAILANI methodology could be exportable to different Copernicus Marine Monitoring and Forecasting Centers (MFCs); without significant changes in their numerical codes and operation chain. Finally, the expected enhancement of the delivered coastal wave spectra and their integrated parameters (i.e. wave height, period and direction) will be key to foster downstream nearshore applications.

How to cite: García-León, M., Aouf, L., García-Valdecasas, J., Toledano Lozano, C., Dalphinet, A., García-Valdecasas, J. M., Terrés Nícoli, J. M., Aznar, R., López Collantes, J. M., and G. Sotillo, M.: Enhancing coastal wave forecasts by improving forcings with deep learning – The Copernicus Marine Service Evolution KAILANI project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7632, https://doi.org/10.5194/egusphere-egu23-7632, 2023.

EGU23-7808 | Posters virtual | OS4.11

Statistical analysis of extreme waves from satellite altimetry from 2002 to 2020 

Alice Laloue, Malek Ghantous, and Yannice Faugere

Statistical analysis of extreme wave heights over the globe requires long and sufficiently resolved time series of data that have so far only been available in model reanalyses. In recent years, time series of altimetry observations that allow us to perform this study have become available.

 

Global maps of extreme significant wave heights were produced over 2002-2020 using a level-4 gridded CMEMS product merging CMEMS significant wave height along-track measurements from 7 altimetric satellites. ERA5 reanalysis data, developed by the ECMWF and available from 1950 onwards, were used as a means of comparison.

 

The extreme significant wave heights were first analyzed using quantiles such as the 95th percentiles. A second approach based on the Peak-Over-Threshold and the Generalized Pareto Distribution allowed us to estimate 100-year significant wave heights. Global maps obtained on CMEMS altimetric were eventually compared with maps obtained on ERA5 reanalysis.

 

Extreme wave heights estimated with both approaches show a spatial structure similar to the maxima in the climatological mean but with greater magnitude. Largest trends are exhibited in the Southern Ocean, where the wave heights tend to increase significantly in all results, while the North Atlantic and North Pacific exhibit more complex patterns of trends.

How to cite: Laloue, A., Ghantous, M., and Faugere, Y.: Statistical analysis of extreme waves from satellite altimetry from 2002 to 2020, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7808, https://doi.org/10.5194/egusphere-egu23-7808, 2023.

EGU23-7859 | Orals | OS4.11

Sea level maps of the Arctic (and southern) ocean from satellite altimetry from 2011 to 2021 

Pierre Veillard, Pierre Prandi, Matthis Auger, Yannice Faugere, and Gérald Dibarboure

In the polar regions satellite sea level observations are limited by the sea ice. Thanks to a dedicated processing, sea level can however be estimated within fractures in the ice (leads) enabling to produce continuous sea level maps including the ice-covered region.

Maps of sea level of the Arctic (Prandi et al., 2021) and Southern (Auger et al., 2022) ocean were produced over 2011-2021 by combining measurements of 3 satellites from 50°N/S to 88°N/S through optimal interpolation. The three satellite missions (Sentinel-3A, SARAL/AltiKa and Cryosat-2) are processed using the same standards and are in great agreement. The along-track data were ingested in the new CNES/CLS22 mean sea surface solution and in a prototype of global sea level maps. The products are provided on the Aviso Regional Products portal and serve as demonstration products for the future generation of operational CMEMS-SLTAC products.

The sea level maps are validated against hourly Gloss/Clivar tide gauge at Prudoe Bay and monthly PSMSL tide gauges. It is also compared to bottom pressure recorders at the north pole and in the Beaufort sea (BGEP project) showing great correlation at monthly timescale. At inter-annual timescale, the product sea level and steric height from in-situ profiles (BGEP project) show the same evolution in the Beaufort sea. Sea level trends are also estimated from this product and compared to model trends.

Arctic sea level is influenced by the atmospheric circulation. At large scale, the product sea level is correlated to the arctic oscillation index. At smaller scale in the Kara and Laptev sea regions, the product sea level is well correlated with zonal wind producing cross-shelf sea level accumulation.

How to cite: Veillard, P., Prandi, P., Auger, M., Faugere, Y., and Dibarboure, G.: Sea level maps of the Arctic (and southern) ocean from satellite altimetry from 2011 to 2021, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7859, https://doi.org/10.5194/egusphere-egu23-7859, 2023.

EGU23-8278 | Orals | OS4.11

A New High-Resolution Ocean Reanalysis for the Baltic Sea: Insights into Ocean Dynamics 

Vasily Korabel, Ida Ringgaard, Jens Murawski, Vibeke Huess, Jun She, Lena Spruch, and Anja Lindenthal

Ocean reanalyses provide a valuable source of data for understanding the dynamics of the ocean, climate studies and practical applications. We introduce a new CMEMS high-resolution ocean reanalysis for the Baltic Sea for the period from 1993 to 2021. The reanalysis is an upgrade of the existing CMEMS products BALTICSEA_REANALYSIS_PHY_003_011 and BALTICSEA_REANALYSIS_BIO_003_012 and introduces numerous changes including higher horizontal resolution, approximately 1.9 km, a new versions of ocean, ice and biogeochemical models, and a new data assimilation scheme.

We have analyzed the reanalysis data to assess the performance of the new reanalyses focusing on the ocean dynamics. We found that the high resolution of the reanalysis allowed us to detect finer-scale features in the data, such as mesoscale eddies, that were not apparent in lower resolution dataset as well as improve the ocean currents.

We also used the reanalysis to study the occurrence and evolution of salt water inflows from the North Sea. Our results suggest that the high resolution of the reanalysis enables more accurate predictions of these events.

Overall, our study demonstrates the utility of the new high-resolution ocean reanalysis for understanding the dynamics of the Baltic Sea and improving our ability produce a physically consistent combination of model and observations.

How to cite: Korabel, V., Ringgaard, I., Murawski, J., Huess, V., She, J., Spruch, L., and Lindenthal, A.: A New High-Resolution Ocean Reanalysis for the Baltic Sea: Insights into Ocean Dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8278, https://doi.org/10.5194/egusphere-egu23-8278, 2023.

EGU23-9375 | Orals | OS4.11

Generation of multi-resolution, daily and gap-free ocean colour satellite products for coastal applications: the MultiRes project 

Aida Alvera-Azcárate, Alexander Barth, Antoine Dille, and Dimitry Van der Zande

Coastal ocean areas are very dynamic regions subject to strong anthropogenic pressure (e.g. industry, tourism, renewable energies, population). Satellite data constitute a unique tool to study and monitor these complex areas at high spatial and temporal resolutions. While “traditional” ocean colour satellites like Sentinel-3 provide daily temporal resolution, their sensors do not measure at the spatial resolution needed to correctly resolve complex coastal dynamics. On the other hand, while high spatial resolution sensors, like the MSI onboard Sentinel-2 (10m - 60m resolution), are able to resolve these small scales, their revisit time is far from optimal (2-5 days for the Sentinel-2 A & B tandem). Additionally, both high spatial resolution datasets and traditional ones are hindered by the presence of clouds, resulting in a large amount of missing data.

 

Given the high complementarity of these two measurement strategies (Sentinel-3 and Sentinel-2), we present a methodology to derive gap-filled multi resolution ocean colour products from the synergistic use of Sentinel-2 and Sentinel-3 data. Applying DINEOF (Data Interpolating Empirical Orthogonal Functions), we exploit and combine both the high-resolution spatial variability information contained in Sentinel-2 products as well as the high temporal information of Sentinel-3. Both Sentinel-2 and Sentinel-3 products are generated using the Copernicus Marine High-Resolution processor, which uses automated switching algorithms adapted to the local water conditions (at the pixel level) to retrieve optimal remote sensing spectra and water quality variables. With this approach, we address the high variability of different water types with small scale changes. The combined Sentinel-2 and Sentinel-3 products consist of Chlorophyll-a concentration and turbidity retrieved through a multi-algorithm approach with optimized quality flagging.

 

An analysis of turbidity and chlorophyll daily data at 100m resolution in the northern Adriatic Sea and the Belgian coastal zone will be presented, alongside an analysis of the spatial scales resolved by the original and merged DINEOF datasets.

How to cite: Alvera-Azcárate, A., Barth, A., Dille, A., and Van der Zande, D.: Generation of multi-resolution, daily and gap-free ocean colour satellite products for coastal applications: the MultiRes project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9375, https://doi.org/10.5194/egusphere-egu23-9375, 2023.

EGU23-11148 | Orals | OS4.11

Copernicus Marine Service: Coastal Extension 

Angélique Melet, Pierre-Yves Le Traon, Marina Tonani, Antonio Reppucci, Muriel Lux, and Tina Silovic

Over the period 2021-2028, the Copernicus Marine Service will provide a continuity of service with incremental evolutions of products and services. Yet, major evolutions are proposed to better answer user needs, to keep the service at the state-of-the-art and to meet the new ocean monitoring and forecasting challenges required by European policies and users. In this context, a priority evolution for the Copernicus Marine Service to be implemented by 2028 is a major extension of the service towards the coastal ocean.

In this presentation, an overview of the proposed evolutions of the Copernicus Marine Service towards the coastal ocean will be provided.

Incremental evolutions are planned within the Copernicus Marine Service core service to better address coastal zones, including an improved representation of processes and forcings relevant for coastal zones, enhanced assimilation of observations over continental shelves, improved algorithms to provide satellite derived information on the ocean state and winds in the coastal zone, etc.

In addition, new short, mid- and long-term activities are scheduled to develop new services. 

In the short-term, a Copernicus Coastal Thematic Hub will be implemented to gather in a single platform and access point the ensemble of information generated by several Copernicus Services on coastal zones. In addition, the Copernicus Marine Service will develop an improved coastal zone monitoring with new pan-European satellite-based products.

In the mid-term, a co-design and co-production of marine information will be developed between Copernicus Marine and EU Member States. In that regard, a selection of coastal systems operated by Member States will be coupled to Copernicus Marine monitoring and forecasting operational systems.

In the long-term, climate projections of the marine environment (physics, biogeochemistry, marine ecosystems) will be developed for the 21st century at basin scale. This long-term evolution is building on precursor R&D European projects and aims at developing regional to local ocean climate services to support policy implementation, including for coastal zones.

How to cite: Melet, A., Le Traon, P.-Y., Tonani, M., Reppucci, A., Lux, M., and Silovic, T.: Copernicus Marine Service: Coastal Extension, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11148, https://doi.org/10.5194/egusphere-egu23-11148, 2023.

EGU23-11397 | ECS | Posters on site | OS4.11

Modelling of biogeochemical parameters in the Baltic Sea with a NEMO-ERGOM model system and ensemble based data assimilation 

Helen E. Morrison, Lena Spruch, Wibke Düsterhöft-Wriggers, Anja Lindenthal, and Lars Nerger

The current reanalysis and forecasting products provided by the Baltic Monitoring and Forecasting Centre (BAL-MFC) are based on an online one-way coupled NEMO-ERGOM system. Specifically, they use the 3D ocean-ice model NEMO v4.0 in combination with the sea ice and thermodynamic model SI3 and the biogeochemical model ERGOM in a version from 2015 developed at the Leibniz Institute for Baltic Sea Research (IOW). This contribution will highlight the status of the current system with respect to biogeochemical parameter modelling in the Baltic Sea. Furthermore, the advancements towards including biogeochemical ensemble based data assimilation into the products will be presented. For this, the Parallel Data Assimilation Framework PDAF v2.0 is used. The recent introduction of PDAF-OMI, the Observation Module Infrastructure, allows for a modular implementation of different observation types, thus ensuring that the data assimilation of both the physical parameters (satellite sea-surface temperature; temperature and salinity profiles) and the biogeochemical parameters (currently oxygen and nutrients profiles) can be done using the same code.

Validation results of the NEMO-ERGOM-PDAF system with profile assimilation of dissolved oxygen, nitrate and phosphate will be presented. The validation focusses on the influence of the biogeochemical data assimilation on the oxygen and nutrient conditions in the deep basins of the Baltic Sea, which are typically anoxic. 

How to cite: Morrison, H. E., Spruch, L., Düsterhöft-Wriggers, W., Lindenthal, A., and Nerger, L.: Modelling of biogeochemical parameters in the Baltic Sea with a NEMO-ERGOM model system and ensemble based data assimilation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11397, https://doi.org/10.5194/egusphere-egu23-11397, 2023.

EGU23-11926 | Posters virtual | OS4.11

Operational detection of sargassum from sun-synchonous and geostionnary satellites 

Marion Sutton, Jacques Stum, François Steinmetz, and Dominique Jolivet

Since 2011, unprecedent massive landings of sargassum seaweed (Sargassum fluitans and Sargassum natans) have been observed along the shorelines of a huge area encompassing the Gulf of Mexico, the Caribbean Sea and West Africa,  having tremendous negative impacts over local communities.

Seen as a natural resource in the development of blue economy downstream applications or as an environmental threat for risk assessment and coastal management, sargassum data requires to be monitored at large geographical and temporal scales but also at local and real time scales.

With the development of floating algae indexes, the use of satellite observations is a key to answer these needs, as it allows to depict the abundance of sargassum and monitor their movements and trends at basin scale with wide swath sensors (MODIS-Aqua, OLCI Sentinel-3), and at local scale with high spatial resolution sensors (Sentinel-2, Landsat-8) and high temporal resolution (geostationary satellites GOES-16).

Since 2018, with the initial support of ESA, CLS has been developing and operating an operational system to provide sargassum detection products from a range of 6 sun-synchronous satellites in real time, using wide swath (MODIS, OLCI at 300m resolution) and high resolution optical sensors (MSI, OLI at 20m resolution).

Since 2020, with the initial support of CNES, HYGEOS has been developing a novel processing of geostationary satellite data on ABI sensor on board GOES-16 that allows to extend the satellite coverage over one day thanks to its 10-minute temporal resolution.

In the frame of the SODA project of the Copernicus Marine Service Evolution Program https://marine.copernicus.eu/about/research-development-projects/2022-2024/soda , the sargassum operational detections algorithms are being reviewed in the aim of providing the scientific research community and private downstream sectors with the best products adapted to each user needs.

The presentation will highlight the first results of the SODA project, focusing on the improvement of the level 1 to level 2 sargassum processing on OLCI and MODIS and on the work done on the ABI sensor.

How to cite: Sutton, M., Stum, J., Steinmetz, F., and Jolivet, D.: Operational detection of sargassum from sun-synchonous and geostionnary satellites, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11926, https://doi.org/10.5194/egusphere-egu23-11926, 2023.

EGU23-12484 | Posters on site | OS4.11

Arctic marginal ice zone changes in the GREP ensemble reanalysis product 

Doroteaciro Iovino, Julia Selivanova, and Francesco Cocetta

The rapid decline of the Arctic sea ice cover is a primary indicator of Earth’s changing climate. The variability of ice-covered area plays a crucial role in the modulating the ocean-atmosphere exchange. Knowledge of ice properties and their variability is necessary for an adequate simulation of those fluxes. Yet the response of September sea ice area or extent (SIA/SIE) is underestimated compared to observations in many global climate models.

Global ocean reanalyses provide consistent and comprehensive records of sea ice variables and are of pivotal significance for climate studies also in polar regions.  We present the temporal and spatial variability of Arctic sea ice area in the CMEMS ensemble of global ocean reanalyses (GREP), from 1993 onward. We assess the accuracy of GREP in reproducing the evolution in time and space of total sea ice and discriminating between the marginal ice zone (MIZ) from consolidated pack ice. The MIZ properties markedly differ from the thicker, quasi-continuous ice cover of the inner pack, strongly influencing various atmosphere–ocean fluxes, especially the heat flux. The MIZ has become a significant component of contemporary Arctic sea ice cover, with a summer area comparable to that occupied by pack ice. The trend towards the MIZ is set to accelerate.

Compared to satellite products (OSISAF and CDR), GREP provides consistent estimates of recent changes in the Arctic sea ice area and properly reproduces observed interannual and seasonal variability, linear trend, as well as record highs and lows. For sea ice classes, the ensemble spread is comparable to the spread among observational estimates that is as large as the ensemble spread. GREP is shown to properly represent the variability of MIZ area during the growing and melting seasons, as well as their minima and maxima. More evident discrepancies between GREP and satellite products occur during summer, when the MIZ amount increases, causing a spread widening among individual reanalyses.

Our analysis suggests that GREP can be used to get a robust estimate of current Arctic sea ice state and recent trends in sea ice properties.

How to cite: Iovino, D., Selivanova, J., and Cocetta, F.: Arctic marginal ice zone changes in the GREP ensemble reanalysis product, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12484, https://doi.org/10.5194/egusphere-egu23-12484, 2023.

EGU23-12602 | Posters virtual | OS4.11

The Copernicus Marine High-Resolution Coastal Service: status and evolutions 

Dimitry van der Zande, Kerstin Stelzer, Carole Lebreton, Antoine Dille, Quinten Vanhellemont, Martin Böttcher, Roman Shevchuk, Kevin Ruddick, and Carsten Brockmann

High-quality satellite-based ocean colour products can provide valuable support and insights in the management and monitoring of coastal ecosystems. Today’s availability of Earth Observation (EO) data is unprecedented including traditional medium resolution ocean colour systems (e.g. SeaWiFS, MODIS-AQUA, MERIS, Sentinel-3/OLCI) and high resolution land sensors (e.g. Sentinel-2/MSI). Each of these sensors offers specific advantages in terms of spatial, temporal or radiometric characteristics, enabling the provision of different types of ocean colour products by Copernicus Marine to support different types of end users.  

With the High-Resolution Coastal Service (HROC), Copernicus Marine provides high resolution ocean colour products based on Sentinel-2/MSI data for European coastal waters.  It offers 12 different products which are categorized in three groups: 1) near real time (NRT) daily products, 2) aggregated monthly products and 3) gap-filled daily products. The products are generated for the coastal waters (20km stripe for the coastline) of all European Seas and are provided in a 100m spatial resolution. The primary variable from which it is virtually possible to derive all the geophysical and transparency products is the spectral Remote Sensing Reflectance (RRS). This, together with the Particulate Backscatter Coefficient (BBP), constitute the category of the optics products. The spectral BBP product is generated from the RRS products using a quasi-analytical algorithm. The transparency products include turbidity (TUR) and Suspended Particulate Matter (SPM) concentration. They are retrieved through the application of automated switching algorithms to the RRS spectra adapted to the local water conditions. With this approach we address the high variability of different water types with small scale changes. The geophysical product consists of the Chlorophyll-a concentration (CHL) retrieved via a multi-algorithm approach with optimized quality flagging. High-Resolution products are available from the 1st of January 2020 to current day, and we will present our experiences after 2 years of operational processing together with an overview of the integrated service improvements (e.g. improvements of flagging, cloud shadow identification and flagging of bottom reflection) and planned improvements for 2023. This includes the development of a correction procedure for the strong detector banding that can be observed over water in S2/MSI imagery, especially in the eastern part of the swath for summer/high sun images. In this procedure the per-band and per-detector geometry will be considered to generate corrected L1C imagery which can then be processed by the HROC processor.

The functionality and the handling of the products will be demonstrated by examples of use cases. It will be highlighted how the products can serve eutrophication monitoring for the EU Water Framework Directive (WFD) in the Southern North Sea or for spatial planning applications in the Baltic Sea. The combination with in-situ data and other spatial information is key for a holistic picture of the environment.

How to cite: van der Zande, D., Stelzer, K., Lebreton, C., Dille, A., Vanhellemont, Q., Böttcher, M., Shevchuk, R., Ruddick, K., and Brockmann, C.: The Copernicus Marine High-Resolution Coastal Service: status and evolutions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12602, https://doi.org/10.5194/egusphere-egu23-12602, 2023.

EGU23-13228 | Posters on site | OS4.11

The Copernicus ocean forecasting system for the Mediterranean Sea: description and quality assessment of recent evolutions 

Emanuela Clementi, Giovanni Coppini, Gianpiero Cossarini, Gerasimos Korres, Massimiliano Drudi, Ali Aydogdu, Giorgio Bolzon, Sergio Cretí, Dimitra Denaxa, Laura Feudale, Anna Chiara Goglio, Alessandro Grandi, Paolo Lazzari, Rita Lecci, Antonio Mariani, Simona Masina, Charikleia Oikonomou, Jenny Pistoia, Stefano Salon, and Anna Teruzzi

The Mediterranean Monitoring and Forecast Center of the Copernicus Marine Service (Med-MFC) provides operational, regular and systematic reference information for the blue (Physics -Med-PHY- and Wave -Med-WAV) and green (Biogeochemistry -Med-BGC) state of the Mediterranean Sea. Based on state of the art modelling developments, the Med-MFC delivers Near Real Time (NRT) analysis and short-term (10 days) forecast and consistent Multi-Year (MY) Reanalysis reconstructions and their Interim extensions from 1987 (Med-PHY), 1993 (med-WAV) and 1999 (Med-BGC) till month minus one.

This work aims at providing a detailed description and a quality assessment of recent modelling upgrades which have been implemented in the latest operational systems since November 2022.

In particular, the major modelling advancements for each system are the following:

  • Med-PHY NRT system: improvements in both the hydrodynamic model with a better tidal representation and data assimilation components including a new Mean Dynamic Topography, assimilation of 7km filtered altimeter data and ingestion of newly available altimeter data (Hy-2A/B and Sentinel-6A); delivery of a new variable: vertical velocity.
  • Med-BGC NRT system includes the novel bio-optical configuration of the Biogeochemical Flux Model (BFM) and its coupling with the atmospheric light spectral model OASIM. Further, the 3DVarBio assimilation system is upgraded to include oxygen profiles from BGC-Argo.
  • Med-WAV NRT system upgrades include: (1) implementation and tuning of WAM Cycle6, (2) implementation of Charnock parameter reduction for strong winds and (3) ingestion of newly available altimeter data into the data assimilation system (Sentinel-6A).
  • All the 3 Reanalysis time series have been extended until June 2021.

The model evolutions have been extensively qualified by comparing model results from a series of sensitivity numerical experiments with respect to best available satellite and insitu observations in order to provide a reliable validation assessment. All the evolutions have provided, to a different extent, an overall product quality increase by means of a decreased error and bias with respect to the previous version of the systems when comparing modelling data to observations and previous literature.

How to cite: Clementi, E., Coppini, G., Cossarini, G., Korres, G., Drudi, M., Aydogdu, A., Bolzon, G., Cretí, S., Denaxa, D., Feudale, L., Goglio, A. C., Grandi, A., Lazzari, P., Lecci, R., Mariani, A., Masina, S., Oikonomou, C., Pistoia, J., Salon, S., and Teruzzi, A.: The Copernicus ocean forecasting system for the Mediterranean Sea: description and quality assessment of recent evolutions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13228, https://doi.org/10.5194/egusphere-egu23-13228, 2023.

EGU23-13365 | Orals | OS4.11

Validation of the Copernicus Marine Med-WAV modelled spectrum with available buoy measurements in the Mediterranean Sea 

Charikleia L.G. Oikonomou, Dimitra Denaxa, and Gerasimos Korres

The Med-WAV system of the Mediterranean component (MED MFC) of the Copernicus Marine Environment Service regularly provides high-resolution analysis, forecast, and reanalysis of wave products. The Mediterranean Sea Waves Analysis and Forecast product (MEDSEA_ANALYSISFORECAST_WAV_006_017, Korres et al., 2022) has been operational since 2017. The hourly wave spectrum is computed at each model grid point and is discretised using 32 logarithmically allocated frequency bins and 24 equally distributed directional bins. Hourly wave parameters are obtained through the wave spectrum, with spectral parameters significant wave height and mean wave period (spectral moments (0,2) wave period) being continuously validated against satellite altimeter data and buoy measurements. Thus, careful monitoring has contributed to a more accurate representation of the Mediterranean wave system via system upgrades (Ravdas et al., 2018). Αccess to the wave spectrum itself may provide additional information on the sea state, revealing, for example, if it is composed of mixed sea systems. For the Med-WAV system, wave spectra have been available since June 2021 (not part of the Copernicus Marine Service catalogue) and are already used for wave downscaling applications within the Med Sea. Studies concerning comparisons of the modelled spectral shape and in-situ data for the Mediterranean basin are limited to this date. Such an analysis can lead to further parameter validation and contribute to system improvements. In-situ 1-D spectra are available through Copernicus Marine in-situ TAC (2022) (product INSITU_GLO_WAV_DISCRETE_MY_013_045) from buoys deployed in the west part of the basin. The modelled 1-D spectra (following the integration of the 2-D modelled spectrum over all directions) are compared against quality-controlled data from selected deep water buoys. Besides the spectral shape, further comparisons are performed, focusing on parameters that are of interest to the engineering community, e.g. the spectral moments (-1,0) wave period, the spectral moments (0,1) wave period, and the orbital wave velocity (Stopa et al., 2016). The model skill is assessed through commonly used quality metrics such as bias, root mean square difference, and scatter index.

 

References:

Korres, G., Oikonomou, C., Denaxa, D., & Sotiropoulou, M. (2022). Mediterranean Sea Waves Analysis and Forecast (CMEMS MED-Waves, MEDWAΜ4 system) (Version 1) Data set. Copernicus Monitoring Environment Marine Service (CMEMS). https://doi.org/10.25423/CMCC/MEDSEA_ANALYSISFORECAST_WAV_006_017_MEDWAM4 

Ravdas M., Zacharioudaki A. and Korres G. (2018): Implementation and validation of a new operational wave forecasting system of the Mediterranean Monitoring and Forecasting Centre in the framework of the Copernicus Marine Environment Monitoring Service, Nat. Hazards Earth Syst. Sci., 18, 2675–2695, https://doi.org/10.5194/nhess-18-2675-2018

Copernicus Marine in situ TAC (2022). Copernicus Marine In Situ - Global Ocean Wave Observations Reanalysis. SEANOE. https://doi.org/10.17882/70345

Stopa J., Ardhuin F., Babanin A. and Zieger S. (2016): Comparison and validation of physical wave parameterizations in spectral wave models, Ocean Modelling, 103, 2-17, http://dx.doi.org/10.1016/j.ocemod.2015.09.003 

 

How to cite: Oikonomou, C. L. G., Denaxa, D., and Korres, G.: Validation of the Copernicus Marine Med-WAV modelled spectrum with available buoy measurements in the Mediterranean Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13365, https://doi.org/10.5194/egusphere-egu23-13365, 2023.

To better understand the global ocean biogeochemical processes, it is crucial to strengthen the spatial coverage of high-quality biogeochemical variables. In this context, we provide high-quality nutrients (nitrate, phosphate and silicate) and carbonate system variables (total alkalinity, dissolved inorganic carbon, pH and partial pressure of carbon dioxide) profiles for BGC-Argo floats equipped with oxygen sensors and data qualified in delayed mode. These variables are derived using neural network models called CANYON-B and CONTENT for nutrients and carbonate system variables, respectively. For the Mediterranean Sea, we deliver these variables from a regional dedicated model called CANYON-MED. These variables are distributed from September 2002 to August 2022 as part of CMEMS MOBTAC service. The last update of the product will be available in CMEMS portal from March 2023.

At the global scale, nitrate, phosphate and silicate are retrieved with an accuracy (from the root mean squared difference) of 0.68, 0.051, 2.3 µmol kg-1, respectivelyand the carbonate system variables, i.e., total alkalinity, dissolved inorganic carbon, pH and partial pressure of carbon dioxide are retrieved with an accuracy of 6.2 µmol kg-1, 6.9 µmol kg-1, 0.013 (unitless), and 15 µatm, respectively. The global models (CANYON-B and CONTENT) have also been validated with independent data collected from recent various oceanic cruises not used for the development of the methods (from GLODAPv2.2021 database) and the Hawaii Ocean Time series (HOT). These independent validations demonstrate the validity of these models for global ocean applications. The nitrate and pH products were again validated against measured nitrate and pH from BGC-Argo floats equipped with oxygen sensors. Overall validation results were quite satisfactory at global and regional spatial scales.

Currently, the profiles are available for BGC-Argo floats with concurrent profiles of temperature, salinity and oxygen qualified in delayed mode. This product will be also available from near real-time observations from 2024.

How to cite: Renosh, P. R., Sauzède, R., and Claustre, H.: Global ocean product of profiles of nutrients and carbonate system variables within the framework of Copernicus Multi Observations Thematic Assembly Center (MOBTAC), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13556, https://doi.org/10.5194/egusphere-egu23-13556, 2023.

EGU23-14964 | Orals | OS4.11

Assessment of the CMEMS phytoplankton functional types products for inter-mission consistency 

Hongyan Xi, Marine Bretagnon, Julien Demaria, Antoine Mangin, and Astrid Bracher

In the framework of Copernicus Marine Service Evolution Program, our current project GLOPHYTS aims at establishing a complete and systematic approach for a consistent long-term monitoring of surface ocean phytoplankton function types (PFTs) on global scale. The current global PFT products available on CMEMS are generated based on remote sensing reflectance from multi-sensor merged and Sentinel-3 OLCI data and OSTIA sea surface temperature product, using a set of empirical-orthogonal-function based PFT algorithms that were previously developed. These products provide global chlorophyll a data with per-pixel uncertainty for six PFTs spanning from 2002 until today. Aiming to merge these PFT data sets of different sensors into one long-term consistent satellite PFT product, as first steps we focus on the (inter-)calibration of the sensor specific PFT products using in-situ validation, cross-comparison and uncertainty estimation in different biogeochemical regions. The final continuous PFT observations will act as potentially important ocean monitoring indicators (OMI) to help sustain the ocean health by providing inter-annual variation and trend analyses of the surface phytoplankton community structure.

How to cite: Xi, H., Bretagnon, M., Demaria, J., Mangin, A., and Bracher, A.: Assessment of the CMEMS phytoplankton functional types products for inter-mission consistency, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14964, https://doi.org/10.5194/egusphere-egu23-14964, 2023.

EGU23-15318 | Posters on site | OS4.11

Validation and intercomparison of ocean surface circulation analyses and forecasts 

Simon van Gennip, Flavie Dubost, Pierre Gouvenou, Gregory Smith, Dorina Surcel-Colan, Yves Franklin Ngueto, Charly Régnier, Sylvain Cailleau, Bruno Levier, Stéphane Law-Chune, and Marie Drevillon

Operational systems provide daily surface velocities that reproduce as closely as possible the state of the ocean, a field that lays at the base of many diverse applications such as routing or search and rescue. There’s a growing need to assess different systems’ ability to reproduce ocean dynamical processes covering a range of spatio-temporal scales so to inform on their suitability for use in a vast range of users’ applications.

Here we present an initiative for putting in place a multi-metric validation platform for the comparison of ocean currents making use of a number of service evolution developments and concepts (MEDSUB py_eddy_tracker, HIVE…). Such tool is aimed at being operable in any region of interest, applicable to any Copernicus Marine products on the Wekeo DIAS cloud access service.

We show an intercomparison of the mesoscale eddy field of different Copernicus Marine systems in the IBI area, together with a range of statistical metrics on surface currents (Eulerian and Lagrangian) comparing against drifting buoys’ velocity measurements. The use of this platform is illustrated with the case of the Grande America catastrophe within the Bay of Biscay in March 2019 to analyse the currents and in fine to help decision-making. Such approach is shown to provide relevant user-oriented uncertainty information for a range of applications.

How to cite: van Gennip, S., Dubost, F., Gouvenou, P., Smith, G., Surcel-Colan, D., Ngueto, Y. F., Régnier, C., Cailleau, S., Levier, B., Law-Chune, S., and Drevillon, M.: Validation and intercomparison of ocean surface circulation analyses and forecasts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15318, https://doi.org/10.5194/egusphere-egu23-15318, 2023.

EGU23-15844 | ECS | Orals | OS4.11

Modelling the evolution of Arctic multiyear sea ice over 2000-2018 

Heather Regan, Pierre Rampal, Einar Olason, Guillaume Boutin, and Anton Korosov

Multiyear sea ice (MYI) cover in the Arctic has been monitored for decades using increasingly sophisticated remote sensing techniques, and these have documented a significant decline in MYI over time. However, such techniques are unable to differentiate between the processes affecting the evolution of the MYI. Further, estimating the thickness, and thus the volume of MYI remains challenging. Here we use the neXtSIM sea ice model, coupled to the ocean component of NEMO, to investigate the changes to MYI over the period 2000-2018. We exploit the Lagrangian framework of the sea ice model to introduce a new method of tracking MYI area and volume, which is based on identifying MYI during freeze onset each autumn. The model is found to successfully reproduce the spatial distribution and evolution of observed MYI extent. We discuss the balance of the processes (melt, ridging, export, and replenishment) linked to the general decline in MYI cover. The model suggests that rather than one process dominating the losses, there is an episodic imbalance between the different sources and sinks of MYI. We identify those key to the significant observed declines of 2007 and 2012; while melt and replenishment are important in 2012, sea ice dynamics play a significant role in 2007. Notably, the model suggests that convergence of the ice, through ridging, can result in large reductions of MYI area without a corresponding loss of MYI volume. This highlights the benefit of using models alongside satellite observations to aid interpretation of the observed MYI evolution in the Arctic. Based on the MYI tracking method here, we demonstrate how MYI is now implemented in the neXtSIM-F forecasts distributed by the CMEMS platform.

How to cite: Regan, H., Rampal, P., Olason, E., Boutin, G., and Korosov, A.: Modelling the evolution of Arctic multiyear sea ice over 2000-2018, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15844, https://doi.org/10.5194/egusphere-egu23-15844, 2023.

EGU23-16314 | Posters on site | OS4.11

Sea ice information for the Greenlandic community 

Mads H. Ribergaard, Till A.S. Rasmussen, Leandro Ponsoni, Matilde B. Kreiner, Jørgen Buus-Hinkler, Tore W. Hansen, and Pia Nielsen-Englyst

Sea ice information for the near coastal areas of the Greenlandic waters is of high importance for
the local communities and the maritime industry. The “truth” within sea ice information has
traditionally been associated with Manual Ice Charts; however, the demand for accurate forecasts
is increasing.
At first, this study will introduce a variety of satellite-based Copernicus marine service products
waters with a special focus on a novel automated ice chart that runs on a daily basis at the Danish
Meteorological Institute (DMI). The new product is based on a Convolutional Neural Network
(CNN), which combines passive microwave and SAR imagery in order to optimize retrieval. By
doing so, it produces the best possible sea ice concentration with a resolution comparable to the
manual ice charts.
Secondly, this study presents an improved operational forecast system for the Arctic sea ice
focusing on the Greenlandic waters. The physical basis of the system is close to the Arctic Marine
forecasting system within the Copernicus Marine System. This presentation will present the
forecast system and introduce the first attempts to assimilate a combination of level two data from
the automated ice charts gap-filled with level 2 passive microwave data.
We validate the sea ice edge forecast systems and the individual remotely sensed observational
products by computing the Integrated Ice Edge Error metric. This comparison is focused primarily
on the initial state and secondly on a comparison with the initial state.

How to cite: Ribergaard, M. H., Rasmussen, T. A. S., Ponsoni, L., Kreiner, M. B., Buus-Hinkler, J., Hansen, T. W., and Nielsen-Englyst, P.: Sea ice information for the Greenlandic community, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16314, https://doi.org/10.5194/egusphere-egu23-16314, 2023.

The Copernicus Marine Service relies in a very fundamental way on digital tools whose deployment and routine implementation allow the transformation of information from observation networks into products available to users. In practice, these digital tools are software whose development is partly carried out in the framework of interaction with the academic community. These software packages bring together and summarize our collective understanding of ocean and sea-ice dynamics,  observation networks and inversion techniques. 

The evolution of the Copernicus Marine Service therefore necessarily involves the evolution of these software tools. A significant part of our community devotes energy and time to improving these software and the processes enabling its deployment in operational systems. The development of these software tools is therefore a central question in the transition from research to operation within the Copernicus Marine Service. 

The NEMO modelling framework is an example of such scientific software on which the Copernicus Marine Service is based. This codebase is used as a tool to understand ocean and sea ice dynamics, to prepare observational networks, and to integrate information from observing systems into reanalysis and forecasts. In this it concentrates the work of a very large community on a very long time scale. Its evolution is in any case key for the evolution of the Copernicus Marine Service and its downstream applications. 

Over the last four years, the consortium of the IMMERSE project has accompanied the development of the NEMO code and the organization of the transition of this development within the Copernicus Marine production centers. The project activities have led to a significant improvement in the computational efficiency of the code, to a better representation of the key physical processes. It also allowed the exploration of development practices based more fundamentally on open science approaches. 

In this presentation we will propose a synthesis and a feedback on the contribution of these approaches to open science and on the stakes of the transition from research to operation in the framework of Copernicus Marine Service. We will recall the main results of the IMMERSE project and in particular the actions taken to accelerate this transition. We will also use the example of the collaborative data challenges deployed in the framework of altimetry data processing. We will try to paint an objective picture of the contribution of new collaborative work practices in the field.

How to cite: Le Sommer, J. and the IMMERSE project consortium: Towards continuous, evidence-based evolution of Copernicus Marine Service through open science practices : insights from the IMMERSE project., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17510, https://doi.org/10.5194/egusphere-egu23-17510, 2023.

EGU23-2379 | PICO | ESSI4.1

Visualizing and communicating probabilistic flood forecasts maps for decision-making 

Marie-Amélie Boucher, Valérie Jean, Anissa Frini, and Dominic Roussel

Probabilistic flood forecasts often concentrate on streamflow, but water depth and extent might convey more tangible flood information for some people. Water depths and extent can also be used more directly than streamflow as part of an impact-based forecasting set-up. However, within a probabilistic or ensemble approach, the uncertainty inherent to water extent and depth applies to all three spatial dimensions: the depth itself is uncertain, and so is the extent in terms of latitude and longitude. The notion of forecast uncertainty is generally well accepted by users, and on the one hand, the addition of new information (flood extent, depth, velocity, etc.) has the potential to be useful for decision makers. On the other hand, it also has the potential to be overwhelming and confusing. Therefore, visualising probabilistic flood forecast maps and communicating the information to the general public and to decision-makers poses multiple challenges. In this presentation we will synthesise the results from a large-scale survey of forecast users, including 28 government representatives, 52 municipalities, 9 organisations, as well as 37 citizens and farmers. Those different groups have different roles, realities, and perspectives. They also have different needs and preferences in terms of hydrological forecasts. The survey consisted of individual and group interviews. The participants were asked a variety of open questions regarding their needs and preferences for hydrological forecasts and also for the visualisation and the communication of those forecasts. One key element of the interviews was the presentation of four alternative visualisation prototypes for probabilistic forecasts of flood depth and extent. The participants were asked to compare those prototypes, to express their preferences in terms of colour maps, wording and the representation of uncertainty. They also provided useful comments on potential modifications to those prototypes and sometimes suggested ideas for entirely new prototypes. Our results highlight that most participants, regardless of their role or background, had the same overall preference in terms of the proposed prototypes, with prototype number 2 the overall favorite (all prototypes will be shown and explained during the presentation). Nevertheless, we also found several specificities among the respective preferences of different user groups. Our results also highlight specific issues related to the understanding of probabilities in the context of flood forecast maps.  The results of this research are currently being used to inform the design of the new forecast communication and visualisation platform in the province of Quebec, Canada.

How to cite: Boucher, M.-A., Jean, V., Frini, A., and Roussel, D.: Visualizing and communicating probabilistic flood forecasts maps for decision-making, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2379, https://doi.org/10.5194/egusphere-egu23-2379, 2023.

EGU23-3624 | ECS | PICO | ESSI4.1

ESM Data Exploration with the Model Data Explorer 

Philipp S. Sommer, Linda Baldewein, Hatef Takyar, Rehan Chaudhary, Mostafa Hadizadeh, Housam Dibeh, Max Böcke, Christof Lorenz, Tilman Dinter, Stefan Pinkernell, Klaus Getzlaff, and Ulrike Kleeberg

Making Earth-System-Model (ESM) Data accessible is challenging due to the large amount of data that we are facing in this realm. The upload is time-consuming, expensive, technically complex, and every institution has their own procedures.

Non-ESM experts face a lot of problems and pure data portals are hardly usable for inter- and trans-disciplinary communication of ESM data and findings, as this level of accessibility often requires specialized web or computing services. 

With the Model Data Explorer, we want to simplify the generation of web services from ESM data, and we provide a framework that allows us to make the raw model data accessible to non-ESM experts.

Our decentralized framework implements the possibility for an efficient remote processing of distributed ESM data. Users interface with an intuitive map-based front-end to compute spatial or temporal aggregations, or select regions to download the data. The data generators (i.e. the scientist with access to the raw data) use a light-weight and secure python library based on the Data Analytics Software Framework (DASF, https://digital-earth.pages.geomar.de/dasf/dasf-messaging-python) to create a back-end module. This back-end module runs close to the data, e.g. on the HPC-resource where the data is stored. Upon request, the module generates and provides the required data for the users in the web front-end.

Our approach is intended for scientists and scientific usage! We aim for a framework where web-based communication of model-driven data science can be maintained by the scientific community. The Model Data Explorer ensures fair reward for the scientific work and adherence to the FAIR principles without too much overhead and loss in scientific accuracy. 

The Model Data Explorer is in the progress of development at the Helmholtz-Zentrum Hereon, together with multiple scientific and data management partners in other German research centers. The full list of contributors is constantly updated and can be accessed at https://model-data-explorer.readthedocs.io.

How to cite: Sommer, P. S., Baldewein, L., Takyar, H., Chaudhary, R., Hadizadeh, M., Dibeh, H., Böcke, M., Lorenz, C., Dinter, T., Pinkernell, S., Getzlaff, K., and Kleeberg, U.: ESM Data Exploration with the Model Data Explorer, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3624, https://doi.org/10.5194/egusphere-egu23-3624, 2023.

EGU23-3652 | ECS | PICO | ESSI4.1

A new set of tools to explore, analyze, and communicate animal movements with environmental and anthropogenic context 

Justine Missik, Gil Bohrer, Madeline Scyphers, Sarah Davidson, Roland Kays, Nilanjan Chatterjee, Allicia Kelly, Ashley Lohr, Andrea Kölzsch, Martin Wikelski, and John Fieberg

The Yellowstone to Yukon Conservation Corridor (Y2Y) is North America's largest nature corridor and connectivity project for wildlife. The 2,000-mile swath of land between Wyoming, USA and the Yukon Territory of Canada is one of the last remaining intact mountain ecosystems on Earth, and home to many endangered and at-risk species. The Y2Y is a mosaic of protected and unprotected land including Canadian and US national/state/provincial/territory parks, federally/state managed wildland and national forests, Indigenous territories, and privately managed conservation easements. We are developing a collaborative animal-movement archive for the Y2Y and research tools to study and communicate the effectiveness of protected areas, drivers of migration, and movement connectivity. These tools are applied by end users throughout the Y2Y to support decision making and land and wildlife management.

Our Movebank-based archive of in situ animal location observations provides a uniform data format and QA protocol for conducting large-scale, long-term, and multi-species analyses in support of wildlife management efforts in the region. These data will contribute to biodiversity assessments related to climate and other regional and global changes, and provide a baseline against which to detect early signals of local or large-scale ecosystem changes. We have developed an array of interactive tools for preparing and analyzing movement data using the MoveApps platform, a GUI-based App-development environment for data processing and analysis tools. These tools facilitate the integration of contextual environmental data from remote sensing and weather data products, and additional local environmental data layers. We have developed Apps to detect and quantify events of interest, particularly road crossings, parturition events and kill clusters, and are developing additional Apps to conduct resource and step-selection analyses using data from multiple studies at varying resolutions. To facilitate data exploration and data-based outreach and communication, we have developed ECODATA – a set of data preparation and visualization software packages in MATLAB and Python for building custom animated maps of animal movements along with contextual land management and environmental data layers.

MoveApps and ECODATA are general tools that can be applied to any animal movement dataset. Initial research questions and applications, catered to the decision-making needs of our end users in the Y2Y project, include: How are protected lands utilized by mammals throughout the Y2Y? How is connectivity between conservation areas influenced by current and predicted future environmental characteristics and anthropogenic disturbances (roads in particular)? Continuous joint development and application of tools with active collaboration with our end users guarantee that the research tools we develop answer the management and research needs of end users, while answering new and exciting questions about environmental drivers of movement in the Y2Y.

How to cite: Missik, J., Bohrer, G., Scyphers, M., Davidson, S., Kays, R., Chatterjee, N., Kelly, A., Lohr, A., Kölzsch, A., Wikelski, M., and Fieberg, J.: A new set of tools to explore, analyze, and communicate animal movements with environmental and anthropogenic context, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3652, https://doi.org/10.5194/egusphere-egu23-3652, 2023.

EGU23-8381 | ECS | PICO | ESSI4.1

Construction of a Fluvial Facies Knowledge Graph and Its Application in Sedimentary Facies Identification 

Lei Zhang, Mingcai Hou, Anqing Chen, Hanting Zhang, Ogg James, and Dongyu Zheng

Lithofacies paleogeography is a data-intensive discipline that involves the interpretation and compilation of sedimentary facies. Traditional sedimentary facies analysis is a labor-intensive task with the added complexity of using unstructured knowledge and unstandardized terminology. Therefore, it is very difficult for beginners or non-geology scholars who lack a systematic knowledge and experience in sedimentary facies analysis. These hurdles could be partly alleviated by having a standardized, structured and systematic knowledge base coupled with an efficient automatic machine-assisted sedimentary facies identification system. To this end, this study constructed a knowledge system for fluvial facies and carried out knowledge representation. Components include a domain knowledge graph for types of fluvial facies (meandering, braided and other river depositional environments) and their characteristic features (bedforms, grain-size distribution, etc.) with visualization, a method for query and retrieval on a graph database platform, a hierarchical knowledge tree-structure, a data-mining clustering algorithm for machine-analysis of publication texts, and an algorithm model for this area of sedimentary facies reasoning. The underlying sedimentary facies identification and knowledge reasoning system is based on expert experience and synthesis of publications. For testing, 17 sets of literature publications data that included details of sedimentary facies data (bedforms, grain sizes, etc.) were submitted to the AI model, then compared and validated. This testing set of automated reasoning results yielded an interpretation accuracy of about 90% relative to the published interpretations in those papers. Therefore, the model and algorithm provide an efficient and automated reasoning technology, which provides a new approach and route for the rapid and intelligent identification of other types of sedimentary facies from literature data and direct use in the field.

How to cite: Zhang, L., Hou, M., Chen, A., Zhang, H., James, O., and Zheng, D.: Construction of a Fluvial Facies Knowledge Graph and Its Application in Sedimentary Facies Identification, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8381, https://doi.org/10.5194/egusphere-egu23-8381, 2023.

EGU23-9258 | ECS | PICO | ESSI4.1

Lexcube: An Interactive Earth Science Data Cube Visualization 

Maximilian Söchting, Miguel D. Mahecha, David Montero Loaiza, and Gerik Scheuermann

A variety of Earth system data streams are being captured and derived from remote sensing observations and modelling approaches. Since the spatial and temporal resolutions of these datasets continuously rise, global and local insights become more difficult to obtain and only specialists are able to effectively access and explore the data.

Here we present the Leipzig Explorer of Earth Data Cubes (lexcube.org), the first fully interactive viewer for large Earth system data cubes, enabling the exploration and visualization of terabytes of data through space and time. Lexcube runs in the web browser and on many modern devices, including phones and tablets, works with a weak network connection and requires no coding skills. It can also be used to support field research by displaying the current geolocation of the user device in the visualization, allowing to compare past Earth system data to the current real-world situation in the field. 

Currently, lexcube.org allows to explore the Earth System Data Cube with 73 parameters from various domains, the ECMWF CAMS global reanalysis of atmospheric composition EAC4 and a data set of 97 different spectral indices from the national park Hainich in Germany. As of January 2023, lexcube.org has seen over 2,500 users who have generated over 145,000 API requests since its release in May 2022. Utilizing the open-source library xarray, Lexcube is capable of browsing any supported gridded data set in space and time, integrating into the existing data cube open-source ecosystem. Lexcube itself will be released in 2023 as an accessible, easy-to-use open-source package.

How to cite: Söchting, M., Mahecha, M. D., Montero Loaiza, D., and Scheuermann, G.: Lexcube: An Interactive Earth Science Data Cube Visualization, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9258, https://doi.org/10.5194/egusphere-egu23-9258, 2023.

EGU23-9952 | PICO | ESSI4.1 | Highlight

The Earth Data Portal for Finding and Exploring Research Content 

Robin Heß, Karen Albers, Peter Konopatzky, Roland Koppe, and Andreas Walter

Digitization and the Internet in particular have created new ways to find, re-use, and process scientific research data. Many scientists and research centers want to make their data available to the public and other researchers, but often the data is still not easy to find because it is distributed across different infrastructures. Rights of use and citability are sometimes unclear, and access to the data may have to be requested manually from the persons in charge.

The Earth Data Portal aims to provide a single point of entry for discovery and re-use of scientific research data in compliance with the FAIR principles. The portal aggregates data of the earth and environment research area from various providers and improves its findability. We also encourage publishing with permanent identifiers so that data is citable according to good scientific practice. As part of the German Marine Research Alliance and the Helmholtz-funded DataHub project, leading German research centers are working on joint data management concepts, including the data portal.

The portal offers a modern web interface with a full-text search, facets and explorative visualization tools. Seamless integration into the Observation to Analysis and Archives Framework (O2A) developed by the Alfred Wegener Institute also enables automated data flows from data collection to publication in the PANGAEA data repository and visibility in the portal. Current metadata on research missions and platforms also finds its way into the portal.

Logged in users get access to a common workspace that enables data processing on a shared infrastructure. This includes access to a shared file system, a Linux shell and a JupyterHub. The common workspace is strongly integrated into the automated data flow and enables access to automatically ingested data.

Another important part of the project is a comprehensive framework for data visualization, which brings user-customizable map viewers into the portal. Pre-curated viewers currently enable the visualization and exploration of data products from maritime research. The login feature also empowers users to create their own viewers including OGC services-based data products from different sources.

In the development of the portal, we use state of the art web technologies to offer user-friendly and high-performance tools for scientists. Regular demonstrations, feedback loops and usability workshops ensure implementation with added value.

How to cite: Heß, R., Albers, K., Konopatzky, P., Koppe, R., and Walter, A.: The Earth Data Portal for Finding and Exploring Research Content, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9952, https://doi.org/10.5194/egusphere-egu23-9952, 2023.

EGU23-11191 | PICO | ESSI4.1

Making complex climate information available for a stakeholder dialogue: the Climate Monitor for Northern Germany 

Markus Benninghoff, Philipp S. Sommer, Linda Baldewein, and Insa Meinke

Climate research in Northern Germany provides important information to enable adaption to climate change. However, the increasing complexity and the amount of data that needs to be processed makes the information inaccessible for external parties outside of the climate modeling community. Since 2007 the Coastal and Climate Office for Northern Germany at Helmholtz-Zentrum Hereon has maintained a long term stakeholder dialogue. In this context, we make knowledge on coastal climate research available to the public, and to decision-makers. Our range of stakeholders consists of adjacent scientific research groups, interested individuals, governmental bodies, non-governmental organizations, media, education and more.

Web applications, such as the Climate Monitor for Northern Germany, play a central role in our efforts to transfer scientific knowledge to our stakeholders. Originally released in 2014, the monitor comprehends data derived from freely available climate datasets of the last few decades, such as CoastDat, eOBS, CRU TS and more. We provide derived climate information for the most-requested parameters, namely temperature, precipitation, humidity, wind, cloudiness, and vegetation but also analyze indices on extremes such as heat, severe rain fall and storms. We answer the questions of our regional stakeholders, e.g. “How does a changing climate affect our interests?”, by visualizing spatial averages (municipality to state-level scale), as well as comprehensive, interactive and comparable time-series and a descriptive interpretation of both. This tool has been proven to be a valuable asset in stakeholder communication and allows everyone to access crucial climate information for their region of interest.

In our latest release we take user needs into account and redesign the front-end using a mixture of open-source libraries and OGC services provided by ESRI. With the re-design we introduce interactive webmaps and apps, intended to simplify navigability through this complex theme and its far-reaching visualization collection. We aim to increase user engagement through a familiar user interface, consistent with similar web applications. Our data processing pipelines have been streamlined to make the results conform to the FAIR principles. Besides the visual representation of the results, we provide download options for the raw data, and the computational methods are published open-source in the form of Jupyter notebooks. We focus on ease of maintenance, accessibility and on instantaneous publication of the latest results. In this presentation we highlight the workflows and experiences behind creating this user centric web tool, and discuss where we see the benefits of integrating web tools in knowledge transfer.

How to cite: Benninghoff, M., Sommer, P. S., Baldewein, L., and Meinke, I.: Making complex climate information available for a stakeholder dialogue: the Climate Monitor for Northern Germany, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11191, https://doi.org/10.5194/egusphere-egu23-11191, 2023.

EGU23-12762 | ECS | PICO | ESSI4.1

FORESTER – Interactive visualization of tree-based machine learning 

David Strahl, Robert Reinecke, and Thorsten Wagener

Visualizations are crucial for machine learning as they allow practitioners to understand, analyze, and communicate their models. They help interpret complex models by providing a graphical representation of both data and model performance. Visualizations can be used to understand the underlying patterns and trends in the data, identify biases and errors, and diagnose problems with the model. They also help in communicating the results of the model to a non-technical audience by providing an intuitive and interactive way to present the findings.

Tree-based machine learning methods, such as Classification and Regression Trees or Random Forest, are well-established and widely used in the Earth Sciences. However, visualization tools provided by common machine-learning environments in Python, R, or Matlab often provide graphical representations that could be more visually appealing or helpful in conveying a clear message.

Here we present FORESTER, a web-based and open-source software that produces visually appealing tree-based visualizations. Forester produces publication-ready plots that are, at the same time, interactive figures that can guide the user in interpreting the model. Visualizations can be streamlined to the user's requirements and offer a wide variety of insightful techniques. This makes Forester a promising alternative to currently used environments. Forester is open to collaborations, so we hope it will be extended within the Earth Science community and beyond, proving useful in other machine-learning-related fields.

How to cite: Strahl, D., Reinecke, R., and Wagener, T.: FORESTER – Interactive visualization of tree-based machine learning, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12762, https://doi.org/10.5194/egusphere-egu23-12762, 2023.

EGU23-14349 | PICO | ESSI4.1

EPOS-Norway Portal 

Jan Michálek, Kuvvet Atakan, Lars Ottemøller, Øyvind Natvik, Tor Langeland, Ove Daae Lampe, Gro Fonnes, Jeremy Cook, Jon Magnus Christensen, Ulf Baadshaug, Halfdan Pascal Kierulf, Bjørn Ove Grøtan, John Dehls, Odleiv Olesen, and Valerie Maupin

The European Plate Observing System (EPOS) is a European project about building a pan-European infrastructure for accessing solid Earth science data, governed now by EPOS ERIC (European Research Infrastructure Consortium). The EPOS-Norway project (EPOS-N; RCN-Infrastructure Programme - Project no. 245763) is a Norwegian project funded by National Research Council. The aim of the Norwegian EPOS e‑infrastructure is to integrate data from the seismological and geodetic networks, as well as the data from the geological and geophysical data repositories. Among the six EPOS-N project partners, four institutions are providing data – University of Bergen (UIB), - Norwegian Mapping Authority (NMA), Geological Survey of Norway (NGU) and NORSAR.

In this contribution, we present the EPOS-Norway Portal as an online, open access, interactive tool, allowing visual analysis of multidimensional data. It supports maps and 2D plots with linked visualizations. Currently access is provided to more than 300 datasets (18 web services, 288 map layers and 14 static datasets) from four subdomains of Earth science in Norway. New datasets are planned to be integrated in the future. EPOS-N Portal can access remote datasets via web services like FDSNWS for seismological data and OGC services for geological and geophysical data (e.g. WMS). Standalone datasets are available through preloaded data files. Users can also simply add another WMS server or upload their own dataset for visualization and comparison with other datasets. This portal provides unique way (first of its kind in Norway) for exploration of various geoscientific datasets in one common interface. One of the key aspects is quick simultaneous visual inspection of data from various disciplines and test of scientific or geohazard related hypothesis. One of such examples can be spatio-temporal correlation of earthquakes (1980 until now) with existing critical infrastructures (e.g. pipelines), geological structures, submarine landslides or unstable slopes. 

The EPOS-N Portal is implemented by adapting Enlighten-web, a server-client program developed by NORCE. Enlighten-web facilitates interactive visual analysis of large multidimensional data sets, and supports interactive mapping of millions of points. The Enlighten-web client runs inside a web browser. An important element in the Enlighten-web functionality is brushing and linking, which is useful for exploring complex data sets to discover correlations and interesting properties hidden in the data. The views are linked to each other, so that highlighting a subset in one view automatically leads to the corresponding subsets being highlighted in all other linked views.

How to cite: Michálek, J., Atakan, K., Ottemøller, L., Natvik, Ø., Langeland, T., Lampe, O. D., Fonnes, G., Cook, J., Christensen, J. M., Baadshaug, U., Kierulf, H. P., Grøtan, B. O., Dehls, J., Olesen, O., and Maupin, V.: EPOS-Norway Portal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14349, https://doi.org/10.5194/egusphere-egu23-14349, 2023.

The MOSAiC Expedition 2019/20 (https://mosaic-expedition.org) brought together scientists from different research institutes around the globe for a year in the Central Arctic. They collected an incredible amount of data to expand the understanding of the Arctic, its distinct features, and the consequences of a changing climate. Since January 2023, the data collected during the MOSAiC Expedition is available as Open Source in the long-term archive Pangaea (https://pangaea.de) for anyone who would like to learn and study the Arctic Ocean and its features. The M-VRE webODV Project (https://mosaic-vre.org) aims to offer an interactive online exploration, visualization, and analysis of the MOSAiC data in a user-friendly environment. In the M-VRE webODV (https://mvre.webodv.cloud.awi.de), these data are presented as Data Collections that consist of similar datasets aggregated into singular collections and Interdisciplinary Collections, where complementary datasets are aggregated into collections. However, for the MOSAiC data to be explored, visualized, and analyzed with webODV, it has to be converted from the tab file format used in the Pangaea archive to an ODV readable format. Therefore, the data is converted through a six steps process: search, filtering, download of datasets, data aggregation, metadata preparation, and data conversion into the ODV format. Although several datasets after those steps are ready to be uploaded to the M-VRE webODV, other datasets need special and individualized conversions. As a result of the data conversion process and the special conversions, the Data Collections and Interdisciplinary Collections of MOSAiC Expedition data are uploaded to the M-VRE webODV and available for user exploration, visualization, and analysis. The M-VRE webODV is since January 2023 open to the global community, and the number of available Collections is increasing.

*MOSAiC – Multidisciplinary drifting Observatory for the Study of Arctic Climate

*M-VRE webODV – MOSAiC Virtual Research Environment web Ocean Data View

How to cite: Linck Rosenhaim, I., Mieruch-Schnülle, S., and Schlitzer, R.: Data preparation for the development of a user-friendly, free, online, and interactive platform for the visualization and analysis of interdisciplinary data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14352, https://doi.org/10.5194/egusphere-egu23-14352, 2023.

EGU23-15375 | PICO | ESSI4.1

O3as: Ozone trend visualisations and return dates developed within within EOSC-synergy 

Tobias Kerzenmacher, Valentin Kozlov, Borja Esteban Sanchis, Ugur Cayoglu, Marcus Hardt, and Peter Braesicke

The O3as service is a tool designed to support the assessment of atmospheric ozone levels and trends. It was developed as one of the thematic services of the EOSC-Synergy project. It allows for the analysis of large datasets from chemistry-climate models and presents the information in a user-friendly format for a broad range of users, including scientists, pupils, and interested citizens. The service utilizes a unified approach to process the data, employs CF conventions for homogenization, and generates figures that can be published or downloaded as csv files. It was developed as part of the EOSC-Synergy project, and it runs on a cloud-based, containerized architecture orchestrated by Kubernetes and HPC resources, and uses the Large Scale Data Facility (LSDF) at the KIT for data storage. The service is developed with best software practices, including quality assurance, continuous integration and delivery, and compliance with the FAIR principles. 

This presentation will focus in particular on the architecture and functionality of the O3as service, with an example demonstration of its usage.

How to cite: Kerzenmacher, T., Kozlov, V., Esteban Sanchis, B., Cayoglu, U., Hardt, M., and Braesicke, P.: O3as: Ozone trend visualisations and return dates developed within within EOSC-synergy, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15375, https://doi.org/10.5194/egusphere-egu23-15375, 2023.

EGU23-17202 * | ECS | PICO | ESSI4.1 | Highlight

Visualising high-resolution global land use change of six decades 

Karina Winkler, Richard Fuchs, Mark Rounsewell, and Martin Herold

People have shaped the land surface for many centuries. However, the global expansion of land use is fuelling climate change and threatening biodiversity. At the same time, there is an ever-increasing need to supply our growing world population with food, energy and materials. Despite the crucial role of land use for solving global sustainability challenges, existing data on long-term land use change lacks the spatial, temporal and thematic detail to comprehensively capture the changes in its full dynamics.


We synergistically combined multiple open data streams (remote sensing-based land cover maps, land use reconstructions and statistics) to examine the spatio-temporal patterns of global land use change of global land use change. For this, we developed the HIstoric Land Dynamics Assessment+ (HILDA+), a modelling framework providing data-derived, annual gross changes between six land use/cover categories (urban, cropland, pasture/rangeland, forest, unmanaged grass/shrubland, sparse/no vegetation) at a spatial resolution of 1km and for a reference period of 1960-2020. Derived land use/cover maps are published as Open Data.


In this live demo, we present our findings through an interactive map viewer - a visualisation of global land use change of the past six decades. The data visualisation builds on the open-source server GeoServer. We will interactively explore the extent of land use change and its diverging patterns across the globe.

How to cite: Winkler, K., Fuchs, R., Rounsewell, M., and Herold, M.: Visualising high-resolution global land use change of six decades, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17202, https://doi.org/10.5194/egusphere-egu23-17202, 2023.

EGU23-604 | ECS | Posters on site | CL4.3

Boreal Spring Southern Hemisphere Climate Mode and Global Monsoon 

Shikhar Srivastava, Arindam Chakraborty, and Raghu Murtugudde

The global climatic pattern is governed by the dominant mode of variability in the tropics and the extratropic and their interaction. The extratropical atmosphere is much more vigorous than the tropics owing to sharp meridional temperature gradients in the mid-latitude. Especially on the decadal timescales, large signals are seen over the extratropical region than in the tropics. Here, we propose that during boreal spring, the second leading mode of climate variability in the Southern Hemisphere, has a decadal pattern. This mode is independent of the Southern Annular Mode (SAM), which represents the most dominant mode of climate variability in the Southern Hemisphere. The boreal spring climate of the Southern Hemisphere interacts with the tropics and significantly impacts the global climate, which is reflected in the global Monsoon rainfall. During the positive phase of the decadal mode, the global Monsoon rainfall is coherently suppressed. We propose a new finding highlighting that the Southern Hemisphere's extratropical forcing can significantly impact the tropical Pacific through subtropical pathways on the decadal to multidecadal timescale. The impact of such decadal climate variability is enormous and global and can add a new paradigm to the pursuit of improving decadal predictions of the global climate.

How to cite: Srivastava, S., Chakraborty, A., and Murtugudde, R.: Boreal Spring Southern Hemisphere Climate Mode and Global Monsoon, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-604, https://doi.org/10.5194/egusphere-egu23-604, 2023.

As a dominant pattern of the North Pacific sea surface temperature decadal variability, the Pacific Decadal Oscillation (PDO) has remarkable influences on the marine and terrestrial ecosystems. However, the PDO is highly unpredictable. Here, we assess the performance of the Coupled Model Intercomparison Project Phase 6 (CMIP6) models in simulating the PDO, with an emphasis on the evaluation of CMIP6 models in reproducing a recently detected early warning signal based on climate network analysis for the PDO regime shift. Results show that the skill of CMIP6 historical simulations remains at a low level, with a skill limited in reproducing PDO’s spatial pattern and nearly no skill in reproducing the PDO index. However, if the warning signal for the PDO regime shift by climate network analysis is considered as a test-bed, we find that even in historical simulations, a few models can represent the corresponding relationship between the warning signal and the PDO regime shift, regardless of the chronological accuracy. By further conducting initialization, the performance of the model simulations is improved according to the evaluation of the hindcasts from two ensemble members of the Decadal Climate Prediction Project (NorCPM1 and BCC-CSM2-MR). Particularly, we find that the NorCPM1 model can capture the early warning signals for the late-1970s and late-1990s regime shifts 5–7 years in advance, indicating that the early warning sig- nal somewhat can be captured by some CMIP6 models. A further investigation on the underlying mechanisms of the early warning signal would be crucial for the improvement of model simulations in the North Pacific.

How to cite: Ma, Y.: On the Pacific Decadal Oscillation Simulations in CMIP6 Models: A New Test‐Bed from Climate Network Analysis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5325, https://doi.org/10.5194/egusphere-egu23-5325, 2023.

Climate extremes can impact societies in various ways: from nuances in daily lives to full humanitarian crises. Droughts  are usually slow onset extremes but can be highly disruptive and affect millions of people every year. Warm temperature extremes (e.g. heat waves) can exacerbate droughts and their impacts and trigger a faster drought evolution. Combined drought and heat waves can lead to devastating consequences. For example, 2022 was a very active year in terms of drought or combined drought and heat waves, affecting particularly hard several regions of the world (e.g. Europe, China, southern South America and East Africa). In a context of risk management and civil protection, the use of operationally available seasonal climate forecasts can provide actionable information to reduce the risks and the impacts of these events on societies with different levels of development and adaptive capacities. 

 

Within the Copernicus Emergency Management Service (CEMS), the European and Global Drought Observatories (EDO and GDO, respectively) provide real time drought and temperature extreme monitoring products freely available and displayed through two dedicated web services. Recent efforts have been targeting the optimal integration and use of multi-system forecasting products to enhance the early warning component of the service. This contribution provides an overview of first results in terms of  initial multi-model skill assessment of forecasts available through the Copernicus Climate Change Service (C3S). It also discusses future avenues to improve skill in regions with limited predictability, for example by applying physically-based sampling techniques.    

How to cite: Acosta Navarro, J. C. and Toreti, A.: Seasonal forecasting of drought and temperature extremes as part of the Copernicus Emergency Management Service (CEMS), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5602, https://doi.org/10.5194/egusphere-egu23-5602, 2023.

EGU23-6000 | ECS | Orals | CL4.3

Seasonal forecasting of the European North West Shelf: Quantifying the persistence of the physical marine environment 

Jamie Atkins, Jonathan Tinker, Jennifer Graham, Adam Scaife, and Paul Halloran

The European North West shelf seas (NWS) support economic and environmental interests of several adjacent populous countries. Forecasts of physical marine variables on the NWS for upcoming months – an important decision-making timescale – would be useful for many industries. However, currently there is no operational seasonal forecasting product deemed sufficient for capturing the high variability associated with shallow, dynamic shelf waters. Here, we identify the dominant sources of seasonal predictability on the shelf and quantify the extent to which empirical persistence relationships can produce skilful seasonal forecasts of the NWS at the lowest level complexity. We find that relatively skilful forecasts of the typically well-mixed Winter and Spring seasons are achievable via persistence methods at a one-month lead time. In addition, incorporating observed climate modes of variability, such as the North Atlantic Oscillation (NAO), can significantly boost persistence for some locations and seasons, but this is dependent on the strength of the climate mode index. However, even where high persistence skill is demonstrated, there are sizeable regions exhibiting poor predictability and skilful persistence forecasts are typically limited to ≈ one-month lead times. Summer and Autumn forecasts are generally less skilful owing largely to the effects of seasonal stratification which emphasises the influence of atmospheric variability on sea surface conditions. As such, we also begin incorporating knowledge of future atmospheric conditions to forecasting strategies. We assess the ability of an existing global coupled ocean-atmosphere seasonal forecasting system to exceed persistence skill and highlight areas where additional downscaling efforts may be needed.

How to cite: Atkins, J., Tinker, J., Graham, J., Scaife, A., and Halloran, P.: Seasonal forecasting of the European North West Shelf: Quantifying the persistence of the physical marine environment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6000, https://doi.org/10.5194/egusphere-egu23-6000, 2023.

EGU23-7676 | Orals | CL4.3

Decadal Climate Variability and Predictability with a High-resolution Eddy-resolving Model 

Wei Zhang, Ben Kirtman, Leo Siqueira, and Amy Clement

Current global climate models typically fail to fully resolve mesoscale ocean features (with length scales on the order of 10 km), such as the western boundary currents, potentially limiting climate predictability over decadal timescales. This study incorporates high-resolution eddy-resolving ocean (HR: 0.1°) in a suite of CESM model experiments that capture these important mesoscale ocean features with increased fidelity. Compared with eddy-parametrized ocean (LR: 1°) experiments, HR experiments show more realistic climatology and variability of sea surface temperature (SST) over the western boundary currents and eddy-rich regions. In the North Atlantic, the inclusion of mesoscale ocean processes produces a more realistic Gulf Stream and improves both localized rainfall patterns and large-scale teleconnections. We identify enhanced decadal SST predictability in HR over the western North Atlantic, which can be explained by the strong vertical connectivity between SST and sub-surface ocean temperature. SST is better connected with slower processes deep down in HR, making SST more persistent (and predictable). Moreover, we detect a better representation of the air-sea interactions between SST and low-level atmosphere over the Gulf Stream, thus improving low-frequency rainfall variations and extremes over the Southeast US. The results further imply that high-resolution GCMs with increased ocean model resolution may be needed in future climate prediction systems.

How to cite: Zhang, W., Kirtman, B., Siqueira, L., and Clement, A.: Decadal Climate Variability and Predictability with a High-resolution Eddy-resolving Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7676, https://doi.org/10.5194/egusphere-egu23-7676, 2023.

Earth system predictability on decadal timescales can arise from both low frequency internal variability as well as from anthropogenically forced long-term changes. However, on these timescales, the chaotic nature of the climate system makes skillful predictions difficult to achieve even if we include information from climate change projections. Furthermore, it is difficult to separate the contributions from internal variability and external forcing to predictability. One way to improve skill is through identifying and harnessing initial conditions with more predictable evolution, so-called state-dependent predictability. We explore a neural network approach to identify these opportunistic initial states in the CESM2 large ensemble and subsequently explore how predictability may manifest in a future climate, influenced by both forced warming and internal variability. We use an interpretable neural network to demonstrate that internal variability will continue to play an important role in future climate predictions, especially for states of increased predictability.

How to cite: Gordon, E. and Barnes, E.: An interpretable neural network approach to identifying sources of predictability in the future climate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8000, https://doi.org/10.5194/egusphere-egu23-8000, 2023.

EGU23-8296 | ECS | Orals | CL4.3 | Highlight

Better late than never: arrival of decadal predictions to the climate services arena 

Balakrishnan Solaraju-Murali, Dragana Bojovic, Nube Gonzalez-Reviriego, Andria Nicodemou, Marta Terrado, Louis-Philippe Caron, and Francisco J. Doblas-Reyes

Decadal prediction represents a source of near-term climate information that has the potential to support climate-related decisions in key socio-economic sectors that are influenced by climate variability and change. While the research to illustrate the ability of decadal predictions in forecasting the varying climate conditions on a multi-annual timescale is rapidly evolving, the development of climate services based on such forecasts is still in its early stages. This study showcases the potential value of decadal predictions in the development of climate services. We summarize the lessons learnt from coproducing a forecast product that provides tailored and user-friendly information about multi-year drought conditions for the coming five years over global wheat harvesting regions. The interaction between the user and climate service provider that was established at an early stage and lasted throughout the forecast product development process proved fundamental to provide useful and ultimately actionable information to the stakeholders concerned with food production and security. This study also provides insights on the potential reasons behind the delayed entry of decadal predictions in the climate services discourse and practice, which were obtained from surveying climate scientists and discussing with decadal prediction experts.

How to cite: Solaraju-Murali, B., Bojovic, D., Gonzalez-Reviriego, N., Nicodemou, A., Terrado, M., Caron, L.-P., and Doblas-Reyes, F. J.: Better late than never: arrival of decadal predictions to the climate services arena, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8296, https://doi.org/10.5194/egusphere-egu23-8296, 2023.

EGU23-8750 | Orals | CL4.3

A simple coupled assimilation approach for improved initialization of decadal climate predictions 

Tim Kruschke, Mehdi Pasha Karami, David Docquier, Frederik Schenk, Ramon Fuentes Franco, Ulrika Willén, Shiyu Wang, Klaus Wyser, Uwe Fladrich, and Torben Koenigk

We introduce a simple data assimilation approach applied to the coupled global climate model EC-Earth3.3.1, aiming at producing initial conditions for decadal climate hindcasts and forecasts. We rely on a small selection of assimilated variables, which are available in a consistent manner for a long period, providing good spatial coverage for large parts of the globe, that is sea-surface temperatures (SST) and near-surface winds.

Given that these variables play a role directly at or very close to the ocean-atmosphere interface, we assume a comparably strong cross-component impact of the data assimilation. Starting from five different free-running CMIP6-historical simulations in 1900, we first apply surface restoring in the model’s ocean component towards monthly means of HadISST1. After integrating this five-member ensemble with only assimilating SST for the period 1900-1949, we start additionally assimilating (nudging) 6-hourly near-surface winds (vorticity and divergence) taken from the ERA5 reanalysis from 1950 onwards. To mitigate the risk of model drifts after initializing the decadal predictions and to account for known instationary biases of the model, we assimilate anomalies of all variables that are calculated based on a 30-year running mean.

By assimilating near-surface data over several decades before entering the actual period targeted by the decadal hindcasts/forecasts for CMIP6-DCPP, we expect the coupled model to be able to ingest a significant share of observed climate evolution also in deeper ocean layers. This would then potentially serve as a source of predictive skill on interannual-to-decadal timescales.

We show that the presented assimilation approach is able to force the coupled model’s evolution well in phase with observed climate variability, positively affecting not only near-surface levels of the atmosphere and ocean but also deeper layers of the ocean and higher levels of the atmosphere as well as Arctic sea-ice variability. However, we also present certain problematic features of our approach. Two examples are significantly strengthened low-frequency variability of the AMOC and a wind bias resulting into generally reduced evaporation over ocean areas.

How to cite: Kruschke, T., Karami, M. P., Docquier, D., Schenk, F., Fuentes Franco, R., Willén, U., Wang, S., Wyser, K., Fladrich, U., and Koenigk, T.: A simple coupled assimilation approach for improved initialization of decadal climate predictions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8750, https://doi.org/10.5194/egusphere-egu23-8750, 2023.

The interdisciplinary research project "BayTreeNet" examines the reactions of forest ecosystems to climate dynamics. To establish a relationship between tree growth and climate, it is important to know that in the mid-latitudes, local climate phenomena often show a strong dependence on the large-scale climate weather types (WT), which significantly determine the climate of a region through frequency and intensity. Different WT show various weather conditions at different locations, especially in the topographically diverse region of Bavaria. The meaning of every WT is the physical basis for the climate-growth relationships established in the dendroecology sub-project to investigate the response of forests to individual WT at different forest sites. Complementary steps allow interpretation of results for the past (20th century) and projection into the future (21st century). One hypothesis is that forest sites in Bavaria are affected by a significant influence of climate change in the 21st century and the associated change in WT.

The automated classification of large-scale weather patterns is presented by Self-Organizing-Maps (SOM) developed by Kohonen, which enables visualization and reduction of high-dimensional data. The poster presents the SOM-setting which was used to classify the WT and the results of past environmental conditions (1990-2019) for different WT in Europe based on ERA5 data. Morover, it shows a future projection until 2100 for European WT and their respective environmental conditions. The projections are based on a novel GCM selection technique for two scenarios (ssp1-2.6 and ssp5-8.5) to obtain a range of the most likely conditions.

How to cite: Wehrmann, S. and Mölg, T.: GCM-based future projections of European weather types obtained by Self‑Organizing-Maps and a novel GCM selection technique, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8934, https://doi.org/10.5194/egusphere-egu23-8934, 2023.

EGU23-9520 | Orals | CL4.3

Estimating the significance of the added skill from initializations: The case of decadal predictions 

Bo Christiansen, Shuting Yang, and Dominic Matte

A considerable part of the skill in decadal forecasts often come from the forcings which are present in both initialized and un-initialized model experiments. This makes the added value from initialization difficult to assess. We investigate statistical tests to quantify if initialized forecasts provide skill over the un-initialized experiments. We consider three correlation based statistics previous used in the literature. The distributions of these statistics under the null-hypothesis that initialization has no added values are calculated by a surrogate data method. We present some simple examples and study the statistical power of the tests. We find that there can be large differences in both the values and the power for the different statistics. In general the simple statistic defined as the difference between the skill of the initialized and uninitialized experiments behaves best. However, for all statistics the risk of rejecting the true null-hypothesis is too high compared to the nominal value.

We compare the three tests on initialized decadal predictions (hindcasts) of near-surface temperature performed with a climate model and find evidence for a significant effect of initializations for small lead-times. In contrast, we find only little evidence for a significant effect of initializations for lead-times larger than 3 years when the experience from the simple experiments is included in the estimation.

How to cite: Christiansen, B., Yang, S., and Matte, D.: Estimating the significance of the added skill from initializations: The case of decadal predictions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9520, https://doi.org/10.5194/egusphere-egu23-9520, 2023.

EGU23-9986 | Posters on site | CL4.3

Probabilistic nonlinear lagged teleconnections of the sea surface temperature field 

Carlos Pires and Abdel Hannachi

The monthly anomaly sea surface temperature field over the global ocean exhibit probabilistic dependencies between remote points and lagged times, which are explained eventually by some oceanic or atmospheric bridge of information transfer. Despite much of the bivariate SST dependencies appear to be linear, others are characterized by robust and statistically significant nonlinear correlations. In order to enhance that, we present a general method of extracting bivariate (X,Y) dependencies, seeking for pairs of polynomials P(X) and Q(Y) which are maximally correlated. The method relies on a Canonical correlation Analysis (CCA) between sets of standardized monomials of X and Y, up to a certain (low) degree (e.g. 4). Polynomial coefficients are obtained from the leading CCA eigenvector. Polynomials are calibrated and validated over independent periods, being afterwards subjected to marginal Gaussian anamorphoses. The bivariate non-Gaussianity in the space of marginally Gaussianized polynomials remains residual because of the correlation concentration and maximization. Consequently, the bivariate Gaussian pdf or in alternative, a copula pdf in the space of maximally correlated polynomials can accurately approximate the bivariate dependency. That probabilistic model is then used to determine conditional pdfs, cdfs and probabilities of extremes.

The method is applied to various (X,Y) pairs. In the first example, X is an optimized polynomial of the El-Niño 3.4 index while Y is that index lagged to the future. For lags between 6 and 18 months, the nonlinear El-Niño forecast clearly surpasses the linear one, contributing to lower the El-Niño seasonal predictability barrier. In the second example, we relate El-Niño (X) with the lagged Atlantic multidecadal oscillation index (Y). Nonlinear, robust correlations appear, both for positive and negative lags up to 5 years putting in evidence Pacific-Atlantic basin oceanic teleconnections.

The above probabilistic (polynomial based) model appears to be a good candidate tool for the statistical (seasonal up to decadal) forecast of regime probabilities (e.g. dry/wet) and extremes, given certain antecedent precursors.

This work was funded by the Portuguese Fundação para a Ciência e a Tecnologia (FCT) I.P./MCTES through national funds (PIDDAC) – UIDB/50019/2020- IDL and the project JPIOCEANS/0001/2019 (ROADMAP: ’The Role of ocean dynamics and Ocean–Atmosphere interactions in Driving cliMAte variations and future Projections of impact–relevant extreme events’). Acknowledgements are also due to the International Meteorological Institute (IMI) at Stockholm University.

How to cite: Pires, C. and Hannachi, A.: Probabilistic nonlinear lagged teleconnections of the sea surface temperature field, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9986, https://doi.org/10.5194/egusphere-egu23-9986, 2023.

EGU23-13375 | ECS | Orals | CL4.3

Role of the subpolar North Atlantic region in skillful climate predictions for high northern latitudes: A pacemaker experiment 

Annika Drews, Torben Schmith, Shuting Yang, Steffen Olsen, Tian Tian, Marion Devilliers, Yiguo Wang, and Noel Keenlyside
Recent studies have suggested that the Atlantic water pathway connecting the subpolar North Atlantic (SPNA) with the Nordic Seas and Arctic Ocean may lead to skillful predictions of sea surface temperature and salinity anomalies in the eastern Nordic Seas. To investigate the role of the SPNA for such anomalies downstream, we designed a pacemaker experiment, using two decadal climate prediction systems based on EC-Earth3 and NorCPM. We focus on the subpolar extreme cold anomaly in 2015 and its subsequent development, a feature not well captured and predicted. The pacemaker experiment follows the protocol of the CMIP6 DCPP-A retrospective forecasts or hindcasts initialized November 1, 2014, but the models are forced to follow the observed ocean temperature and salinity anomalies in the SPNA from ocean reanalysis from November 2014 through to December 2019. Two sets of 10-year hindcasts are performed with 10 members for EC-Earth3 and 30 members for NorCPM. We here detail and discuss the design of this pacemaker experiment and present results, comparing with the initialized CMIP6 DCPP-A experiment assessing differences in decadal prediction skill outside the SPNA. We conclude that the pacemaker experiments show improved skill compared to the standard decadal predictions for the eastern Norwegian Sea, and therefore the SPNA is key for successful decadal predictions in the region.

How to cite: Drews, A., Schmith, T., Yang, S., Olsen, S., Tian, T., Devilliers, M., Wang, Y., and Keenlyside, N.: Role of the subpolar North Atlantic region in skillful climate predictions for high northern latitudes: A pacemaker experiment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13375, https://doi.org/10.5194/egusphere-egu23-13375, 2023.

EGU23-13639 | Orals | CL4.3

Seasonal prediction of UK mean and extreme winds 

Julia Lockwood, Nicky Stringer, Katie Hodge, Philip Bett, Jeff Knight, Doug Smith, Adam Scaife, Matthew Patterson, Nick Dunstone, and Hazel Thornton

For several years the Met Office has produced a seasonal outlook for the UK every month, which is issued to the UK Government and contingency planners.  The outlook gives predictions of the probability of having average, low, or high seasonal mean UK temperature and precipitation for the coming three-months.  In recent years, there has been increasing demand from sectors such as energy and insurance to include similar probabilistic predictions of UK wind speed: both for the seasonal mean and for measures of extreme winds such as storm numbers.  In this presentation we show the skill of the Met Office’s GloSea system in predicting seasonal (three-month average) UK mean wind and a measure of UK storminess throughout the year, and discuss the drivers of predictability.  Skill in predicting the UK mean wind speed and storminess peaks in winter (December–February), owing to predictability of the North Atlantic oscillation.  In summer (June–August), there is evidence that a significant proportion of variability in UK winds is driven by a Rossby wave train which the model has little skill in predicting. Nevertheless there are signs that the wave is potentially predictable and skill may be improved by reducing model errors.

How to cite: Lockwood, J., Stringer, N., Hodge, K., Bett, P., Knight, J., Smith, D., Scaife, A., Patterson, M., Dunstone, N., and Thornton, H.: Seasonal prediction of UK mean and extreme winds, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13639, https://doi.org/10.5194/egusphere-egu23-13639, 2023.

EGU23-13736 | ECS | Posters on site | CL4.3

Decadal predictability of European temperature extremes. 

Eirini Tsartsali, Panos Athanasiadis, Stefano Tibaldi, and Silvio Gualdi

Accurate predictions of climate variations at the decadal timescale are of great interest for decision-making, planning and adaptation strategies for different socio-economic sectors. Notably, decadal predictions have rapidly evolved during the last 15 years and are now produced operationally worldwide. The majority of the studies assessing the skill of decadal prediction systems focus on time-mean anomalies of standard meteorological variables, such as annual mean near-surface air temperature and precipitation. However, the predictability of extreme events frequency may differ substantially from the predictability of multi-year annual or seasonal means. Predicting the frequency of extreme events at different timescales is of major importance, since they are associated with severe impacts on various natural and human systems. In the current study we evaluate the capability of state-of-the-art decadal prediction systems to predict the frequency of temperature extremes in Europe. More specifically, we assess the skill of a multi-model ensemble from the Decadal Climate Prediction Project (DCPP, 163 ensemble members from 12 models in total) to forecast the number of days belonging to heatwaves episodes during summer (June–August). We find statistically significant predictive skill over Europe, except for the United Kingdom and a large part of the Scandinavian Peninsula, most of which is associated with the long-term warming trend. We are progressing with the evaluation of other statistical aspects of extreme events, including warm and cold episodes during winter, and we are also investigating whether there is predictive skill beyond that stemming from the external forcing.  

How to cite: Tsartsali, E., Athanasiadis, P., Tibaldi, S., and Gualdi, S.: Decadal predictability of European temperature extremes., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13736, https://doi.org/10.5194/egusphere-egu23-13736, 2023.

EGU23-13789 | Posters on site | CL4.3

Do oceanic observations (still) matter in initializing decadal climate predictions over the North Atlantic ocean? 

Sebastian Brune, Vimal Koul, and Johanna Baehr

Earth system models are now regularly being used in inter-annual to decadal climate prediction. Such prediction systems based on CMIP5-generation Earth system models had demonstrated an overall positive impact of initialization, i.e. deriving initial conditions of retrospective forecasts from a separate data assimilation experiment, on decadal prediction skill. This view is now being increasingly challenged in the context of improvements both in CMIP6-generation Earth system models and CMIP6-evaluation of external forcing as well as in the context of ongoing transient climate change. In this study we re-evaluate the impact of atmospheric and oceanic initialization on decadal prediction skill of North Atlantic upper ocean heat content (0-700m) in a CMIP6-generation decadal prediction system based on the Max Planck Institute Earth system model (MPI-ESM). We compare the impact of initial conditions derived through full-field atmospheric nudging with those derived through an additional assimilation of observed oceanic temperature and salinity profiles using an ensemble Kalman filter. Our experiments suggest that assimilation of observed oceanic temperature and salinity profiles into the model reduces the warm bias in the subpolar North Atlantic heat content, and improves the modelled variability of the Atlantic meridional overturning circulation and ocean heat transport. These improvements enable a proper initialization of model variables which leads to an improved decadal prediction of surface temperatures. Our results reveal an important role of subsurface oceanic observations in decadal prediction of surface temperatures in the subpolar North Atlantic even in CMIP6-generation decadal prediction system.

How to cite: Brune, S., Koul, V., and Baehr, J.: Do oceanic observations (still) matter in initializing decadal climate predictions over the North Atlantic ocean?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13789, https://doi.org/10.5194/egusphere-egu23-13789, 2023.

EGU23-14755 | ECS | Posters on site | CL4.3

A low-dimensional dynamical systems approach to climate ensemble design and interpretation 

Francisco de Melo Viríssimo and David Stainforth

Earth System Models (ESMs) are complex, highly nonlinear, multi-component systems described by large number of differential equations. They are used to study the evolution of climate and its dynamics, and to make projection of future climate at both regional and global levels – which underpins climate change impact assessments such as the IPCC report. These projections are subject to several sorts of uncertainty due to high internal variability in the system dynamics, which are usually quantified via ensembles of simulations.

Due to their multi component nature of such ESMs, the emerging dynamics also contain different temporal scales, meaning that climate ensembles come in a variety of shapes and sizes. However, our ability to run such ensembles is usually constrained by the computational resources available, as they are very expensive to run. Hence, choices on the ensemble design must be made, which conciliate the computational capability with the sort of information one is looking for.

One alternative to gain information is to use low-dimensional climate-like systems, which consists of simplified, coupled versions of atmosphere, ocean, and other components, and hence capture some of the different time scales present in ESMs. This approach allows one to run very large ensembles, and hence to explore all sorts of model uncertainty with only modest computational usage.

In this talk, we discuss this approach in detail, and illustrate its applicability with a few results. Particular attention will be given to the issues of micro and macro initial condition uncertainty, and parametric uncertainty – including external, anthropogenic-like forcing. The ability of large ensembles to constrain decadal to centennial projections will be also explored.

How to cite: de Melo Viríssimo, F. and Stainforth, D.: A low-dimensional dynamical systems approach to climate ensemble design and interpretation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14755, https://doi.org/10.5194/egusphere-egu23-14755, 2023.

EGU23-15829 | ECS | Posters on site | CL4.3

Near term climate change in Emilia-Romagna (Italy) using CMIP6 decadal climate predictions 

Valeria Todaro, Marco D'Oria, Daniele Secci, Andrea Zanini, and Maria Giovanna Tanda

Ongoing climate change makes both short- and long-term adaptation and mitigation strategies urgently needed. While many long-term climate models have been developed and investigated in recent years, little attention has been paid to short-term simulations. The first attempts to perform multi-model initialized decadal forecasts were presented in the fifth Coupled Model Intercomparison Project 5 (CMIP5). Near-term climate prediction models are new socially relevant tools to support the decision makers delivering climate adaptation solutions on an annual or decadal scale. Recent improvements in decadal models were coordinated in CMIP6 and the World Climate Research Program (WCRP) Grand Challenge on Near Term Climate Prediction, as part of the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (AR6, IPCC). The Decadal Climate Prediction Project (DCPP) provides decadal climate forecasts based on advanced techniques for the reanalysis of climate data, initialization methods, ensemble generation and data analysis. The initialization allows to consider the predictability of the internal climate variability reducing the prediction errors compared to those of the long-term projections, whose simulations do not take into account the phasing between the internal variability of the model and the observations. The aim of this work is to assess the near-future climate change in the Emilia-Romagna region in northern Italy until 2031. The hydrological variables analyzed are the daily precipitation and maximum and minimum temperature. An ensemble of models, with the highest resolution available, is used to handle the uncertainty in the predictions. Initially, to assess the reliability of the selected climate models, the hindcast data of the DCPP are checked against observations. Then, the DCPP predictions are used to investigate the variability of precipitation and temperature in the near future over the investigated area. Some climate features that are referenced to have an important impact on human health and activities are evaluated, such as drought indices and heat waves.

How to cite: Todaro, V., D'Oria, M., Secci, D., Zanini, A., and Tanda, M. G.: Near term climate change in Emilia-Romagna (Italy) using CMIP6 decadal climate predictions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15829, https://doi.org/10.5194/egusphere-egu23-15829, 2023.

EGU23-16034 | ECS | Posters on site | CL4.3

Seasonal forecast of the Sudden Stratospheric Warming occurrence 

Mikhail Vokhmyanin, Timo Asikainen, Antti Salminen, and Kalevi Mursula

The polar vortex in the wintertime Northern Hemisphere can sometimes experience a dramatic breakdown after an associated warming of the stratosphere during so-called Sudden Stratospheric Warmings (SSWs). These events are known to influence the ground weather in Northern Eurasia and large parts of North America. SSWs are primarily generated by enhanced planetary waves propagating from the troposphere to the stratosphere where they decelerate the vortex and lead to its breakdown. According to the Holton-Tan mechanism, the easterly direction of equatorial stratospheric QBO (Quasi-Biennial Oscillation) winds weakens the northern polar vortex by guiding more waves poleward. Recently, we found that during easterly QBO the occurrence rate of SSWs is modulated by the geomagnetic activity. We used the aa-index which is a good proxy for the energetic electron precipitations (EEP) responsible for the indirect effect on ozone. Our model shows that the breaking of the polar vortex is very likely to occur if the geomagnetic activity is weak. On the other hand, during westerly QBO, solar irradiance modulates the SSW occurrence: more SSWs happen under high solar activity.

How to cite: Vokhmyanin, M., Asikainen, T., Salminen, A., and Mursula, K.: Seasonal forecast of the Sudden Stratospheric Warming occurrence, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16034, https://doi.org/10.5194/egusphere-egu23-16034, 2023.

The state-of-the-art climate models suffer from significant sea surface temperature (SST) biases in the tropical Indian Ocean (TIO), greatly damaging the climate prediction and projection. In this study, we investigate the multidecadal atmospheric bias teleconnections caused by the TIO SST biases and their impacts on the simulated atmospheric variability. A set of century long simulations forced with idealized SST perturbations, resembling various persistent TIO SST biases in coupled climate models, are conducted with an intermediate complexity climate model. Bias analysis is performed using the normal-mode function decomposition which can differentiate between balanced and unbalanced flow regimes across spatial scales. The results show that the long-term atmospheric circulation biases caused by the TIO SST biases have the Matsuno-Gill-type pattern in the tropics and Rossby wavetrain distribution in the extratropics, similar to the steady state response to tropical heating. The teleconnection between the tropical and extratropical biases is set up by the Rossby wavetrain emanating from the subtropics. Over 90% of the total bias energy is stored in the zonal modes k≤6, and the Kelvin modes take 50-65% of the total unbalanced bias energy. The spatial and temporal variabilities have different responses to positive SST biases. In the unbalanced regime, variability changes are confined in the tropics, but the spatial variability increases whereas the temporal variability decreases. In the balanced regime, the spatial variability generally increases in the tropics and decreases in the extratropics, whereas the temporal variability decreases globally. Variability responses in the tropics are confined in the Indo-west Pacific region, and those in the extratropics are strong in the Pacific-North America region and the Europe. In the experiment with only negative SST biases, spatial and temporal variabilities increase in both regimes. In addition, the comparison between experiments indicates that the responses of the circulation and its variability are not sensitive to the structure and location of the TIO SST biases.

How to cite: Zhao, Y.-B., Žagar, N., Lunkeit, F., and Blender, R.: Long-term atmospheric bias teleconnection and the associated spatio-temporal variability originating from the tropical Indian Ocean sea surface temperature errors, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16899, https://doi.org/10.5194/egusphere-egu23-16899, 2023.

In this study, the contribution of external forcings on global ocean wave height change during 1961-2020 is investigated. Historical significant wave height (SWH) produced at Ifremer for different CMIP6 external forcing and preindustrial control conditions following the framework of Detection and Attribution Model Intercomparison Project (DAMIP) and other available multi-model simulations are employed. The linear trends (with statistical significance) in SWH computed over regional ocean basins could be mostly associated with greenhouse gas-only (GHG) and aerosol-only (AER) forcing. The SWH in Arctic and Antarctic Ocean shows remarkable trends and GHG induced change could explain most of it. Moreover, this can be attributed to clear decline in sea-ice extent with GHG induced wind speed change. The SWH weakening over North Pacific is majorly influenced by AER forcing rather than GHG, in contrast to SWH weakening over North Atlantic and North Indian Ocean. In addition to the anthropogenic forcings, internal variability estimated from control simulation has important contribution to the total change.

How to cite: Patra, A. and Dodet, G.: Contributions of Anthropogenic Forcing and Internal Variability on Global Wave Height Trend during 1961-2020 - CMIP6/DAMIP Analysis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1550, https://doi.org/10.5194/egusphere-egu23-1550, 2023.

EGU23-7740 | ECS | Posters on site | CL4.10

Variability of atmospheric CO2 in Earth System model large-ensemble simulations with an interactive carbon cycle 

Kelli Johnson, Hongmei Li, and Tatiana Ilyina

Atmospheric CO2 concentrations have increased from around 280 parts per million (ppm) in 1800 to over 416 ppm in 2020. This is a direct result of increasing anthropogenic emissions of CO2 since the industrial era. Nearly half of the emitted anthropogenic CO2 is taken up by the ocean and terrestrial ecosystems, while the remaining half remains in the atmosphere, where it is a heat-trapping greenhouse gas. The growth of atmospheric CO2 varies from year to year with inhomogeneous spatial distribution depending on the CO2 uptake by the ocean and land. The CO2 uptake by the natural sinks and atmospheric growth are affected by the climate variations and the long-term changes; in turn, the variations of the carbon cycle also modulate global climate change. The state-of-the-art large ensemble simulations based on Earth System Models (ESMs) prescribe the concentration of atmospheric CO2, but the missing interactive response of atmospheric CO2 changes to the CO2 fluxes into the ocean and the land hinders the investigation of the variability in atmospheric CO2. Furthermore, such simulations will be insufficient to represent the changes in the efficiency of the land and ocean carbon sinks once emissions start to decline. Based on the low-resolution version of the Max Planck Earth System Model v1.2 (MPI-ESM-1.2-LR), we have done a novel set of 30-member ensemble simulations driven by anthropogenic CO2 emissions. In such simulations, atmospheric CO2 concentrations are computed prognostically, modulated by the strength of CO2 fluxes to the land and the ocean. While general trends in atmospheric CO2 concentrations for different Shared Socioeconomic Pathways (SSP) are well known, trends in its global dispersion and variations within the seasons of each year have not been investigated in ESMs with an interactive carbon cycle. In this project, we use MPI-ESM-1.2-LR large ensemble simulations under four SSP scenarios, i.e., SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5, together with historical runs to analyze changes of atmospheric CO2 concentrations. We focus on seasonal variability and spatial distribution of atmospheric CO2 changes in the presence of internal climate variability. We address two questions: first, what is the temporal evolution of atmospheric CO2 in regard to its seasonal variability by the end of the century following different emission pathways; and second, how does atmospheric CO2 evolve spatially (horizontally across the globe and vertically into the stratosphere) in the historical period and future projections until 2100? This study aims to refine our understanding of the spatial and temporal variations of CO2 in support of activities to monitor and verify decarbonization measures.

How to cite: Johnson, K., Li, H., and Ilyina, T.: Variability of atmospheric CO2 in Earth System model large-ensemble simulations with an interactive carbon cycle, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7740, https://doi.org/10.5194/egusphere-egu23-7740, 2023.

EGU23-9611 | ECS | Posters on site | CL4.10 | Highlight

Assessing the occurrence of compound hot and dry events from pre-industrial conditions to present-day extremes 

Elizaveta Felsche, Andrea Böhnisch, and Ralf Ludwig

Heatwaves and dry spells are major climate hazards that severely impact human health, economy, agriculture, and natural ecosystems. Compound hot and dry summers have become more frequent and intense in recent years in Europe. What remains unclear is, however, to which extent the observed trend can be explained by climate change or as a feature of internal climate variability. In this study, we assess the frequency and intensity of compound hot and dry events in Europe by analyzing recent historical events from reanalysis data 1960-2022 and comparing it to i) a counterfactual reference (corresponding to pre-industrial climate conditions), and ii) model data derived from a Single Model Initial-condition Large Ensemble (SMILE).

We use data from the fifth generation of the European Reanalysis (ERA5) to assess the current frequency of the compound hot and dry summers like 2003, 2015, 2018, and 2022 and analyze the intensity of the events. We use the data from the 50-member SMILE Canadian Regional Climate Model Large Ensemble (CRCM5-LE) and calculate the probability of event occurrence for those events in Europe’s current climate. Employing the ensemble allows us to assess the influence of internal climate variability vs. climate change for those events. Additionally, we use pre-industrial conditions (pi-control runs) simulated with CRCM5 to compare the probability of recent hot and dry compound events to a counterfactual world without climate change. 

Our analysis shows that climate change increases the frequency and intensity of compound hot and dry events. We see a substantial increase in occurrence probabilities compared to a pre-industrial world and draw to emerging hotspots of new compound extremes in several European regions. We illustrate the added value of using pi-control runs in a regional SMILE as a novel approach for impact quantification. It provides the means to understand better the already prominent role of climate change on the occurrence, frequency, and intensity of extreme events in a world of still limited warming.

How to cite: Felsche, E., Böhnisch, A., and Ludwig, R.: Assessing the occurrence of compound hot and dry events from pre-industrial conditions to present-day extremes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9611, https://doi.org/10.5194/egusphere-egu23-9611, 2023.

EGU23-9617 | ECS | Posters on site | CL4.10

Enhanced sensitivity of atmospheric CO2 growth rate variations to tropical mean temperature anomalies is driven by internal climate variability in a large climate model ensemble 

Na Li, Sebastian Sippel, Nora Linscheid, Christian Rödenbeck, Alexander Winkler, Markus Reichstein, Miguel Mahecha, and Ana Bastos

The atmospheric CO2 growth rate (AGR) shows large year-to-year variations, which are mainly driven by land and ocean carbon uptake variations. Recent studies suggested an approximate doubling of the AGR regressed onto tropical mean temperature anomalies (“sensitivity of AGR to tropical mean temperature anomalies”; Wang et al., 2014; Luo et al., 2022), which was attributed to increasing drought in tropical land vegetation areas in a warming climate (Wang et al., 2014). We hypothesise that at least part of this apparent sensitivity change may instead be explained by extratropical areas and by internal climate variability.

Here, we study the apparent sensitivity changes of AGR to tropical mean temperature in observations, atmospheric inversions, and a large climate model ensemble of historical simulations. First, we identify the main regional drivers of the apparent sensitivity change, including the ocean and extratropical regions in all datasets. Then, we evaluate whether these sensitivity changes can be attributed to anthropogenic forcing in a large climate model ensemble, or whether they are mostly driven by internal climate variability. Our results show that other regions beyond the land tropics contribute to the change in apparent sensitivity of AGR to tropical mean temperature anomalies in atmospheric inversions and in the period 1960 to 2006. Furthermore, the climate model large ensemble shows that such "doubling sensitivity" events can occur due to internal climate variability only. This points to the importance of distinguishing internal climate variability from forced signals when attributing causes to observed changes in the carbon cycle.

Wang, X., Piao, S., Ciais, P. et al. A two-fold increase of carbon cycle sensitivity to tropical temperature variations. Nature 506, 212–215 (2014). https://doi.org/10.1038/nature12915

Luo, X., Keenan, T. F. Tropical extreme droughts drive long-term increase in atmospheric CO2 growth rate variability. Nat Commun 13, 1193 (2022). https://doi.org/10.1038/s41467-022-28824-5

How to cite: Li, N., Sippel, S., Linscheid, N., Rödenbeck, C., Winkler, A., Reichstein, M., Mahecha, M., and Bastos, A.: Enhanced sensitivity of atmospheric CO2 growth rate variations to tropical mean temperature anomalies is driven by internal climate variability in a large climate model ensemble, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9617, https://doi.org/10.5194/egusphere-egu23-9617, 2023.

EGU23-10531 | Posters on site | CL4.10

Constraining temperature variability projections using SMILEs that best represent observed variability 

Nicola Maher, Laura Suarez-Gutierrez, and Sebastian Milinski

Projecting how temperature variability is likely to change in the future is important for understanding future extreme events. This comes from the fact that such extremes can change due to both changes in the mean climate and its variability. The recent IPCC report found large regions of low model agreement in the change of temperature variability in both December, January, February (DJF) and June, July, August (JJA) when considering 7 Single Model Initial-Condition Large Ensembles (SMILEs). In this study we use the framework described by Suarez-Gutierrez et al, (2021) to constrain future projections of temperature variability by selecting the SMILEs that best represent observed variability. We use 11 SMILEs with CMIP5 and CMIP6 forcing and consider 9 ocean regions and 24 land regions. We then assess, for both DJF and JJA, whether temperature variability projections are constrained by selecting for models capture observed variability in individual regions and seasons. We consider projected changes at various warming levels to account for differences in warming between models and the use of different future scenarios across CMIP5 and 6. We identify MPI-GE and CESM2 as the SMILEs that capture observed variability sufficiently. across most regions (29 & 30 out of 33 in DJF and 28 and 26 in JJA respectively). Whether temperature variability projections are constrained depends on both season and region. For example, in DJF over South East Asia the constraint does not change the already large spread of projections. Conversely, over the Amazon the constraint tells us temperature variability will increase in DJF whereas the entire model archive does not agree on the sign of the change. This method can be used to better constrain our uncertainty in temperature variability projections by selecting SMILEs that best represent observed variability.

How to cite: Maher, N., Suarez-Gutierrez, L., and Milinski, S.: Constraining temperature variability projections using SMILEs that best represent observed variability, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10531, https://doi.org/10.5194/egusphere-egu23-10531, 2023.

EGU23-12849 | ECS | Posters on site | CL4.10 | Highlight

Interpreting extreme climate impacts from large ensemble simulations — are they unseen or unrealistic? 

Timo Kelder, Tim Marjoribanks, Louise Slater, Niko Wanders, Rob Wilby, and Christel Prudhomme

Large ensemble simulations may be exploited to appreciate plausible extreme climate impacts that we may not yet have seen. Such information can be vital for decision makers to anticipate otherwise unforeseen impacts. Large ensemble simulations can generate larger data samples than the observed record but biases are likely to exist, which may occasionally produce unrealistic extreme events. Interpreting simulated 'unseen' events that are more extreme than those seen in historical records is therefore crucial, but adequate evaluation is complicated by observational uncertainties and natural variability. In this talk, we introduce a three-step procedure to assess the realism of simulated extreme events based on the model properties (step 1), statistical features (step 2), and physical credibility of the extreme events (step 3). We use the global climate model EC-Earth and global hydrological model PCR-GLOBWB to demonstrate these steps for a 2000 year Amazon monthly flood ensemble. The spatial model resolution of 1x1° and daily temporal resolution is coarse, but no reason to dismiss monthly flood simulations over the Amazon a priori. We find that the simulations are statistically inconsistent with the observations, but we cannot determine whether simulations outside observed variability are inconsistent for the right physical reasons. For example, there could be legitimate discrepancies between simulations and observations resulting from infrequent temporal compounding of multiple flood peaks, rarely seen in observations. Physical credibility checks are crucial to assessing their realism and show that the unseen Amazon monthly floods were generated by an unrealistic bias correction of precipitation. Based on this case study, we discuss the takeaway challenges when evaluating extreme climate impacts from large ensemble simulations. Understanding the drivers of simulations outside observed variability helps to gain trust in unseen simulations. Uncovering the characteristics of events in the models may reveal the most important model deficiencies or improve our scientific understanding of unseen events.

How to cite: Kelder, T., Marjoribanks, T., Slater, L., Wanders, N., Wilby, R., and Prudhomme, C.: Interpreting extreme climate impacts from large ensemble simulations — are they unseen or unrealistic?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12849, https://doi.org/10.5194/egusphere-egu23-12849, 2023.

EGU23-14112 | Posters on site | CL4.10

First results from ModE-Sim - A medium size AGCM ensemble to study climate variability during the past 600 years 

Ralf Hand, Laura Hövel, Eric Samakinwa, and Stefan Brönnimann

ModE-Sim is a medium size ensemble that can be used to study climate variability of the past 600 years. It was created using the atmospheric general circulation model ECHAM6 in its LR version (T63L47). With 60 ensemble members between 1420 and 1850 and 36 ensemble members from 1850 to 2009 ModE-Sim consists of 31620 simulated years in total. The dataset was designed as an input for a data assimilation procedure that combines historical climate informations with additional constraints from a climate model to produce a novel gridded 3-dimensional dataset of the modern era. Additionally, ModE-Sim on its own is also suitable for many other applications as its various subsets can be used as initial condition ensemble to study climate variability. We show that the ensemble has a realistic response to external forcings and that it is capable of capturing internal variability on monthly to annual time scales. At the example of heat waves we show that ModE-Sim can even be useful to study extreme events.

How to cite: Hand, R., Hövel, L., Samakinwa, E., and Brönnimann, S.: First results from ModE-Sim - A medium size AGCM ensemble to study climate variability during the past 600 years, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14112, https://doi.org/10.5194/egusphere-egu23-14112, 2023.

EGU23-14461 | Posters on site | CL4.10 | Highlight

Differences in physical drivers of diurnal and nocturnal summer heat waves 

Laura Muntjewerf, Siem Rothengatter, Richard Bintanja, and Karin Van der Wiel

Heat waves place a large burden on society. There are differences in the societal impact between diurnal heatwaves and nocturnal heatwaves. The latter in particular places stress on humans and animals, where exceeding the thermal comfort level may lead to heat-related deaths. Climate change affects not just the mean temperature, but also occurrences of exceptional warmth. We postulate that climate change has a different effect on the occurrence of diurnal and nocturnal heatwaves.

Heat waves are extreme events that, by definition, don’t occur frequently. To study extreme events and to be able to robustly do statistical analyses, we use the large ensemble KNMI-LENTIS. This way, we don’t have to rely on statistical interpolation to have enough events to study. KNMI-LENTIS is a time-slice large ensemble generated with the global climate model EC-Earth3. It consists of 2 time slices: the present-day climate and a future climate that is +2K warmer than the present-day. Each time slice consists of 1600 years.

We investigate the formation and ending of different types of summer heat waves in north-western Europe. Making the distinction between nocturnal, diurnal and compound heat waves allows us to disentangle the physical processes that drive the different types. Particularly we focus on advection and large-scale processes on the one hand, and local processes based on land-atmosphere coupling feedback mechanisms on the other hand.  

How to cite: Muntjewerf, L., Rothengatter, S., Bintanja, R., and Van der Wiel, K.: Differences in physical drivers of diurnal and nocturnal summer heat waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14461, https://doi.org/10.5194/egusphere-egu23-14461, 2023.

EGU23-16537 | ECS | Posters on site | CL4.10

Greater rate of climate zone change in CMIP6 Earth System Models due to stronger warming rates 

Ali Serkan Bayar, M. Tuğrul Yılmaz, İsmail Yücel, and Paul Dirmeyer

Köppen-Geiger climate classification is a valuable tool to define climate zones based on the annual cycles of temperature and precipitation. In this study, we use the high-emission scenario global climate models from the Coupled Model Intercomparison Project phase 6 (CMIP6) and phase 5 (CMIP5) along with observations and apply the Köppen-Geiger climate classification. We aim to address the ecological consequences of climate change and compare the two generations of models. Compared to their predecessors, CMIP6 models show slightly improved performance in representing the reference period (1976-2005) observed climate zones. CMIP6 models project a 42-48% change in climate zones by the end of the century, depending on which ensemble subset is used. The projected change rates based on CMIP6 are above the global average for Europe (81-88%) and North America (57-66%). The reductions in the areas of cold and polar climate zones are more pronounced in CMIP6 models compared to CMIP5. Using an ensemble subset of CMIP6 models that are consistent with the latest evidence for equilibrium climate sensitivity limits the changes in climate zones, and their results converge towards the results based on CMIP5. CMIP6 models also project a greater rate of climate zone change throughout the century than CMIP5. The greater change rate observed in CMIP6 is essentially dominated by the stronger projected warming rates of these models, whose plausibility is a matter of concern.

How to cite: Bayar, A. S., Yılmaz, M. T., Yücel, İ., and Dirmeyer, P.: Greater rate of climate zone change in CMIP6 Earth System Models due to stronger warming rates, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16537, https://doi.org/10.5194/egusphere-egu23-16537, 2023.

The appraisal of climate change impacts on river hydrology using different Global Climate Models (GCM) and emission scenarios is incomplete, without quantifying the uncertainty associated with it. It is critical to quantify those uncertainties in order to develop beneficial managerial capabilities. The objective of the present study is to model the GCM and scenario uncertainty in Western Ghats (WG) river basins of South India using Reliability Ensemble Average (REA) for the estimation of stream flows. The analysis is carried out grid wise, for monsoon (JJAS) rainfall in near future (2011-2040). The statistically downscaled (kernel regression) rainfall data at 0.25o resolution for three CMIP-6 GCMs CNRM, CCCMA and MPILR for SSP2 4.5 and SSP5 8.5 are used in the present study. The river basins Netravati, (upper region), Kadalundi (middle region) and Manimala (lower region) in different elevation profile (lowland, midland and ghats) of WG are chosen as a criterion for quantifying the uncertainty associated with GCM models and emission scenarios. The uncertainty associated with GCM is found to be more significant than the scenario uncertainty in this region. The GCM model shows good correlation with the latitude profile in WG. The GCM MPILR have higher weightage in lower and middle region as compared to the others while the GCM CNRM is less pronounced in the high elevation zones along the basin.

Keywords: Climate Change, Variable Infiltration Capacity Model, Uncertainty, REA approach.

How to cite: Chandu, N. and Eldho, T. I.: Analysis of  Uncertainty Due to Climate Change Using REA Approach in Different Rivers of Western Ghats, South India, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17597, https://doi.org/10.5194/egusphere-egu23-17597, 2023.

EGU23-141 | ECS | Posters on site | CL5.3 | Highlight

Transitioning: the role of disturbances on instigating cross-overs of vegetation zones (a biome perspective) 

Bikem Ekberzade, Omer Yetemen, Omer Lutfi Sen, and H. Nuzhet Dalfes

This study considers the potential shift of biomes due to simulated changes in climatic drivers up until the end of this century, and how these changes effect the frequency of disturbances which in turn may affect the ranges of vegetation life zones. The study area is mainly the Anatolian Peninsula and its immediate surroundings, a unique location harboring high species diversity and high rates of endemism. Forcing a global to regional dynamic vegetation model with five Global Circulation Model contributions to Coupled Model Intercomparison Project (CMIP6, bias-corrected with ERA5-Land), we looked not only at the changes in the distribution and composition of key forest taxa, but the range shifts of vegetation formations from a biome perspective (classified per The International Geosphere–Biosphere Programme’s nomenclature) focusing on transition zones. Our results simulated a potential increase in the ranges of all 4 woody biomes: forest, transitional woodland, woody grassland and shrubland, with a potential retreat in grasslands. This shift is continuous throughout the simulation period of 1961-2099, with the Central Anatolian grasslands being taken over by tree taxa – comprised mostly of pines and oaks – even for the historical simulation period (1961-2021), but more significantly towards the end of the century. From a biome perspective, the increase in forest biomass and the retreat in grasslands is somewhat contrary to expectations that dryland mechanisms will become more common even in mesic environments as climate change progresses, however in line when we look at the overall picture from a taxon-specific perspective, as species that make up the composition of the simulated woody grasslands in Central Anatolia are mainly drought resistant taxa. One potential reason behind this woody plant encroachment may be the changes in fire frequency and intensity in the absence of anthropogenic interference. Our ongoing research is focusing on this curious pattern as we further analyze this phenomenon with more detailed climate input data with different time windows and with a special focus on disturbances.

How to cite: Ekberzade, B., Yetemen, O., Sen, O. L., and Dalfes, H. N.: Transitioning: the role of disturbances on instigating cross-overs of vegetation zones (a biome perspective), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-141, https://doi.org/10.5194/egusphere-egu23-141, 2023.

EGU23-1685 | Posters on site | CL5.3

CHASE: a model of human migration under environmental changes 

Rachata Muneepeerakul

This presentation focuses on migration of the most influential mammal species: humans! For humans, migration is one of the most drastic adaptation strategies against unfavorable conditions. This model is named after the factors it includes to capture migration probability by humans, namely CH = Changing mindset, A = Agglomeration, S = Social ties, and E = the Environment. Because many of these factors are not typically included in migration models of other non-human species, the CHASE model has the potential to give rise to different dynamics and patterns, which may in turn be useful for understanding and modeling migration of other species. Here we performed numerical experiments on the model by subjecting the human agents in the model to two different kinds of disturbances: sudden shocks and gradual changes. Preliminary results on the dynamics and patterns will be reported, compared, and discussed. Discussion with other presenters and comparison to other presentations in this session should lead to new ideas useful for modeling migration of humans and other species alike.

How to cite: Muneepeerakul, R.: CHASE: a model of human migration under environmental changes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1685, https://doi.org/10.5194/egusphere-egu23-1685, 2023.

Initialised climate predictions demonstrate ultra long-range predictability of atmospheric angular momentum, Earth's rotation and length of day. We show how slow, poleward propagating anomalies in the atmospheric angular momentum field allow interannual 'memory', well beyond currently assumed limits of atmospheric predictability. The mechanism involves wave-mean flow interaction between transient eddies and zonal winds in the troposphere and supports the persistence and poleward migration of both positive and negative anomalies. We discuss some of the implications and opportunities this presents for multiyear prediction and show how it leads to new teleconnections that are important for interpreting the observed record of climate variability.

How to cite: Scaife, A.: Multiyear predictability of atmospheric angular momentum and its implications., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3388, https://doi.org/10.5194/egusphere-egu23-3388, 2023.

EGU23-3433 | Orals | CL5.3

The relative role of the subsurface Southern Ocean in driving negative Antarctic Sea ice extent anomalies in 2016-2021 

Liping Zhang, Thomas L. Delworth, Xiaosong Yang, Fanrong Zeng, feiyu lu, Yushi Morioka, and Mitchell Bushuk

The low Antarctic sea ice extent (SIE) following its dramatic decline in late 2016 has persisted over a multiyear period. However, it remains unclear to what extent this low SIE can be attributed to changing ocean conditions. Here, we investigate the causes of this period of low Antarctic SIE using a coupled climate model partially constrained by observations. We find that the subsurface Southern Ocean (SO) played a smaller role than the atmosphere in the extreme SIE low in 2016, but was critical for the persistence of negative anomalies over 2016-2021. Prior to 2016, the subsurface SO warmed in response to enhanced westerly winds. Decadal hindcasts show that subsurface warming has persisted and gradually destabilized the ocean from below, reducing SIE over several years. The simultaneous variations in the atmosphere and ocean after 2016 have further amplified the decline in Antarctic SIE.

How to cite: Zhang, L., Delworth, T. L., Yang, X., Zeng, F., lu, F., Morioka, Y., and Bushuk, M.: The relative role of the subsurface Southern Ocean in driving negative Antarctic Sea ice extent anomalies in 2016-2021, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3433, https://doi.org/10.5194/egusphere-egu23-3433, 2023.

EGU23-5446 | Orals | CL5.3

Effect of initialisation within a 20yr multi-annual climate prediction system 

André Düsterhus and Sebastian Brune

Decadal climate predictions use state-of-the-art climate models and combine them with initialisation procedures to create information about our future. Their development has proven successful in the past years and offer a wide range of applications. One of them is the option to learn about the used climate models. With predictions usually aiming at time periods up to ten lead years it is often assumed that initialisation will wear off over time and the model will regress to results comparable to uninitialised simulations.

This contribution investigates decadal predictions over lead times of up to twenty years. The decadal prediction system is based on the Max Planck Institute Earth system model (MPI-ESM), uses atmospheric nudging and an oceanic Ensemble Kalman filter for initialisation and is applied for periods from 1960 onwards. We demonstrate that the effect of initialisation within the prediction can be found for long lead years and does not necessarily regresses back to the uninitialised simulation.

We show that in some areas the prediction skill varies over time, while in others it persists or drops quickly. Examples are a consistently increased prediction skill compared to historical simulations in the North East Pacific or decreased prediction skill for lead years longer than ten in the South Atlantic. We also take a look at the Atlantic Meridional Overturning Circulation (AMOC) and its development over time. We show that the AMOC drifts on short time scales towards a new state, which is reached after about ten lead years. For decadal predictions with MPI-ESM we find that for large areas of the globe the correct determination of future developments of external forcings plays an important role. This asks the question whether the current approach to hindcasts is appropriate to determine our capability to predict the future.

How to cite: Düsterhus, A. and Brune, S.: Effect of initialisation within a 20yr multi-annual climate prediction system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5446, https://doi.org/10.5194/egusphere-egu23-5446, 2023.

EGU23-6838 | ECS | Posters on site | CL5.3 | Highlight

Changes in Arctic climate variability and extremes: effects on migratory birds 

Nomikos Skyllas and Richard Bintanja

The climate is changing most rapidly in the Arctic because of Arctic amplification, influencing migratory bird species that depend on the short, but productive Arctic summer climate. A potential increase in climate variability can lead to reduced reproductive success and even be a major source of mortality for these birds. Most studies so far, focus on mean changes in climate, telling part of the story. However, along with changes in the mean, changes in the variability of climate will occur. These two combined (changes in mean and variability) can lead to more/less frequent extreme events such as heatwaves, droughts and excessive snowfall or melt.

Here we focus on changes in variability and extremes of Arctic bird-related climatic variables, such as temperature, precipitation, snow cover, primary productivity, solar radiation, and soil moisture. We investigate how strongly these climatic variables vary on a daily, monthly, annual and decadal basis. Furthermore, we infer changes in variability between four distinct climate states (0.5x, 1x, 2x & 4x CO2 level): will the variability and probability for extreme events change in warmer or colder climates? How will this potentially affect Arctic migratory birds? For example, snowfall and ground snow cover are expected to decrease in a warmer climate, resulting in more areas available for nesting. However, snowfall variability is projected to increase, making conditions more unpredictable on an annual basis.

To this end, we carried out four long (500 years), steady-state runs (constant CO2 level), using the state-of-the-art Earth System Model EC-Earth3. We used two versions of the model (EC-Earth3-Veg & EC-Earth3-CC) and 4 CO2 levels: 0.5x, 1x, 2x & 4x CO2 concentration of the year 2022. The end result is 4,000 years of model output data, allowing us to study climate-related changes in climate variability of Arctic bird-related variables.

How to cite: Skyllas, N. and Bintanja, R.: Changes in Arctic climate variability and extremes: effects on migratory birds, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6838, https://doi.org/10.5194/egusphere-egu23-6838, 2023.

EGU23-9190 | Posters on site | CL5.3

On the optimization of grand multi-model probabilistic performance and the independence of the contributing seasonal prediction systems 

Andrea Alessandri, Franco Catalano, Kristian Nielsen, and Alberto Troccoli

To optimize the performance of seasonal climate forecasts we used a Grand Multi-Model Ensemble (MME) approach. The Grand MME consists of five Seasonal Prediction Systems (SPSs) provided by the European Copernicus Climate Change Service (C3S) and of other six SPSs independently developed by centres outside Europe, five by the North American (NMME) plus the SPS by the Japan Meteorological Agency (JMA).

All the possible Grand MME combinations have been evaluated for temperature and precipitation, for different geographical regions. Results show that, in general, only a limited number of SPSs is required to maximize the skill. Although the selection of models that optimize performance is usually different depending on the region, variable and season, it is shown that the performance of the Grand-MME seasonal predictions is enhanced with the increase of the independence of the contributing SPSs.

Independence is measured by using  a novel metric developed here, named the Brier score covariance (BScov), which estimates the relative independence of the SPSs. Together with probabilistic skill metrics, BScov is used to develop a strategy for an effective identification of the combinations of SPSs that optimize the probabilistic performance of the predictions, thus avoiding the inefficient and ineffective use of all SPSs available.

How to cite: Alessandri, A., Catalano, F., Nielsen, K., and Troccoli, A.: On the optimization of grand multi-model probabilistic performance and the independence of the contributing seasonal prediction systems, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9190, https://doi.org/10.5194/egusphere-egu23-9190, 2023.

EGU23-10571 | Posters on site | CL5.3

Simulating hydrology and tracer dynamics in a subglacial environment underneath the Greenland ice sheet 

Ankit Pramanik, Sandra Arndt, Mauro Werder, and Frank Pattyn

The Greenland ice-sheet surface melt has increased substantially in intensity and spatial extent over the recent decades. The rapid migration of melt towards upstream areas of Greenland ice sheet is expected to incur major changes in hydrological behaviour of the ice-sheet and outlet glaciers along with changes in export fluxes of carbon, methane, and other nutrient fluxes, which, in turn, will further affect the downstream ecosystem of rivers, fjords and oceans. Subglacial environments are emerging as ecological hotspots, urging detailed understanding of interaction between subglacial-hydrology and biogeochemistry. However, due to their inaccessibility, the hydrology and biogeochemistry of subglacial environment thus far lacks a detailed understanding. Numerical models are, in combination with observational data, ideal tools to advance our understanding.

Here, we developed a novel process-based model to investigate the interplay between subglacial-hydrology and (passive and active) tracer dynamics underneath the rapidly changing Greenland ice sheet on seasonal, inter-annual and climate warming relevant timescales. We set up the subglacial-hydrology model GlaDS (Glacier Drainage System model) to simulate seasonal and interannual evolution of distributed and channelized subglacial water flow for Leverett glacier (Southwest Greenland) to explore the geometry, connectivity, and flow dynamics in the seasonally evolving drainage system.

We then use the GlaDS results to inform a reaction-transport model (RTM) of Leverett’s subglacial system following the GlaDS set-up. The RTM is run to conduct a series of idealized tracer experiments with the aim of disentangling the transport and reaction controls on subglacial tracer distribution and outflow. Tracers are injected to the system through moulins with the surface meltwater and are either passively transported (passive) or also consumed/produced (active) during their transit through the system. Model results are validated with long-term measurements in this area. Results show that the tracer transport is primarily controlled by subglacial drainage system efficiency, which is regulated by discharge magnitude, topography and moulin locations. The spatial and temporal variation in tracer concentration is further dependent on hydrological interaction between different subglacial components (cavities and channels), location and type of branching of channels, and bed properties.

In the future, we will extend the model to wider area of Greenland ice sheet and couple it to multi-component biogeochemical reaction networks with the. aim to understand the evolution of biogeochemical process along with the evolution of hydrology in warming climate.

How to cite: Pramanik, A., Arndt, S., Werder, M., and Pattyn, F.: Simulating hydrology and tracer dynamics in a subglacial environment underneath the Greenland ice sheet, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10571, https://doi.org/10.5194/egusphere-egu23-10571, 2023.

EGU23-10719 | Posters virtual | CL5.3 | Highlight

Seasonal prediction and predictability of wind power potential over North America 

Xiaosong Yang, Thomas Delworth, Liwei Jia, Nathaniel Johnson, Feiyu Lu, and Colleen McHugh

The capacity factor (CF) is a critical indicator for quantifying wind turbine efficiency, and therefore has been widely used to measure the impact of interannual wind variability on wind energy production. Using the seasonal prediction products from GFDL’s Seamless System for Predicton and Earth System (SPEAR), we assess the seasonal prediction skill of CF over North America. SPEAR shows high skill in predicting winter CF over the western United States. The seasonal wind speed and CF variations associated with large-scale circulation anomalies are examined to understand the predictability mechanism of CF. The source of the skillful seasonal CF prediction can be attributed to year-to-year variations of ENSO and North Pacific Oscillation, which produce large-scale anomalous wind patterns over North America. The skillful seasonal prediction of CF is potentially beneficial to various stakeholders in the energy sector, including wind energy production, trading, and transmission.  

How to cite: Yang, X., Delworth, T., Jia, L., Johnson, N., Lu, F., and McHugh, C.: Seasonal prediction and predictability of wind power potential over North America, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10719, https://doi.org/10.5194/egusphere-egu23-10719, 2023.

EGU23-11884 | Posters on site | CL5.3

Migration ecology in insects: integrative approaches to trace long-distance movements of the Painted Lady butterfly (Vanessa cardui) 

Gerard Talavera, Luise Gorki, Eric Toro-Delgado, Roger López-Mañas, Megan Reich, Mattia Menchetti, Cristina Domingo-Marimon, Llorenç Sáez, Naomi Pierce, Roger Vila, Clément Bataille, and Tomasz Suchan

Migratory insects may move in very large numbers, even surpassing migratory vertebrates in biomass. However, the extent of aerial flows of insects circulating around the planet, as well as their impact on ecosystems and biogeography, remain almost unstudied because of methodological challenges associated with tracking small, short-lived, organisms. In this presentation, I will show how a novel integrative approach allows reconstructing long-range insect movements, through a combination of tools on genetics, isotope ecology, ecological niche modelling, pollen metabarcoding, field ecology, and citizen science.

I will show the latest discoveries on the migrations of the Painted Lady butterfly (Vanessa cardui). This butterfly species is the most cosmopolitan of all butterflies, and it is known by its regular trans-Saharan migrations, that entail distances of >4000 km, similar to those of some birds. First, we track a migratory outbreak of V. cardui butterflies taking place at a continental scale in Europe, the Middle East, and Africa from March 2019 to November 2019. We use DNA metabarcoding to identify plants from pollen transported by the insects. From 265 butterflies collected in 14 countries over 7 months, we molecularly identify 398 plants. We develop a novel geolocation approach based on combining probability rasters from species distribution modelling of each identified plant, and thus trace back the location of the outbreak’s origin and the origin of each of the subsequent generations. We show a strong representation of plants of Middle Eastern distribution in butterfly swarms collected in Eastern Europe in early spring. Swarms collected in Northern Europe in late spring were highly represented by plants of Mediterranean origin, and swarms collected in the summer in the Mediterranean likely originated in central and Northern Europe.

Second, we report the first proven transatlantic crossing by individual insects, a journey of at least 4,200 km from West Africa to South America. This discovery was possible through gathering evidence from multiple sources, including coastal field surveys, wind trajectory modelling, phylogeography, pollen metabarcoding, and multi-isotope geolocation of natal origins. Wind trajectories were exceptionally favourable for the butterflies to disperse across the Atlantic from West Africa. Population genetic analyses clustered the butterflies collected in South America with the European-African population, ruling out the possibility that the migrants originated in America. Pollen metabarcoding showed highly represented plants endemic to the Sahelian region. Finally, a dual isotope analysis of hydrogen (δ2H) and strontium (87Sr/86Sr) combined with a spatio-temporal niche model of suitable reproductive habitat geolocated the natal origins of the migrants to regions in Mali, Morocco, or Portugal, and thus not discarding a journey also involving a trans-Saharan crossing.

In summary, this work contributes new methodological avenues to advance our understanding of the dispersal and migration of insects. The findings here reported suggest that we may be underestimating long-range dispersal in insects, and highlight the importance of aerial highways connecting continents by trade winds. Overall, we will discuss the scale and potential implications that insect migratory movements represent for ecosystems and nature conservation worldwide.

How to cite: Talavera, G., Gorki, L., Toro-Delgado, E., López-Mañas, R., Reich, M., Menchetti, M., Domingo-Marimon, C., Sáez, L., Pierce, N., Vila, R., Bataille, C., and Suchan, T.: Migration ecology in insects: integrative approaches to trace long-distance movements of the Painted Lady butterfly (Vanessa cardui), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11884, https://doi.org/10.5194/egusphere-egu23-11884, 2023.

EGU23-11922 | ECS | Orals | CL5.3

Is your ensemble of CMIP6 models consistent with IPCC AR6? 

Vincent Humphrey, Anna Merrifield, and Reto Knutti

The Intergovernmental Panel on Climate Change (IPCC) assesses the sensitivity of the climate system to increases in greenhouse gas concentrations using multiple lines of evidence, covering paleoclimate data, historical observations, and numerical Earth system model (ESM) simulations. Within IPCC’s latest Assessment Report (AR6), there is, for the first time, a non-negligible difference between the most likely rate of warming estimated in the report and the average warming rate simulated by the ESMs that participated in the Coupled Model Intercomparison Project (CMIP6). This discrepancy occurs because a large number of CMIP6 models have projected future warming rates that are higher than previously reported but quite unlikely according to historical observations. The consequence is that using a random selection of CMIP6 simulations is likely to overestimate historical and future warming (compared to what is assessed in the IPCC report), potentially leading to avoidable inconsistencies when compared to observations or greater projected changes compared to what could be inferred from CMIP5.

As this constitutes a wide-spread obstacle and limitation to using CMIP6 simulations ‘out of the box’, we propose here a simple model weighting method with the objective to address this problem. Our approach can be used to 1) evaluate the extent to which any given set of CMIP6 simulations is consistent with IPCC-assessed warming rates and 2) calculate the appropriate model weights so that potential inconsistencies are reduced as much as possible. The calculation of the weights is solely based on the user’s selection of a CMIP6 subset and does not require any data manipulation. The weights can then be easily implemented in existing analyses to calculate weighted (i.e. instead of just arithmetic) multi-model means, weighted quantiles, etc. We demonstrate the interest and flexibility of the method with some examples, including global to regional assessments of historical and projected changes in temperature and precipitation. We illustrate the extent to which applying model weights can reconcile otherwise divergent scientific results and provide assessments that are more robust across CMIP generations.

How to cite: Humphrey, V., Merrifield, A., and Knutti, R.: Is your ensemble of CMIP6 models consistent with IPCC AR6?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11922, https://doi.org/10.5194/egusphere-egu23-11922, 2023.

EGU23-12428 | ECS | Orals | CL5.3

Effects of the realistic vegetation cover on predictions at seasonal and decadal time scales 

Emanuele Di Carlo, Andrea Alessandri, Fransje van Oorschot, Annalisa Cherchi, Susanna Corti, Giampaolo Balsamo, Souhail Boussetta, and Timothy Stockdale

Vegetation is a relevant and highly dynamic component of the Earth System controlling, amongst others, surface roughness, albedo and evapotranspiration; its variability shows changes in seasons, interannual, decadal and longer timescales. In this study, we investigate the effects of improved representation of vegetation dynamics on climate predictions at different timescales: seasonal and decadal. To this aim, the latest generation satellite datasets of vegetation characteristics have been exploited, and a novel and improved parameterization of the effective vegetation cover has been developed. The new parameterization is implemented in the land surface scheme HTESSEL shared by two state-of-the-art Earth system models: ECMWF SEAS5 and EC-Earth3. The former model is used for sensitivity at seasonal timescale, while the latter is used for sensitivity at decadal timescale.

Both seasonal and decadal experiments show considerable sensitivity of models' surface climate bias with large effects on December-January-February (DJF) T2M, mean sea level pressure and zonal wind over middle-to-high latitudes. Consistently, a significant improvement in the skill for DJF T2M is found, especially over Euro-Asian Boreal forests. In seasonal experiments, this improvement displays a strong interannual coupling with the local surface albedo. From the region with the most considerable T2M improvement, over Siberia, originates a large-scale effect on circulation encompassing Northern Hemisphere middle-to-high latitudes from Siberia to the North Atlantic. As a result, in seasonal experiments, the correlation between the model NAO index against the ERA5 NAO index improves significantly.

These results show a non-negligible effect of the vegetation cover on the general circulation, especially for the northern hemisphere and on the prediction skill.

How to cite: Di Carlo, E., Alessandri, A., van Oorschot, F., Cherchi, A., Corti, S., Balsamo, G., Boussetta, S., and Stockdale, T.: Effects of the realistic vegetation cover on predictions at seasonal and decadal time scales, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12428, https://doi.org/10.5194/egusphere-egu23-12428, 2023.

EGU23-13998 | ECS | Orals | CL5.3

Variability in ENSO-induced carbon flux patterns 

István Dunkl and Tatiana Ilyina

El Niño-Southern Oscillation (ENSO) is not only a driver of global carbon cycle variability, but it also provides several mechanisms of predictability. Although most Earth system models (ESMs) can reproduce the relationship between ENSO and atmospheric CO2 concentrations, the question remains whether the ESMs agree on the origins of these ENSO-related GPP anomalies. We analyse the patterns of ENSO-induced GPP anomalies in 17 ESMs to determine from which regions these GPP anomalies come from, and whether the differences among the models are driven by climate forcing or biochemistry. While most of the GPP anomalies originate from Southeast Asia and northern South America, there are large deviations among the ESMs. The combined GPP anomaly of these two regions ranges between 26% and 75% of the global anomaly among the ESMs. To find out what causes the differences, we examined two major drivers of the GPP anomalies: the size of the ENSO-induced climate anomalies, and the sensitivity of GPP to climate. On the global average, ENSO-induced climate anomalies and GPP sensitivity have similar uncertainty among the ESMs, contributing equally to the variations in ENSO-induced GPP anomaly patterns. This analysis reveals model biases in teleconnection patterns and biochemistry. Addressing these biases is a tangible goal for model developers to decrease the uncertainty in the reproduction of the global carbon cycle, and to increase its predictability.

How to cite: Dunkl, I. and Ilyina, T.: Variability in ENSO-induced carbon flux patterns, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13998, https://doi.org/10.5194/egusphere-egu23-13998, 2023.

EGU23-14304 | ECS | Posters on site | CL5.3 | Highlight

Decadal prediction along the Western Irish Coast 

Catherine O'Beirne, Gerard McCarthy, and André Düsterhus

Over the last decade there have been vast improvements in the field of global decadal climate prediction; however, on a regional scale there is still limited confidence. Previous studies with the Max Plank Institute Earth System Model (MPI-ESM) have demonstrated that it can replicate water properties on a regional scale in the North Sea and Barents Sea.

In this study we investigate the prediction skill at depth along the Western Irish Coast using the MPI-ESM. For this we compare Hindcast simulations with Historical simulations. The employed Hindcast simulations consists of an ensemble mean of 16 members over the time frame 1961-2008 with a 2-to-5-year lead time. The Historical simulations over the same time frame also consist of an ensemble mean of 16 members.

For this contribution we investigate further the MPI-ESM predictability at depth for temperature and salinity along three transects that influence the Western Irish Coast at the Extended Ellet Line northwest, Galway Transect west, and Goban Spur southwest. A lead time analysis determines the improvement of prediction skill by initialisation. We discuss potential applications for this work in areas such as fisheries, coastal security, and marine leisure, for Ireland and its surrounding seas.

How to cite: O'Beirne, C., McCarthy, G., and Düsterhus, A.: Decadal prediction along the Western Irish Coast, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14304, https://doi.org/10.5194/egusphere-egu23-14304, 2023.

EGU23-14401 | Orals | CL5.3

A case study to investigate the role of aerosols reduction on the East Asian summer monsoon seasonal prediction 

Annalisa Cherchi, Etienne Tourigny, Juan C Acosta Navarro, Pablo Ortega, Paolo Davini, Andrea Alessandri, Franco Catalano, and Twan van Noije

In the late 20th century, both the East Asian and the South Asian summer monsoons weakened because of increased emissions of anthropogenic aerosols over Asia, counteracting the warming effect of increased greenhouse gases (GHGs). During the spring 2020, when restrictions to contain the spread of the coronavirus were implemented worldwide, reduced emissions of gases and aerosols were detected and found to be quite extended over Asia.

Following on from the above and using the EC-Earth3 coupled model, a case-study forecast for summer 2020 (May 1st start date) has been designed and produced with and without the reduced atmospheric forcing due to covid-19 related restrictions in the SSP2-4.5 baseline scenario, as estimated and adopted within CMIP6 DAMIP covidMIP experiments (hereinafter “covid-19 forcing”). The forecast ensembles (sensitivity and control experiments, meaning with and without covid-19 forcing) consist of 60 members each to better account for the internal variability (noise) and to maximize the capability to identify the effects of the reduced emissions.

The analysis focuses on the effects of the covid-19 forcing on the forecasted evolution of the monsoon, with a specific focus on the performance in predicting the summer precipitation over India and over other parts of South and East Asia. The results indicate that in 2020 a more realistic representation of the atmospheric forcing in the spring preceding the core monsoon season improves the skill of the predicted summer precipitation, mostly over East Asia. Beyond the testbed considered in this analysis, the result helps improving the understanding of the processes at work over the Asian monsoons regions, with positive implications on the usefulness of seasonal predictions products.

How to cite: Cherchi, A., Tourigny, E., Acosta Navarro, J. C., Ortega, P., Davini, P., Alessandri, A., Catalano, F., and van Noije, T.: A case study to investigate the role of aerosols reduction on the East Asian summer monsoon seasonal prediction, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14401, https://doi.org/10.5194/egusphere-egu23-14401, 2023.

EGU23-14731 | ECS | Posters on site | CL5.3

Assessing the predictability of droughts through seasonal forecasts 

Thomas Dal Monte, Annalisa Cherchi, Andrea Alessandri, and Marco Gaetani

Atmospheric circulations at the mid-latitudes are marked by circulation regimes, structures evolving in space very slowly and persisting over time. Their persistence and duration in a context such as Europe's, could lead to weather patterns, such as heat waves and drought, that have a­­ major impact on many socio-economic sectors. Forecasts at seasonal timescale are becoming then crucial to plan or give relevant indicators for societal applications. Predictability of such events could be of great use in further applications related to energy and management of water supplies. Also, this may provide useful insights to understanding the increase in frequency and intensity of these extreme events and their location.

The late purpose of this study is to investigate the predictability of European droughts in a forecast range of 1-3 months. To this aim, drought events are firstly identified, and state-of-the-art seasonal forecast products are analysed to compute the skill for targeted drought-related climate variables and/or circulation patterns. Observational datasets, high-resolution reanalysis and latest generation satellite observations will be used for the characterization of drought events and the forecast validation.

How to cite: Dal Monte, T., Cherchi, A., Alessandri, A., and Gaetani, M.: Assessing the predictability of droughts through seasonal forecasts, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14731, https://doi.org/10.5194/egusphere-egu23-14731, 2023.

EGU23-14765 | Orals | CL5.3

Variations of the CO2 fluxes and atmospheric CO2 in multi-model predictions with an interactive carbon cycle 

Hongmei Li, Aaron Spring, istvan Dunkl, Sebastian Brune, Raffaele Bernardello, Laurent Bopp, William Merryfield, Juliette Mignot, Reinel Sospedra-Alfonso, Etienne Tourigny, Michio Watanabe, and Tatiana Ilyina

Variable fluxes of anthropogenic CO2 emissions into the land and the ocean and the remaining proportion in the atmosphere reflect on the global carbon budget variations and further modulate global climate change. A more accurate reconstruction of the global carbon budget in the past decades and a more reliable prediction of the variations in the next years are crucial for assessing the effectiveness of climate change mitigation policies and supporting global carbon stocktaking and monitoring in compliance with the goals of the Paris Agreement.

In this study, we investigate reconstructions and predictions of the CO2 fluxes and atmospheric CO2 growth from ensemble prediction simulations using 5 Earth System Model (ESM) - based decadal prediction systems. These novel prediction systems driven by CO2 emissions with an interactive carbon cycle enable prognostic atmospheric CO2 and represent atmospheric CO2 growth variations in response to the strength of CO2 fluxes into the ocean and the land, which are missing in the conventional concentration-driven decadal prediction systems with prescribed atmospheric CO2 concentration.

The reconstructions generated by assimilating physical ocean and atmosphere data products into the prediction systems are able to reproduce the annual mean historical variations of the CO2 fluxes and atmospheric CO2 growth. Multi-model ensemble means best match the assessments of CO2 fluxes and atmospheric CO2 growth rate from the Global Carbon Project with correlations of 0.79, 0.82, and 0.98 for atmospheric CO2 growth rate, air-land CO2 fluxes, and air-sea CO2 fluxes, respectively. The CO2 emission-driven prediction systems with an interactive carbon cycle still maintain the predictive skill of CO2 fluxes and atmospheric CO2 growth as found in conventional concentration-driven prediction systems, i.e., about 2 years for the air-land CO2 fluxes and atmospheric CO2 growth, the air-sea CO2 fluxes have higher skill up to 5 years. The ESM-based prediction systems are capable to reconstruct and predict the variations in the global carbon cycle and hence are powerful tools for supporting carbon budgeting and monitoring, especially in the decarbonization processes. Furthermore, we investigate the contribution of uncertainty in the predictions of CO2 fluxes and atmospheric CO2 growth rate from internal climate variability, different model responses, and emission-forcing reductions to identify the prominent challenge in limiting the skill of CO2 predictions. 

How to cite: Li, H., Spring, A., Dunkl, I., Brune, S., Bernardello, R., Bopp, L., Merryfield, W., Mignot, J., Sospedra-Alfonso, R., Tourigny, E., Watanabe, M., and Ilyina, T.: Variations of the CO2 fluxes and atmospheric CO2 in multi-model predictions with an interactive carbon cycle, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14765, https://doi.org/10.5194/egusphere-egu23-14765, 2023.

EGU23-15373 | Orals | CL5.3

DWD’s operational climate predictions – towards a seamless climate prediction website - towards a seamless climate prediction website 

Birgit Mannig, Andreas Paxian, Miriam Tivig, Klaus Pankatz, Kristina Fröhlich, Sabrina Wehring, Alexander Pasternack, Philip Lorenz, Amelie Hoff, Katharina Isensee, Saskia Buchholz, and Barbara Früh

Germany's National Meteorological Service, Deutscher Wetterdienst (DWD), is working on an operational seamless climate prediction approach: What started in 2016 with operational seasonal climate predictions, was later complemented with decadal climate predictions. Since 2022, DWD publishes decadal, seasonal, and subseasonal climate predictions on one single, comprehensive climate prediction website www.dwd.de/climatepredictions [1].

While global simulations of decadal and seasonal predictions are produced by DWD’s climate prediction systems, global subseasonal predictions are retrieved from the European Centre of Medium-Range Weather Forecast (ECMWF). The next step in the operational processing chain is the empirical-statistical downscaling EPISODES [2], which results in high-resolution climate predictions (approx. 5 km) for Germany.

Both global and regional climate predictions are evaluated using the Meteorological Analyzation and Visualization System MAVIS, a fork of the FREVA system (Free Evaluation System Framework for Earth System Modeling) [3]. We evaluate ensemble mean predictions using the Mean Squared Error Skill Score (MSESS) and the Pearson Correlation Coefficient. Probabilistic climate predictions are evaluated using the Ranked Probability Skill Score (RPSS).

Ensemble mean and probabilistic climate prediction results of global and downscaled simulations, as well as the evaluation results are jointly published on DWD’s climate prediction website. The user-friendly graphical presentation is consistent for all displayed regions (global, Europe, Germany, and German cities) and across all time scales and was developed as a co-design between DWD and various national users.

We work on several extensions of the website: multi-year seasonal predictions (e.g. 5-year summer means), the prediction of drought indices and El Nino Southern Oscillation predictions. In addition, a seamless time series combining observations, climate predictions and climate projections is in preparation.

 

[1] A. Paxian, B. Mannig, M. Tivig, K. Reinhardt, K. Isensee, A. Pasternack, A. Hoff, K. Pankatz, S. Buchholz, S. Wehring, P. Lorenz, K. Fröhlich, F. Kreienkamp, B. Früh (2023). The DWD climate predictions website: towards a seamless outlook based on subseasonal, seasonal and decadal predictions. Manuscript in review.

[2] Kreienkamp, F., Paxian, A., Früh, B., Lorenz, P., Matulla, C., 2018. Evaluation of the Empirical-Statistical Downscaling method EPISODES. Clim. Dyn. 52, 991–1026 (2019). https://doi.org/10.1007/s00382-018-4276-2.

[3] Kadow, C., Illing, S., Lucio-Eceiza, E.E., Bergemann, M., Ramadoss, M., Sommer, P.S., Kunst, O., Schartner, T., Pankatz, K., Grieger, J., Schuster, M., Richling, A., Thiemann, H., Kirchner, I., Rust, H.W., Ludwig, T., Cubasch, U. and Ulbrich, U., 2021. Introduction to Freva – A Free Evaluation System Framework for Earth System Modeling. Journal of Open Research Software, 9(1), p.13. DOI: http://doi.org/10.5334/jors.253

How to cite: Mannig, B., Paxian, A., Tivig, M., Pankatz, K., Fröhlich, K., Wehring, S., Pasternack, A., Lorenz, P., Hoff, A., Isensee, K., Buchholz, S., and Früh, B.: DWD’s operational climate predictions – towards a seamless climate prediction website - towards a seamless climate prediction website, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15373, https://doi.org/10.5194/egusphere-egu23-15373, 2023.

EGU23-16200 | Posters virtual | CL5.3

Random Forest approach to forecast onset date and duration of rainy season in Tanzania 

Kristian Nielsen, Alberto Troccoli, Indrani Roy, and Meshack Mliwa

In the SADC region of Eastern Africa the onset and duration of the rainy season is of high importance to the agriculture and general water resource management. The planting time, selection of crops and success of different crops is linked to how skillfully this date can be forecasted.  
 
As part of the Horizon 2020 project called FOCUS-Africa, in order to forecast this specific onset-date and duration for a specific location in Tanzania, we have constructed a statistical model utilizing the Random Forest algorithm. This is being trained using a mix of observation of past teleconnection indices such as IOD and ENSO3.4 from recent months that from earlier studies have shown to be connected to the onset date and dynamical seasonal forecast of precipitation with a daily temporal resolution. At this stage three dynamical models are included. Finally, the observed precipitation of the previous months is being used as predictors as well.  
 
The first results have shown an improvement of the statistical model over using climatic information such as mean onset date as the reference forecast. This can be achieved 2-3 months ahead of the onset date. Furthermore, a relatively large importance of the seasonal forecast systems and the teleconnection indices seems to be present several months ahead of the observed onset date. This also indicates the importance of mixing observations and dynamical models in order to optimize the best possible overall skill of the system in predicting the onset date of the rainy season and thereby supporting local agriculture. 

How to cite: Nielsen, K., Troccoli, A., Roy, I., and Mliwa, M.: Random Forest approach to forecast onset date and duration of rainy season in Tanzania, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16200, https://doi.org/10.5194/egusphere-egu23-16200, 2023.

EGU23-17225 | Posters virtual | CL5.3

Exploring the Role of Hybrid Energy Systems for Enhancing Green Energy Potential in Urban Areas 

Deepak Kumar and Nick P. Bassill

Hybrid energy systems for improving sustainable urban energy attempt to combine energy supply, public transport modernization, and residential/commercial energy demand reduction. Due to reduced nonrenewable resources, alternative and augmented energy sources are required everywhere. The development of science and industry has increased the energy required to achieve environmental goals with reduced gas emissions. Solar and wind energy are cleaner, more efficient alternatives to polluting energy sources, so the attention is now on large-scale hybrid energy systems. Lots of attempts have been made to show technological advancement and research has analyzed the functionality of energy systems, but urban applications have received little attention. The proposed work imitates the feasibility analysis of hybrid urban energy systems. The research acknowledged the development of research purpose, methodology, research, and data collection approach to reporting the technological, scientific, and industrial developments. This research explains a typical urban environment to determine the hourly load profile for any urban region to exhibit the role of a hybrid energy system to raise energy potential. It summarizes past, present, and future trends in energy system design, development, and implementation. The design can be enlarged to implementations with several other combinations to provide cleaner and cheaper energy.

How to cite: Kumar, D. and Bassill, N. P.: Exploring the Role of Hybrid Energy Systems for Enhancing Green Energy Potential in Urban Areas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17225, https://doi.org/10.5194/egusphere-egu23-17225, 2023.

The subseasonal prediction with a lead time of 10–30 days is the gap between weather (<10 days) and climate (>30 days) predictions. Improving the forecast skill of extreme weather events at the subseasonal range is crucial for risk management of disastrous events. In this study, three deep-learning (DL) models based on the methods of convolutional neural network and gate recurrent unit are constructed to predict the rainfall anomalies and associated extreme events in East China at the lead times of 1–6 pentads. All DL models show skillful prediction of the temporal variation of rainfall anomalies (in terms of temporal correlation coefficient skill) over most regions in East China beyond 4 pentads, outperforming the dynamical models from the China Meteorological Administration (CMA) and the European Centre for Medium Range Weather Forecasts (ECMWF). The spatial distribution of the rainfall anomalies is also better predicted by the DL models than the dynamical models; and the DL models show higher pattern correlation coefficients than the dynamical models at lead times of 3 to 6 pentads. The higher skill of DL models in predicting the rainfall anomalies will help to improve the accuracy of extreme-event predictions. The Heidke skill scores of the extreme rainfall event forecast performed by the DL models are also superior to those of the dynamical models at a lead time beyond about 4 pentads. Heat map analysis for the DL models shows that the predictability sources are mainly the large-scale factors modulating the East Asian monsoon rainfall.

How to cite: Hsu, P.-C. and Xie, J.: Skillful subseasonal prediction of rainfall and extreme events in East China based on deep learning, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17300, https://doi.org/10.5194/egusphere-egu23-17300, 2023.

EGU23-17423 | Posters virtual | CL5.3

The role of multi-scale interaction on subseasonal prediction of extreme events 

June-Yi Lee, Pang-Chi Hsu, Doo-Young Lee, Young-Min Yang, and Jinhui Xie

The northward/northwestward propagation of boral summer intraseasonal oscillation (BSISO) modulates the subtropical variability ad typhoon activity and has significant impacts on the extreme weather and climate events in Asia. BSISO strongly interacts with background mean fields and tends to be stronger and longer in its northward propagation during La Nina than El Nino summers. It is further found that BSISO-related convections are stronger and more organized with northward propagation on 30-60-day timescales during El Nino developing than decaying summers over the western Pacific. Thus, for skillful subseasonal prediction of extreme events in Asia, it is crucial for climate models to well represent BSISO and its interaction with the background mean state and synoptic variability. Our case study shows that the rare extreme flooding event in Henan Province, China, during July 2021 (referred to as the “21.7” flooding event) was a result of scale interactions between the background mean field associated with the weak La Nina condition, intraseasonal oscillations, and synoptic disturbances. The two distinct modes of the BSISO (10-30- and 30-90-day modes) unusually had a crucial combined role in moisture convergence, aided by the increased seasonal-mean moisture content, maintaining persistent rainfall during the 21.7 event. Synoptic-scale moisture convergence was also contributed to the extreme values in the peak day of the event. The five state-of-the art subseasonal-to-seasonal prediction models showed limited skills in predicting this extreme event one to two weeks in advance, partly because of their biases in representing the BSISO and multiscale interactions. Our results highlight that an accurate prediction of subseasonal perturbations and their interactions with the background moisture content is crucial for improving the extended-range forecast skill of extreme precipitation events.

How to cite: Lee, J.-Y., Hsu, P.-C., Lee, D.-Y., Yang, Y.-M., and Xie, J.: The role of multi-scale interaction on subseasonal prediction of extreme events, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17423, https://doi.org/10.5194/egusphere-egu23-17423, 2023.

EGU23-1048 | Orals | CL1.2 | Highlight

The relative role of orbital, CO2 and ice sheet forcing on Pleistocene climate 

Charles Williams, Natalie Lord, Daniel Lunt, Alan Kennedy-Asser, David Richards, Michel Crucifix, Anne Kontula, Mike Thorne, Paul Valdes, Gavin Foster, and Erin McClymont

During the last ~2.5 million years, the Quaternary period, Earth's climate fluctuated between a series of glacials and interglacials, driven by long-term internal forcings such as those in atmospheric CO2 concentrations and ice sheet extent, and external forcings such as the orbital parameters of the Earth around the Sun.  Climate models provide a useful tool for addressing questions concerning the driving mechanisms, dynamics, feedbacks, and sensitivity of the climate system associated with these variations.  However, the structural complexity of such models means that they require significant computational resources, especially when running long (> one million year) transient simulations, and as such are not suitable for exploring orbital-scale variability on these timescales. 

 

Instead, here we use a climate model to calibrate a faster statistical model, or emulator, and use this to simulate the evolution of long-term palaeoclimate during the Quaternary period; firstly during the late Pleistocene (the last 800 thousand years) and secondly the entire Quaternary (the last 2.58 million years).  The emulator is driven by five forcing components: CO2, ice volume, and three orbital parameters.  We firstly compare the simulation with proxy records, and secondly investigate which forcing component is contributing the most to the simulation.

 

The results suggest that the emulator performs well and generally agrees with the proxy records available during the late Pleistocene, for both temperature and precipitation, especially concerning the timing and duration of the various glacial-interglacial cycles.  There are, however, some instances of discrepancies, especially concerning the minima and maxima of the cycles.  A factorial experiment shows that CO2 concentrations and ice volumes changes drive the most variability.  The efficiency of the emulator approach also allows us to carry out a quasi-transient simulation through the entire Quaternary period, and allows projections of possible future drilling results from deep Antarctic ice cores.  

How to cite: Williams, C., Lord, N., Lunt, D., Kennedy-Asser, A., Richards, D., Crucifix, M., Kontula, A., Thorne, M., Valdes, P., Foster, G., and McClymont, E.: The relative role of orbital, CO2 and ice sheet forcing on Pleistocene climate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1048, https://doi.org/10.5194/egusphere-egu23-1048, 2023.

EGU23-1311 | ECS | Orals | CL1.2 | Highlight

The role of dispersal limitation in the post-glacial forest expansion of southern and central Europe 

Deborah Zani, Heike Lischke, and Veiko Lehsten

The global vegetation cover underwent strong changes during the past glacial cycle. These have been driven by climatic fluctuations but also by spatiotemporal vegetation dynamics, including migration to new climatologically suitable areas and interactions with other species. However, how much migration lag contributed to the vegetation change after the Last Glacial Maximum (LGM) is often not clear. We used the newly-implemented model LPJ-GM 2.0 to simulate the vegetation change of southern and central Europe from the end of the LGM (18.5 ka) to the preindustrial era (1.5 ka). The model couples a migration module to the dynamic global vegetation model LPJ-GUESS, thus allowing species to migrate simultaneously while interacting with each other. We compared two dispersal settings (free dispersal and dispersal limitation) against pollen data to test the reliability of the migration module to provide realistic paleo-vegetation reconstructions for biome and species distributions. Furthermore, we calculated range shifts of the leading edges and centroids to detect potential species-specific migration lags and range filling delays across simulation time. Our results show that the setting with dispersal limitation is better at capturing the initial post-glacial expansion of non-boreal forests in southern and central Europe than the scenario assuming free dispersal. Range shift analysis shows significant migration lags for most tree species at times of sudden temperature rise (start of the Bølling–Allerød warming event and following the Younger Dryas). Overall, our study suggests that it is necessary to include migration processes when simulating vegetation range expansion under rapid climate change, with implications for future vegetation projections.

How to cite: Zani, D., Lischke, H., and Lehsten, V.: The role of dispersal limitation in the post-glacial forest expansion of southern and central Europe, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1311, https://doi.org/10.5194/egusphere-egu23-1311, 2023.

EGU23-2372 | ECS | Posters on site | CL1.2

A model-based exploration of mid-Holocene anti-phase climate variations in the Central Andes 

Ardhra Sedhu-Madhavan, Sebastian G. Mutz, Daniel Boateng, and Todd A. Ehlers

The Andes’ elevation of ~4 km and great meridional extent of ~50°S to 10°N greatly influences the spatial climate patterns across the South American continent. Apart from latitude and altitude, quasi-stable pressure systems modify the climate of the region. The Bolivian high, an upper-level anticyclonic circulation over the central part of the continent, is one such feature and has a strong impact on atmospheric moisture transport and the regional hydroclimate of the Central Andes. Orbitally forced shifts in the Bolivian High have been hypothesised to be responsible for anti-phase palaeoclimate changes in Peru in the mid-Holocene, such as the increase in humidity in the Palpa region and synchronous extreme drought near Lake Titicaca [e.g., Mächtle et al. 2013]. However, this hypothesis has not been tested, and it has not been determined how much of the mid-Holocene hydroclimate change in the Central Andes can be explained by changes in regional pressure systems. Here, we test the hypothesis that mid-Holocene orbital variations and palaeogeographical changes modified pressure fields and regional moisture transport, and lead to anti-phase changes in regional hydroclimate. We test this hypothesis using the physics-based, isotope-tracking climate model ECHAM5-wiso. More specifically, we analyse pre-industrial and mid-Holocene paleoclimate simulations [Mutz et al. 2018]  to track changes in pressure fields and moisture transport. We then assess their impacts on regional hydroclimate in the Central Andes. Results indicate that: (a) the climate models reproduce the observed synchronous anti-phase (wetter and drier) climate changes documented in different parts of Peru, and (b) these can be explained by changes in the regional pressure and wind fields. Taken together, previous proxy-based observations and model results present here indicate that orbital variations drive changes in the regional pressure systems and lead to spatially heterogenous variations in hydroclimate across the Central Andes.

How to cite: Sedhu-Madhavan, A., G. Mutz, S., Boateng, D., and A. Ehlers, T.: A model-based exploration of mid-Holocene anti-phase climate variations in the Central Andes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2372, https://doi.org/10.5194/egusphere-egu23-2372, 2023.

EGU23-2586 | ECS | Orals | CL1.2

The last glacial cycle transiently simulated with a coupled climate-ice sheet model 

Frerk Pöppelmeier, Fortunat Joos, and Thomas F. Stocker

Understanding climate variability from millennial to glacial-interglacial timescales remains challenging due to the complex and non-linear feedbacks between ice, ocean, and atmosphere. Although the ever-increasing number of reconstructions has helped to form compelling hypotheses for the evolution of ocean and atmosphere circulation or ice sheet extent over the last glacial cycle, climate models, required for systematically testing these hypotheses, struggle to dynamically and comprehensively simulate such long time periods as a result of the large computational costs. Here, we therefore coupled a dynamical ice sheet model to the Bern3D Earth system model of intermediate complexity, that allows for simulating multiple glacial-interglacial cycles in reasonable time. To test the fully-coupled model, we explore the climate evolution over the entire last glacial cycle in a transient simulation forced by the orbital configuration and greenhouse gas and aerosol concentrations. We are able to simulate Global Mean Surface Temperature (GMST) in fair agreement with reconstructions exhibiting a gradual cooling trend since the last interglacial that is interrupted by two more rapid cooling events during the early Marine Isotope Stage (MIS) 4 and Last Glacial Maximum (LGM). The glacial-interglacial GMST and mean ocean temperature differences are 5 °C and 1.6 °C, respectively. Ice volume shows pronounced variability on orbital timescales mirroring northern hemispheric summer insolation. From early MIS3 to the LGM ice volume roughly doubles in good agreement with recent sea-level reconstructions. The Atlantic overturning circulation shows larger variability during the relatively warm MIS5 than during the cooler MIS3, however we note that Dansgaard-Oeschger events are not intrinsically simulated in our setup. At the LGM the Atlantic overturning has a strength of about 14 Sv, which is a reduction by about one quarter compared to the pre-industrial. We thus demonstrate that the new coupled model is able to realistically simulate glacial-interglacial cycles, which allows as to systematically investigate the sensitivities to parameters such as equilibrium climate sensitivity or aerosol radiative forcing during the last glacial cycle.

How to cite: Pöppelmeier, F., Joos, F., and Stocker, T. F.: The last glacial cycle transiently simulated with a coupled climate-ice sheet model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2586, https://doi.org/10.5194/egusphere-egu23-2586, 2023.

EGU23-2885 | ECS | Orals | CL1.2

Atmosphere-mediated response of the Southern Hemisphere hydroclimate in simulations of spontaneous Dansgaard-Oeschger-like oscillations 

Irene Trombini, Nils Weitzel, Muriel Racky, Paul Valdes, and Kira Rehfeld

Dansgaard-Oeschger (DO) events are the most iconic mode of millennial-scale variability during the last glacial period. The manifestation of DO events outside the North Atlantic region and mechanisms responsible for the propagation of the North Atlantic signal across the globe are still little understood. Propagation of DO events to the Southern Hemisphere (SH) has first been explained by oceanic processes, that result in a muted and delayed signal in the Antarctic ice core record, known as Antarctic Isotope Maxima (AIM). Recent ice core-based reconstructions found an additional short-timescale response (years-to-decades, compared to centuries for the oceanic processes) in phase with the climate changes in Greenland. This fast response has been interpreted as the result of atmospheric transport processes. Shifts in the intertropical convergence zone and SH mid-latitude westerlies are seen as mediators of this response.

Here, we investigate the propagation of abrupt climate changes in the North Atlantic region to the SH in general circulation model simulations with spontaneous DO-like oscillations under glacial conditions. We study the relative timing of changes in temperature, hydroclimate, and atmospheric circulation and compare our results with ice core and speleothem based reconstructions. In the simulations, the timing of changes in different elements of the climate system varies on a continuum of timescales from months to centuries. This indicates the existence of more complex propagation mechanisms than the simple separation into an atmospheric and an oceanic mode. Our work emphasizes that future analysis of simulations of DO-like events should focus not just on the mechanisms responsible for the spontaneous oscillations but also on the spatio-temporal fingerprint of the oscillations across the globe.

How to cite: Trombini, I., Weitzel, N., Racky, M., Valdes, P., and Rehfeld, K.: Atmosphere-mediated response of the Southern Hemisphere hydroclimate in simulations of spontaneous Dansgaard-Oeschger-like oscillations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2885, https://doi.org/10.5194/egusphere-egu23-2885, 2023.

EGU23-4683 | ECS | Orals | CL1.2

Reduction in ENSO variability during the mid-Holocene: a multi-model perspective 

Shivangi Tiwari, Francesco S. R. Pausata, Allegra N. LeGrande, Michael L. Griffiths, Hugo Beltrami, Anne de Vernal, Clay R. Tabor, Daniel Litchmore, Deepak Chandan, and W. Richard Peltier

Paleoclimatic reconstructions have suggested a reduction inthe variability of the El Niño Southern Oscillation (ENSO) during the mid-Holocene (MH). Model simulations have largely failed to capture thisreduction, potentially due to the inadequate representation of the Green Sahara.The presence of a vegetated Sahara has been shown to have significant impacts on both regional and remote climate but remains inadequately addressed in Paleoclimate Modelling Intercomparison Project / Coupled Model Intercomparison Project (PMIP/CMIP) boundary conditions. Specifically, the incorporation of a Green Sahara has been shown to impact ENSO variability through perturbations to the Walker Circulation. In this study, we evaluate the MH (6,000 years BP) ENSO signatures of simulations from four models, namely —EC-Earth 3.1, iCESM 1.2, University of Toronto version of CCSM4 and GISS Model E2.1-G. Two simulations are considered for each model—a standard PMIP simulation (MHPMIP) with the mid-Holocene orbital parameters and greenhouse gas concentrations with vegetation prescribed to preindustrial conditions, as well as a Green Sahara simulation (MHGS) which additionally incorporates factors such as enhanced vegetation, reduced dust, presence of lakes, and land and soil feedbacks. All models show a reduction in ENSO variability due to the incorporation of Green Sahara conditions. This variability is interpreted in the context of perturbations to the Walker Circulation, triggered by the strengthening of the West African Monsoon.

How to cite: Tiwari, S., Pausata, F. S. R., LeGrande, A. N., Griffiths, M. L., Beltrami, H., de Vernal, A., Tabor, C. R., Litchmore, D., Chandan, D., and Peltier, W. R.: Reduction in ENSO variability during the mid-Holocene: a multi-model perspective, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4683, https://doi.org/10.5194/egusphere-egu23-4683, 2023.

EGU23-4963 | Orals | CL1.2

New insights of the East Asian summer monsoon variability over the past 800 kyr from a transient simulation with CLIMBER-2 

Liya Jin, Andrey Ganopolski, Matteo Willeit, Huayu Lu, Fahu Chen, and Xiaojian Zhang

The East Asian summer monsoon (EASM) is a major component of the global climate system with its variability closely associated with regional changes of rainfall, impacting the lives of over one sixth of the global population strongly. Understanding the periodicities of summer rainfall influenced by the EASM is beneficial to its future projections. However, the mechanism of the response of the EASM associated summer rainfall fluctuations to orbital-scale forcing during the late Pleistocene remains far from being well understood. Here, we provide an 800-kyr long series of EASM rainfall variations by extracting data from multiple transient simulations of CLIMBER-2 over the past 3 million years. Despite a coarse model resolution, the CLIMBER-2 captures a realistic spatial distribution and magnitude of present-day summer (June-July-August) rainfall, especially in East Asia. The CLIMBER-2 model simulates correct magnitude and timing of the last eight glacial cycles in respect to both global ice sheet volume (expressed in δ18O) and CO2 concentration. Both the simulation and reconstructions reveal predominant 100-ky and 41-ky cycles of global ice sheet volume and CO2 concentration, although precession (23- and 19-kyr) bands dominate high-latitude summer insolation. The EASM intensity is traditionally measured by the monsoonal circulation, i.e. the low-level southerly winds in summer over East Asia. Cross-spectral analysis confirms high coherence between model and proxy at 19-kyr and 41-kyr bands implying a strong low-latitude process modulated by precession. Unlike the EASM circulation from the CLIMBER-2, simulated boreal summer rainfall in East Asia, denoted as “EASM rainfall” shows pronounced 41- and 100-kyr cycles, resembling the loess record over the past 800 kyr. The simulation results reveal a decoupling between EASM rainfall and EASM circulation, which probably is a reasonable explanation for the conflicts in proxy records, and also reflects complicated mechanisms of the EASM system on glacial–interglacial timescales.

How to cite: Jin, L., Ganopolski, A., Willeit, M., Lu, H., Chen, F., and Zhang, X.: New insights of the East Asian summer monsoon variability over the past 800 kyr from a transient simulation with CLIMBER-2, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4963, https://doi.org/10.5194/egusphere-egu23-4963, 2023.

EGU23-5982 | ECS | Posters on site | CL1.2

Vegetation Simulation from the Colonization of Land Plants to the Present 

Jiaqi Guo, Yongyun Hu, and Yonggang Liu

Climate affects vegetation growth and distribution, and vegetation affects climate by modifying the exchange of carbon, water, momentum, and energy between atmosphere and land throughout evolution history. Therefore, reproducing the vegetation distribution is of great significance for understanding climate evolution, vegetation evolution, and their interaction. However, a systematic map of global vegetation distribution since the colonization of land plants (about 480 million years ago; Ma) has remained to be determined. Here, Community Earth System Model (CESM) version 1.2.2 and BIOME4 vegetation model are applied to simulate vegetation during the past 480 million years based on modern vegetation parameters. First, the simulations reveal multiple maps of global vegetation from 480 Ma to pre-industrial (PI) period with a 10-million-year interval. 28 biomes show different distribution characteristics with the evolution of climate, and parts of characteristics are supported by palaeobotanical evidence. Second, the potential biomass as a measure of plant growth is analyzed to explore causes of vegetation variations here. The results illustrate plant growth and expansion is significantly affected by terrestrial temperature and CO2 concentration, followed by terrestrial precipitation. Besides, more land area in the middle and low latitudes can be more conducive to plant flourish in geological history. The simulations provide a reference for paleo-vegetation data and some insights into the interaction between climate and vegetation evolution.

How to cite: Guo, J., Hu, Y., and Liu, Y.: Vegetation Simulation from the Colonization of Land Plants to the Present, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5982, https://doi.org/10.5194/egusphere-egu23-5982, 2023.

EGU23-6063 | Orals | CL1.2

Effects of LGM sea surface temperature and sea ice extent on the isotope-temperature slope at polar ice core sites 

Alexandre Cauquoin, Ayako Abe-Ouchi, Takashi Obase, Wing-Le Chan, André Paul, and Martin Werner

Stable water isotopes in polar ice cores are widely used to reconstruct past temperature variations over several orbital climatic cycles. One way to calibrate the isotope-temperature relationship is to apply the present-day spatial relationship as a surrogate for the temporal one. However, this method leads to large uncertainties because several factors like the sea surface conditions or the origin and the transport of water vapor influence the isotope-temperature temporal slope. In this study, we investigate how the sea surface temperature (SST), the sea ice extent and the strength of the Atlantic Meridional Overturning Circulation (AMOC) affect these temporal slopes in Greenland and Antarctica for Last Glacial Maximum (LGM, ~21 000 years ago) to preindustrial climate change. For that, we use the isotope-enabled atmosphere climate model ECHAM6-wiso [1, 2], forced with a set of sea surface boundary condition datasets based on reconstructions (GLOMAP [3] and Tierney et al. (2020) [4]) or MIROC 4m simulation outputs [5]. We found that the isotope-temperature temporal slopes in East Antarctic coastal areas are mainly controlled by the sea ice extent, while the sea surface temperature cooling affects more the temporal slope values inland. Mixed effects on isotope-temperature temporal slopes are simulated in West Antarctica with sea surface boundary conditions changes, because the transport of water vapor from the Southern Ocean to this area can dampen the influence of temperature on the changes of the isotopic composition of precipitation and snow. In the Greenland area, the isotope-temperature temporal slopes are influenced by the sea surface temperatures very near the coasts of the continent. The greater the LGM cooling off the coast of southeast Greenland, the larger the temporal slopes. The presence or absence of sea ice very near the coast has a large influence in Baffin Bay and the Greenland Sea and influences the slopes at some inland ice cores stations. We emphasize that the extent far south of the sea ice is not so important. On the other hand, the seasonal variations of sea ice distribution, especially its retreat in summer, influence the water vapor transport in this region and the modeled isotope-temperature temporal slopes in the eastern part of Greenland. A stronger LGM AMOC decreases LGM to preindustrial isotopic anomalies in precipitation in Greenland, degrading the isotopic model-data agreement. The AMOC strength does not modify the temporal slopes over inner Greenland, and only a little on the coasts along the Greenland Sea where the changes in surface temperature and sea ice distribution due to the AMOC strength mainly occur.

[1] Cauquoin and Werner, J. Adv. Model. Earth Syst., 13, https://doi.org/10.1029/2021MS002532, 2021.

[2] Cauquoin et al., Clim. Past, 15, 1913–1937, https://doi.org/10.5194/cp-15-1913-2019, 2019.

[3] Paul et al., Clim. Past, 17, 805–824, https://doi.org/10.5194/cp-17-805-2021, 2021.

[4] Tierney et al., Nature, 584, 569–573, https://doi.org/10.1038/s41586-020-2617-x, 2020.

[5] Obase and Abe-Ouchi, Geophys. Res. Lett., 46, 11 397–11 405, https://doi.org/10.1029/2019GL084675, 2019.

How to cite: Cauquoin, A., Abe-Ouchi, A., Obase, T., Chan, W.-L., Paul, A., and Werner, M.: Effects of LGM sea surface temperature and sea ice extent on the isotope-temperature slope at polar ice core sites, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6063, https://doi.org/10.5194/egusphere-egu23-6063, 2023.

EGU23-6289 | Orals | CL1.2

Mid Holocene dynamic vegetation highlights unavoidable climate feedbacks 

Pascale Braconnot, Nicolas Viovy, and Olivier Marti

Green Sahara and a northern limit of forest in the northern hemisphere are key characteristics of the differences between the mid Holocene and present-day climate. However, the strength of vegetation feedback and the ability of state-of-the-art climate model to properly represent it still an issue. A reason is that vegetation lies at the critical zone between land and atmosphere. Its variations depend on interconnected factors such as light, energy, water and carbon and, in turn, affect climate and environmental factors. These interconnexions makes it difficult to disentangle the factors that affect the representation of vegetation in a fully interactive model. Dynamical vegetation introduces additional degrees of freedom in climate simulations, so that a model that produces reasonable results when vegetation is prescribed might not be able to properly reproduce the full coupled system, when feedbacks that are not dominant when the system is constraint induce first order cascading effects in coupled mode. Here we investigate the climate-vegetation feedback in mid-Holocene and pre-industrial simulation with the IPSL climate models using 3 different settings of the dynamical vegetation that combining differences in the choice of representation of photosynthesis, bare soil evaporation and parameters defining the vegetation competition and distribution. We show that whatever the set up the major differences expected between the mid-Holocene and preindustrial climates remains similar, but the realisms of the simulated climate can be very different due to cascading climate-vegetation feedbacks that trigger vegetation growth and snow-ice-temperature-soil feedbacks.  Interestingly, with this IPSLCM6 version of the IPSL model (Boucher et al., 2020) all the mid-Holocene simulations produce vegetation in the Sahara-Sahel region compatible with the green Sahara period, but the representation of boreal forests is strongly affected by the different vegetation modeling choices.

How to cite: Braconnot, P., Viovy, N., and Marti, O.: Mid Holocene dynamic vegetation highlights unavoidable climate feedbacks, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6289, https://doi.org/10.5194/egusphere-egu23-6289, 2023.

EGU23-6376 | ECS | Posters on site | CL1.2

Response of East Asian summer monsoon climate to North Atlantic meltwater during the Younger Dryas 

Jie Wu, Zhengguo Shi, and Yongheng Yang

The Younger Dryas (YD) event, recognized as one of the most typical abrupt climate changes on the millennial time scale, results in striking cooling in most regions of the North Atlantic. The most acceptable hypothesis believes that this event is related to a large volume of meltwater fluxes injected into the North Atlantic. In remote Asia, various paleoclimate reconstructions have revealed that the East Asian summer monsoon (EASM) is significantly depressed during the cold YD episode. However, the effect of North Atlantic meltwater-induced cooling on the whole downstream Eurasian regions and its potential dynamics remains been not fully explored till now. In this study, the responses of Asian climate characteristics during the YD episode, especially the EASM, are evaluated based on modeling data from the Simulation of the Transient Climate of the Last 21,000 years (TraCE 21ka). The results show that the cooling signal during the YD, which is mainly caused by meltwater flux, spreads from the North Atlantic to the whole Eurasia. In agreement with the paleoclimatic proxies, the simulated EASM is obviously weakened. The summer precipitation is also suppressed over East, South, and Central Asia. Dynamically, the North Atlantic cooling produces an eastward propagated wave train across the mid-latitude Eurasia, which facilitates weaker EASM circulation. The weakened land-sea thermal contrast over East Asia also contributes to the monsoon decrease during YD cooling.

How to cite: Wu, J., Shi, Z., and Yang, Y.: Response of East Asian summer monsoon climate to North Atlantic meltwater during the Younger Dryas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6376, https://doi.org/10.5194/egusphere-egu23-6376, 2023.

EGU23-6514 | Orals | CL1.2 | Highlight

Northern Hemispheric extratropical cyclones during glacial times: impact of orbital forcing and ice sheet height 

Christoph C. Raible, Martina Messmer, Joanthan Buzan, and Emmanuele Russo

Extratropical cyclones are a major source of natural hazards in the mid latitudes as wind and precipitation extremes are associated to this weather phenomenon. Still the response of extratropical cyclones and their characteristics to strong external forcing changes is not yet fully understood. In particular, the impact of the orbital forcing as well as variations of the major ice sheets during glacial times on extratropical cyclones have not been investigated so far.  

Thus, the aim of this study is to fill this gap and to assess the impact of orbital forcing and northern hemispheric ice sheet height variations on extratropical cyclones and their characteristics during winter and summer. The main research tool is the Community Earth System Model CESM1.2. We performed a set of time slice sensitivity simulations under preindustrial (PI) conditions and for the following different glacial periods: Last Glacial Maximum (LGM), Marine Isotopic stage 4 (MIS4), MIS6, and MIS8. Additionally, we vary the northern hemispheric ice sheet height for all the different glacial periods by 33%, 66%, 100% and 125% of the ice sheet reconstructed for the LGM. For each of the simulations the extratropical cyclones are identified with a Lagrangian cyclone detection and tracking algorithm, which delivers a set of different cyclone characteristics, such as, cyclone frequency maps, cyclone area, central pressure, cyclone depth, precipitation associated to the extratropical cyclones as well as extremes in cyclone depth and extratropical cyclone-related precipitation. These cyclone characteristics are investigated for the winter and the summer season separately.

Preliminary results show that the extratropical cyclone tracks are shifted southwards on the Northern Hemisphere during the winter season. This has rather strong implication for the Mediterranean, with an increase of precipitation during glacial times over the western Mediterranean. This increase is modulated when changing the ice sheet height as extratropical cyclone tracks shift further south with increasing northern hemispheric ice sheet height. The orbital forcing shows a higher impact during the summer season, where mean precipitation is further reduced over Europe when comparing MIS4 and MIS8 with LGM. The role of the cyclones for these changes in summer needs to be assessed as well as the implication in the North Pacific.

How to cite: Raible, C. C., Messmer, M., Buzan, J., and Russo, E.: Northern Hemispheric extratropical cyclones during glacial times: impact of orbital forcing and ice sheet height, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6514, https://doi.org/10.5194/egusphere-egu23-6514, 2023.

EGU23-6932 | Orals | CL1.2 | Highlight

The Warm Winter Paradox in the mid-Pliocene Warm Period - a focus on model parameterisations. 

Julia Tindall, Alan Haywood, and Paul Valdes

Modelling results from PlioMIP2 (Pliocene Model Intercomparison Project Phase 2) are in strong disagreement with terrestrial proxy data over the high latitudes for the winter season.  This disagreement is large:  models simulate winter temperatures ~20°C cooler than the data suggests.  We term this the ‘warm winter paradox’.

We have shown that the warm winter paradox cannot be easily resolved.  For example, changing model boundary conditions to account for orbital and CO2 uncertainty have only a small effect on winter temperatures.

Here we use the Hadley Centre General Circulation Model, HadCM3, to investigate whether accounting for uncertainties in model parameterisations could improve the model data agreement for the Pliocene winter.  A new set of parameters for HadCM3, which improve model-data agreement for the Eocene, will be used to investigate the Pliocene climate.  We will show that the new parameters in HadCM3 lead to additional winter Pliocene warming at some locations, although a large model-data disagreement remains.   The new model parameters do not improve the Pliocene data-model comparison as much as they do for the Eocene.  This may indicate that finding a single set of parameters capable of producing an optimised simulation of warm climate states in general is not possible, and that further exploration of model parameter uncertainty is warranted; or that the cause of model data disagreements in the high latitudes may be time period specific.   

How to cite: Tindall, J., Haywood, A., and Valdes, P.: The Warm Winter Paradox in the mid-Pliocene Warm Period - a focus on model parameterisations., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6932, https://doi.org/10.5194/egusphere-egu23-6932, 2023.

EGU23-7448 | ECS | Orals | CL1.2

A multi-model assessment of the early last deglaciation (PMIP4 LDv1) 

Brooke Snoll, Ruza Ivanovic, Lauren Gregoire, and Sam Sherriff-Tadano and the PMIP4 Working Group

At the onset of the last deglaciation, beginning ~19 thousand years ago, ice sheets that covered the Northern Hemisphere at the Last Glacial Maximum started to melt, Earth began to warm, and sea levels rose. This time period is defined by major long-term, millennial-scale, climate transitions from the cold glacial to warm interglacial state, as well as many short-term, centennial- to decadal-scale warmings and coolings of more than 5 °C, sudden reorganisations of basin-wide circulations, and jumps in sea level of tons of meters. Long transient simulations of the deglaciation have been increasingly performed to better understand the long and short term processes, examine different possible scenarios, and compare model output to observable records. The Paleoclimate Modelling Intercomparison Project (PMIP) has provided a framework for an international coordinated effort in simulating the last deglaciation whilst encompassing a broad range of models and model complexities. This study is a multi-model intercomparison of 17 simulations of the last deglaciation from nine different climate models. Unlike other multi-model intercomparison projects, these simulations do not follow one particular experimental design but follow an intentionally flexible protocol suitable for all participants. The design of the protocol provides the opportunity to compare results from models using different forcings and examine a variety of scenarios, hence, representing the range of uncertainty in climate predictions of the time period. One particularly challenging choice to make in the experimental design is how to incorporate the resultant freshwater flux from the melting ice sheets. This research focusses on the divergence between climate trajectories in the simulations as a result of the meltwater scenario preferred by the modelling groups as well as other experimental design choices and their impact on the onset of the deglaciation. These results provide a better understanding of modelling this time period as well as model biases and uncertainty with respect to deglacial forcings and the observable proxy records. 

How to cite: Snoll, B., Ivanovic, R., Gregoire, L., and Sherriff-Tadano, S. and the PMIP4 Working Group: A multi-model assessment of the early last deglaciation (PMIP4 LDv1), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7448, https://doi.org/10.5194/egusphere-egu23-7448, 2023.

EGU23-7454 | ECS | Posters on site | CL1.2

An oscillating Atlantic Meridional Overturning Circulation during the last glacial period 

Yvan Romé, Ruza Ivanovic, and Lauren Gregoire

Abrupt climate changes over the last glacial period (~ 115 to 12 thousand years ago) are often associated with reorganisation of the Atlantic Meridional Overturning Circulation (AMOC). It has been suggested that the AMOC can exist in more than one stable mode, but the mechanisms leading to switches between different regimes are still not understood. It is also unclear how disruptions of the ocean circulation are connected to millennial-scale climate variability, such as Dansgaard-Oeschger events or abrupt transitions during the late last deglaciation. 

Most attempts at theorising glacial millennial-scale variability have involved looking at heat and salt transfers between the subtropical and subpolar gyres. This is often referred to as the ‘salt oscillator’ mechanism, which in turn controlled the intensity of the North Atlantic current. We propose that the salt oscillator is in fact part of a larger motion combining harmonic and stochastic dynamics spanning through all components of the climate system when triggered by an initial excitation. Only under certain combinations of boundary conditions and forcings can multiple stable states coexist, sometimes leading to the activation of a pseudo-oscillating regime for thousands of years. 

Based on a new set of last glacial maximum (~21 thousand years ago) simulations that oscillate when forced with snapshots of the early last deglaciation meltwater history, we propose a new way of visualising the stability of the AMOC and its shifts between different stable modes. We provide a detailed analysis of the heat and salinity tendencies in a comprehensive description of the different oscillating modes. Finally, we discuss how the freshwater forcing framework fits into the broader theory of glacial abrupt climate changes.

How to cite: Romé, Y., Ivanovic, R., and Gregoire, L.: An oscillating Atlantic Meridional Overturning Circulation during the last glacial period, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7454, https://doi.org/10.5194/egusphere-egu23-7454, 2023.

EGU23-8172 | ECS | Posters on site | CL1.2

Coupled climate-carbon simulations of the Penultimate Deglaciation and Last Interglacial in the PLASIM-GENIE model 

Tim Cutler, Philip Holden, Pallavi Anand, and Neil Edwards

Theoretical understanding of paleoclimate change such as deglaciations comes primarily from time slice simulations in state-of-the-art atmosphere-ocean general circulation models, where multimillennial transient simulations would be too computationally expensive. Such steady state runs may be missing long-timescale processes involving ocean circulation or the carbon cycle, which could be captured by long transient simulations. The PLASIM-GENIE (Planet Simulator – Grid-Enabled Integrated Earth System) model is capable of running fast, multimillennial climate-carbon cycle simulations, comprising a fully 3D spectral atmosphere and frictional geostrophic ocean with marine and terrestrial carbon cycle modules. Here, we present comparisons between steady state and pseudo-transient experiments in PLASIM-GENIE, starting from the Penultimate Glacial Maximum (140,000 years before present) through the Last Interglacial, applying the PMIP4 Penultimate Deglaciation protocol. In pseudo-transient simulations, the model is stopped at every 500 years and restarted with updated prescribed ice sheets, orbital forcings, meltwater fluxes and relaxed CO2 (with an active carbon cycle). These are compared to steady state time-slice simulations where the model is spun-up at each 500-year interval, to test for hysteresis in atmosphere, ocean and carbon cycle processes. Particular focus is on the timing of Atlantic Meridional Overturning Circulation weakening and recovery. We supplement these baseline simulations with a series of sensitivity experiments where individual forcings are varied.

How to cite: Cutler, T., Holden, P., Anand, P., and Edwards, N.: Coupled climate-carbon simulations of the Penultimate Deglaciation and Last Interglacial in the PLASIM-GENIE model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8172, https://doi.org/10.5194/egusphere-egu23-8172, 2023.

EGU23-8251 | Posters on site | CL1.2

Effects of glacial conditions on the circulation and water vapor sources of Indian monsoon precipitation 

Thejna Tharammal, Govindasamy Bala, Jesse Nusbaumer, and Andre Paul

Climate records suggest a weaker Indian monsoon circulation and drier conditions in the continent during the Last Glacial Maximum (LGM, ~19-23 ka BP). This is mainly due to circulation changes caused by high-latitude ice sheets, tropical and high-latitude SST changes, and lower atmospheric CO2 concentrations compared to pre-industrial (PI). Such changes in boundary conditions and circulation are likely to cause changes in the water vapor sources of monsoon precipitation, with implications for precipitation reconstructions using water isotope proxies. We use the water isotope/water tagging-enabled Community Earth System Model (iCESM) to study the effects of glacial conditions on the sources of water vapor and isotope ratios of precipitation for the Indian monsoon precipitation. We conduct time slice experiments for the PI and the LGM periods following the PMIP4 guidelines. iCESM was successful in identifying the water vapor sources of present-day Indian summer monsoon precipitation, namely the Indian Ocean sources and precipitation recycling. The detailed results of this study will be presented at the meeting.

How to cite: Tharammal, T., Bala, G., Nusbaumer, J., and Paul, A.: Effects of glacial conditions on the circulation and water vapor sources of Indian monsoon precipitation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8251, https://doi.org/10.5194/egusphere-egu23-8251, 2023.

EGU23-8404 | ECS | Orals | CL1.2 | Highlight

Multimodel comparison of weathering fluxes during the last deglaciation 

Fanny Lhardy, Bo Liu, Matteo Willeit, Nathaelle Bouttes, Takasumi Kurahashi-Nakamura, Stefan Hagemann, and Tatiana Ilyina

The global carbon cycle is a complex system with many drivers, including slow ones such as the chemical weathering of rocks. At long enough timescales, changes in weathering rates influence CO2 consumption, but also the river loads of carbon, nutrients, and alkalinity. In particular, the global ocean inventory of alkalinity is a critical driver of carbon sequestration into the ocean. Thus, any transitory imbalance between the sources and sinks of alkalinity can lead to changes in ocean chemistry and impact atmospheric CO2 concentration. During the last deglaciation (ca. 19-11 ka BP), the Earth’s climate transitioned from cold and arid to comparatively warmer and wetter conditions. Simultaneously, large ice sheets melted and led to a significant rise of sea level (ca. +120 m), which reduced the size of the exposed continental shelves. Loess deposits were also gradually eroded. These changes logically influenced the chemical weathering of rocks because weathering rates depend on climate variables (runoff and temperature), land-sea distribution and lithology. Some modelling studies and proxy reconstructions suggest little net changes over this period. Yet, the deglacial changes of weathering rates remain poorly constrained.

Most Earth System Models do not explicitly represent weathering and the consequent river fluxes. Moreover, the alkalinity inventory is often assumed constant in models, despite the fact that proxy data suggest an elevated total alkalinity at the Last Glacial Maximum (and the likely changes of its sources and sinks). These choices can potentially bias the model representation of the global carbon cycle, whose deglacial variations have been notoriously hard to simulate for decades. In this study, we calculate weathering fluxes of phosphorus and alkalinity (among others) using reconstructed lithological maps, and model results from transient runs of the last deglaciation and/or time-slice runs of the Last Glacial Maximum and pre-industrial period. To improve robustness, we compare the evolution and spatial distribution of weathering fluxes in different models. We demonstrate that while the increase of runoff during deglaciation enhances weathering, the rise of sea level and the erosion of loess deposits tend to have a counterbalancing effect on the river loads. Our model ensemble tends to show inconsistent deglacial changes of some river loads (e.g. for phosphorus), depending both on runoff biases and on the representation of land-sea distribution. Still, all models indicate a significant decrease of river alkalinity from the LGM to the pre-industrial. Using these findings, we discuss the implications of an explicit representation of weathering fluxes for the global carbon cycle in transient runs with Earth System Models.

How to cite: Lhardy, F., Liu, B., Willeit, M., Bouttes, N., Kurahashi-Nakamura, T., Hagemann, S., and Ilyina, T.: Multimodel comparison of weathering fluxes during the last deglaciation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8404, https://doi.org/10.5194/egusphere-egu23-8404, 2023.

EGU23-8546 | ECS | Orals | CL1.2

Transitions in the Northern Hemisphere glaciation process 

Stefanie Talento, Andrey Ganopolski, and Matteo Willeit

We use the new Earth system model of intermediate complexity CLIMBER-X to investigate pathways of Northern Hemisphere (NH) glaciation. We perform experiments in which different combinations of orbital forcing and atmospheric CO2 concentration are maintained constant in time. Each model simulation is run for 300 thousand years (kyr) starting from present-day conditions, and using an acceleration technique with asynchronous coupling between the climate and ice sheet model components.

We find that in the pathway to a NH glaciation, several bifurcations might occur. The bifurcations separate a diversity of stable configurations, which have different spatial and temporal prints. We identify four different bifurcations, separating five different equilibrium states: (i) completely ice-free conditions, (ii) present-day (ice only over Greenland), weak glaciation (with ice coverage north and west of Hudson Bay, Greenland and Scandinavia), (iv) Last Glacial Maximum – type of glaciation (with large North American and medium-size Eurasian ice sheets) and (v) mega-glaciation (full ice coverage over both North America and Eurasia).

The transitions are also clustered in terms of differential timescales. While the North-American continent full glaciation has a development timescale of ~ 100 kyr, an extensive ice coverage of the Eurasian continent involves a much longer time-frame of ~ 250 kyr. This could explain why a complete glaciation of the Eurasian continent was never observed. This result is also consistent with previous studies in the sense that one glaciation cycle is not long enough for the Eurasian ice sheet to fully grow.

How to cite: Talento, S., Ganopolski, A., and Willeit, M.: Transitions in the Northern Hemisphere glaciation process, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8546, https://doi.org/10.5194/egusphere-egu23-8546, 2023.

EGU23-8827 | Orals | CL1.2 | Highlight

Are high sensitivity models compatible with the Last Glacial Maximum? 

Navjit Sagoo and Thorsten Mauritsen

The wide range of Effective Climate Sensitivity (ECS) values in climate models are driven by inter-model spread in cloud feedbacks. The most recent generation of models (CMIP6) show an increase in both average ECS values as well as the appearance of very high ECS values (> 4.5 K) compared to the previous generation which has been attributed to an increase in the strength of total cloud feedbacks in CMIP6. Constraining ECS and in particular the high range of ECS values is paramount for reliable predictions of future climate change. The Last Glacial Maximum (LGM) is an out-of-sample climate for modern models and thus provides a valuable evaluation test for these models. This work explores whether models with high ECS values are compatible with the Last Glacial Maximum (LGM) climate and whether we can use the LGM to constrain a plausible upper boundary of ECS. We create a single model ensemble with a wide range of ECS values by modifying cloud feedbacks in the MPI-ESM1.2 model. We simulate the LGM with this ensemble and compare it with four different paleo-reconstructions. Our results indicate models with an ECS > 4 K are incompatible with the existing LGM climate reconstructions: global surface air temperature (SAT) anomalies are too cold compared to reconstructions and ultimately become unstable due to sea ice dynamics in the model. Our study indicates that models with large total cloud feedbacks and high ECS values are not plausible during the LGM. This study highlights the value of using paleoclimates to benchmark models particularly in areas where existing validation techniques are not yet sufficient i.e. constraining cloud feedbacks.

How to cite: Sagoo, N. and Mauritsen, T.: Are high sensitivity models compatible with the Last Glacial Maximum?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8827, https://doi.org/10.5194/egusphere-egu23-8827, 2023.

EGU23-9705 | ECS | Posters on site | CL1.2

On the global synchronicity of glacial vegetation changes 

Nils Weitzel, Moritz Adam, Maria Fernanda Sanchez Goñi, Marie-Pierre Ledru, Vincent Montade, Coralie Zorzi, and Kira Rehfeld

Vegetation responds to local climate and carbon dioxide changes with response times ranging from decades to millennia, depending on location, spatial scale, and vegetation characteristic. Here, we focus on orbital timescales, for which all available estimates suggest an equilibrium of vegetation and climate. Over the course of the last glacial period, global mean temperature varied between minima during Marine Isotope Stage (MIS) 4 and MIS2, and a maximum in MIS3. If orbital-scale climate changes followed this global trend across most of the globe, we would expect vegetation changes to feature a similar temporal evolution.

Leveraging a global compilation of pollen records, we quantify the synchronicity of orbital-scale vegetation changes within and across regions during the last glacial period. We use the arboreal pollen fraction, statistical mode decompositions, and key taxa as indicators for forest cover changes. Our results suggest that a globally coherent forest cover minimum occurred during MIS2. However, we do not find evidence for other periods of coherent forest cover trends across the globe or either hemisphere. This indicates that vegetation changes were more regionally confined during earlier parts of the last glacial. As chronologies become more uncertain further back in time, we examine the likelihood of dating errors to explain the absence of globally coherent vegetation changes during MIS4 and MIS3. Finally, we compare our results with simulations of climate and vegetation to assess if models capture the diagnosed forest cover trends found in the pollen records. Moreover, this comparison allows us to infer the influence of temperature, moisture availability, and carbon dioxide on vegetation variations during the last glacial period.

How to cite: Weitzel, N., Adam, M., Sanchez Goñi, M. F., Ledru, M.-P., Montade, V., Zorzi, C., and Rehfeld, K.: On the global synchronicity of glacial vegetation changes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9705, https://doi.org/10.5194/egusphere-egu23-9705, 2023.

EGU23-9748 | Orals | CL1.2 | Highlight | Milutin Milankovic Medal Lecture

Milankovitch cycles and the Arctic: insights from past interglacials 

Bette L. Otto-Bliesner

The Arctic is warming at a rate greater than the global average. End-of-summer minimum sea ice extent is declining and reaching new minimums for the historical record of the last 4 decades. The Greenland ice sheet is now losing more mass than it is gaining, with increased surface melting. Earth System Models suggest that these trends will continue in the future. The geologic past can be used to inform what could happen in the future. Emiliani in his 1972 Science paper commented on the relevance of paleoclimate for understanding our future Earth.

 

Interglacials of the last 800,000 years, including the present (Holocene) period, were warm with low land ice extent. In contrast to the current observed global warming trend, which is attributed primarily to anthropogenic increases in atmospheric greenhouse gases, regional warming during these interglacials was driven by changes in Earth’s orbital configuration. Although the circumstances are different, understanding the behavior, processes, and feedbacks in the Arctic provides insights relevant to what we might expect during future global warming.

 

Data compilations suggest that despite spatial heterogeneity, Marine Isotope Stages (MIS) 5e (Last Interglacial, ~129 to 116 ka) was globally strong. The Last Interglacial (LIG) is characterized by large positive solar insolation anomalies in the Arctic during boreal summer associated with the large eccentricity of the orbit and perihelion occurring close to the boreal summer solstice. The atmospheric carbon dioxide concentration was similar to the preindustrial period.

 

Geological proxy data for the LIG indicates that Arctic latitudes were warmer than present, boreal forests extended to the Arctic Ocean in vast regions, summer sea ice in the Arctic was much reduced, and Greenland ice sheet retreat contributed to the higher global mean sea level. Model simulations provide critical complements to this data as the they can quantify the sensitivity of the climate system to the forcings, and the processes and interplay of the different parts of the Arctic system on defining these responses. As John Kutzbach explained in a briefing for science writers, "climate forecasts suffer from lack of accountability. Their moment of truth is decades in the future. But when those same computer programs are used to hindcast the past, scientists know what the correct answer to the test should be."

 

Significant attention and progress have been made in modeling the LIG in the last 2 decades. Earth System Models now capture more realism of processes in the atmosphere, ocean, and sea ice, can couple to models of the Greenland ice sheet, and include representations of the response of Arctic vegetation to the NH high-latitude summer warming. Increases in computing power has allowed these models to be run at higher spatial resolution and to perform transient simulations to examine the evolving orbital forcing during the LIG.  The international PMIP4 simulations for 127 ka illustrated the importance of positive cryosphere and ocean feedbacks for a warmer Arctic. A CESM2-Greenland ice sheet, transient LIG simulation from 127 ka to 119 ka, established a key role of vegetation feedbacks on Arctic climate change.

How to cite: Otto-Bliesner, B. L.: Milankovitch cycles and the Arctic: insights from past interglacials, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9748, https://doi.org/10.5194/egusphere-egu23-9748, 2023.

Reliable projections of future climate change are vital for mitigation and adaptation efforts. Such efforts require not only projections of mean changes but of changes in variability, too, since those directly affect the occurrence of extremes. The evaluation of climate models regarding their ability to simulate expected changes in variability of temperature and precipitation relies on the comparison of observations with simulations of past and present-day climate. As such, studying past periods of warming furthers the understanding of the climate system and its projected changes. However, the response of the climate system to forcings depends on the background state. Thus, understanding how insights from studies of the past transfer to future projections and the limitations of this transfer is vital.

Here, we present an analysis of temperature and precipitation variability in transient simulations of the Last Deglaciation and projected future climate. To this end, we analyze how the distributions of temperature and precipitation change as exemplified by the moments of the distribution, i.e. variance, skewness and kurtosis. We identify trends in the projections and compare them to results for the Last Deglaciation and present commonalities and differences between the responses in these climate states. We further present how these changes relate to differences in the background state, forcings, and the timescales on which these forcings act as well as the limitations imposed by these differences. Based on this analysis of the state-dependency of variability and its change with a warming mean state, we present conclusions on how past climates can inform and support studies of future climate change.

How to cite: Ziegler, E. and Rehfeld, K.: Past and future changes of temperature and precipitation variability in climate model projections and transient simulations of the Last Deglaciation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9813, https://doi.org/10.5194/egusphere-egu23-9813, 2023.

EGU23-10048 | Posters on site | CL1.2

From the last interglacial to the future – new insights into climate change from the PalMod Earth System modelling framework 

Kerstin Fieg, Mojib Latif, Tatjana Ilyina, and Michael Schulz

The PalMod project funded by the German Federal Ministry of Education and Research (BMBF) aims at filling gaps in our understanding of the dynamics and variability of the Earth system during the last glacial-interglacial cycle. Major goals are to enhance Earth system models (ESMs), to identify potential tipping points that could become important in a warming world, and to perform long-term projections with the advanced the ESMs. 

In PalMod Phases I and II, we focussed on three key epochs, the last glacial inception, MIS3, and the last deglaciation. In PalMod Phase III, we will use the new insights from the first two phases to perform more advanced climate projections into the next millennia. Special focus areas are rapid climate transitions, permafrost melting, and ice-sheet instability and sea level rise.  

How to cite: Fieg, K., Latif, M., Ilyina, T., and Schulz, M.: From the last interglacial to the future – new insights into climate change from the PalMod Earth System modelling framework, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10048, https://doi.org/10.5194/egusphere-egu23-10048, 2023.

EGU23-11127 | Orals | CL1.2 | Highlight

Rapid expansion of ice sheet area in transient simulations of the last glacial inception 

Matteo Willeit, Stefanie Talento, and Andrey Ganopolski

We present transient simulations of the last glacial inception using the Earth system model CLIMBER-X with interactive ice sheets and visco-elastic solid-Earth response. The simulations are initialized at the Eemian interglacial (125 ka) and run until 100 ka, driven by prescribed changes in orbital configuration and greenhouse gas concentrations from ice core data.
CLIMBER-X simulates a robust ice sheet expansion over North America and Scandinavia through MIS5d, in accordance with proxy data. However, we show that the crossing of a bifurcation point in the ice-covered area, which leads to a rapid (~7 million square km over a few centuries) expansion of ice sheets over North America, is critical to get a large enough ice volume to match the sea level drop of ~40 m indicated by reconstructions during the last glacial inception. As a consequence of the presence of this bifurcation point, the model results are highly sensitive to climate model biases. We also show that in the model the vegetation feedback plays an important role during glacial inception.
Further results suggest that, as long as the system responds almost linearly to insolation changes during the last glacial inception, the model results are not very sensitive to changes in the ice sheet model resolution and the acceleration factor used to speed-up the climate component. This is not valid, however, when the system response is characterized by strongly-nonlinear processes, such as a rapid increase in ice-covered area.

How to cite: Willeit, M., Talento, S., and Ganopolski, A.: Rapid expansion of ice sheet area in transient simulations of the last glacial inception, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11127, https://doi.org/10.5194/egusphere-egu23-11127, 2023.

EGU23-11206 | Orals | CL1.2

Holocene forest-cover changes in Europe - a comparison of dynamic vegetation model results and pollen-based REVEALS reconstructions 

Anne Dallmeyer, Anneli Poska, Laurent Marquer, Andrea Seim, and Marie-José Gaillard-Lemdahl

We compare Holocene forest-cover changes in Europe derived from a transient MPI-ESM1.2 simulation with high spatial resolution time-slice simulations conducted in LPJ-GUESS and pollen-based quantitative reconstructions of forest cover based on the REVEALS model (pol-RVs). The dynamic vegetation models and pol-RVs agree with respect to the general temporal trends in forest cover for most parts of Europe, with a large forest cover during the mid-Holocene and substantially smaller forest cover closer to the present time. However, the age of the start of decrease in forest cover varies between regions, and is much older in the pol-RVs than in the models. The pol-RVs suggest much earlier anthropogenic deforestation than the prescribed land-use in the models starting 2000 years ago. While LPJ-GUESS generally overestimates forest cover compared to pol-RVs, MPI-ESM indicates lower percentages of forest cover than pol-RVs, particularly in Central Europe. A comparison of the simulated climate with chironomid-based climate reconstructions reveal that model-data mismatches in forest cover are in most cases not driven by biases in the climate. Instead, sensitivity experiments show that the model results strongly depend on the models tuning regarding natural disturbance regimes (e.g. fire and wind throw). The frequency and strength of disturbances are – like most of the parameters in the vegetation models – static and calibrated to modern conditions. However, these parameter values may not be valid during climate and vegetation states totally different from today’s. In particular, the mid-Holocene natural forests were probably more stable and less sensitive to disturbances than present day forests that are heavily altered by human interventions. Our analysis highlights the fact that such model settings are inappropriate for paleo-simulations and complicate model-data comparisons with additional challenges. Moreover, our study suggests that land-use is the main driver of forest decline in Europe during the mid- and late-Holocene.

How to cite: Dallmeyer, A., Poska, A., Marquer, L., Seim, A., and Gaillard-Lemdahl, M.-J.: Holocene forest-cover changes in Europe - a comparison of dynamic vegetation model results and pollen-based REVEALS reconstructions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11206, https://doi.org/10.5194/egusphere-egu23-11206, 2023.

EGU23-12139 | ECS | Orals | CL1.2

Sensitivity of the glacial marine biological pump to particle sinking and dust deposition in MPI-ESM 

Bo Liu, Joeran Maerz, and Tatiana Ilyina

The marine biological carbon pump substantially contributes to the glacial-interglacial CO2 change. Compared to the late Holocene, proxy data for the Last Glacial Maximum (LGM) generally agree on an increased export production, associated with an enhanced marine biological carbon pump, in the subantarctic region of the Southern Ocean (SO). By contrast, global export production during the LGM is poorly constrained due to the sparseness and uncertainty of proxy data. The efficiency of the biological pump is mainly controlled by phytoplankton growth, ocean circulation and the sinking and remineralisation of organic matter. Previous modelling studies primarily focused on the sensitivity regarding the former two factors. By far, few studies have discussed the impact of marine particle sinking on glacial ocean biogeochemistry.

In this study, we examine the impact of two different sinking schemes for biogenic particles on the LGM ocean biogeochemistry in the Max Planck Institute Earth System Model (MPI-ESM). In the default sinking scheme, sinking velocities of particulate organic matter (POM), biogenic minerals (CaCO3 and opal) and dust are prescribed and kept the same between LGM and pre-industrial (PI) state. Such a scheme is also widely applied in other ocean biogeochemical models. In a new Microstructure, Multiscale, Mechanistic, Marine Aggregates in the Global Ocean (M4AGO) sinking scheme, the size, microstructure, heterogeneous composition, density and porosity of marine aggregates, consisting of POM, CaCO3, opal and dust, are explicitly represented, and the sinking speed is prognostically computed. We discuss the effect of the two particle sinking schemes under two LGM circulation states: “deep LGM AMOC” with a similar NADW/AABW boundary compared to PI, which is produced in many existing models, and “shallow LGM AMOC” with a shallower NADW/AABW boundary, which agrees better with proxy data. Furthermore, we conducted sensitivity studies regarding LGM dust deposition as the latter is subject to considerable uncertainties.

We find that for the deep LGM AMOC, the difference between the impact of the two particle sinking schemes on the ocean biogeochemical tracers is small. On the contrary, for shallow LGM AMOC, the M4AGO scheme yields more remerineralised carbon in the deep ocean and, therefore, better agreement with δ13C data, suggesting the quantitative impact of particle sinking schemes strongly depends on the background LGM circulation state. For the default sinking scheme, increased glacial dust deposition increases iron fertilisation and thus leads to a rise in both primary production and export production. For the M4AGO scheme, however, the iron fertilisation effect is surpassed by the ballasting effect that reduces the surface nutrient concentration, and LGM primary production decreases with dust deposition. This preliminary result shows that the new marine aggregate sinking scheme adds further complexities to the marine biological carbon pump response to the climate states. Our further analysis will encompass the other nutrients and dissolved oxygen, as well as the comparison to corresponding proxy data. 

How to cite: Liu, B., Maerz, J., and Ilyina, T.: Sensitivity of the glacial marine biological pump to particle sinking and dust deposition in MPI-ESM, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12139, https://doi.org/10.5194/egusphere-egu23-12139, 2023.

EGU23-12646 | ECS | Orals | CL1.2

On the sensitivity of the ocean response to LGM and MIS3-forcings 

Chetankumar Jalihal, Ute Merkel, Matthias Prange, and Uwe Mikolajewicz

The AMOC has undergone abrupt and quasi-periodic changes during the MIS-3. The prevailing background climatic conditions that produce such behavior in AMOC have yet to be fully understood. Previous studies have demonstrated that some climate models tend to have an oscillatory behavior in their AMOC under specific conditions that vary from model to model. A systematic study that compares these conditions across models is missing. Moreover, the relative impact of greenhouse gas and icesheet forcings on the mean strength of AMOC remain unresolved.

 

Here, we present our results from CMIP/PMIP style simulations with MIS-3 boundary conditions. This study has been carried out under the PalMOD project. Based on the minimum and maximum ice sheet extent and greenhouse gas radiative forcing, we carried out a set of 4 experiments. These experiments are the LGM, 38ka, LGM_38kaghg (LGM topography with 38ka greenhouse gas concentrations), and 38ka_LGMghg (38ka topography with LGM greenhouse gas concentrations). We have used two Earth system models (ESM), Viz. the MPI-ESM and the CESM. The experiments in MPI-ESM were carried out with two versions of the river run-off directions - one in which run-off directions are compatible with the topography and the other where run-off directions are set to that of the modern-day. Thus, we have three sets of simulations for each experiment.

 

A robust feature across these simulations is that during the MIS-3, the mean strength of AMOC is sensitive to changes in greenhouse gases, and the changes in ice sheets do not significantly affect the AMOC. The density of water in the North Atlantic Deep-Water formation (NADW) region does not change significantly in response to these forcings. However, the variations in the density in the Arctic and Southern Ocean deep-water formation region drive variations in AMOC strength. The AMOC in CESM undergoes Dansgaard-Oeschger (DO) like oscillations in the 38ka LGMghg simulation. No oscillations are found in any MPI-ESM experiments with the run-off adapted for topography. However, Bo-like oscillations appear in the LGM simulation with modern run-off. This highlights the importance of model parameters and the location of freshwater input into the ocean in determining the conditions that lead to oscillatory behavior in AMOC.

How to cite: Jalihal, C., Merkel, U., Prange, M., and Mikolajewicz, U.: On the sensitivity of the ocean response to LGM and MIS3-forcings, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12646, https://doi.org/10.5194/egusphere-egu23-12646, 2023.

EGU23-13276 | Orals | CL1.2 | Highlight

A multi-centennial mode of North Atlantic climate variability throughout the Last Glacial Maximum 

Matthias Prange, Lukas Jonkers, Ute Merkel, Michael Schulz, and Pepijn Bakker

Paleoclimate proxy records from the North Atlantic region reveal substantially greater multi-centennial temperature variability during the Last Glacial Maximum (LGM) compared to the current interglacial. As there was no obvious change in external forcing, causes for the increased variability remain unknown. Here we provide a mechanism for enhanced multi-centennial North Atlantic climate variability during the LGM based on experiments with the coupled climate model CESM. The model simulates an internal mode of multi-centennial variability, which is associated with variations in the Atlantic meridional overturning circulation. In accordance with high-resolution proxy records from the glacial North Atlantic, this mode induces highest surface temperature variability in subpolar and mid latitudes and almost no variance in low latitudes. Greenland surface air temperature varies by up to 4°C, which is in line with multi-centennial variability reconstructed from ice cores. We show that this mode is based on a salt-oscillator mechanism and emerges only under full LGM climate forcing. Moderate deviations from full-glacial boundary conditions lead to its disappearance. We further argue that the multi-centennial mode has to be distinguished from millennial-scale Dansgaard-Oeschger oscillations.

How to cite: Prange, M., Jonkers, L., Merkel, U., Schulz, M., and Bakker, P.: A multi-centennial mode of North Atlantic climate variability throughout the Last Glacial Maximum, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13276, https://doi.org/10.5194/egusphere-egu23-13276, 2023.

EGU23-13781 | ECS | Posters on site | CL1.2

Waterbelt states controlled by sea-ice thermodynamics 

Johannes Hörner and Aiko Voigt

Snowball Earth refers to multiple periods in the Neoproterozoic during which geological evidence indicates that Earth was largely covered in ice. A Snowball Earth results from a runaway ice-albedo feedback, but it is still under debate how the feedback stopped: with fully ice-covered oceans or with a strip of open water around the equator. 

The latter are called waterbelt states and are an attractive explanation for the Snowball Earth events because they provide a refugium for the survival of photosynthetic aquatic life, while still explaining Neoproterozoic geology. Waterbelt states can be stabilised by bare sea ice in the subtropical desert regions with lower surface albedo stopping the ice-albedo feedback. However, the sea-ice model used in climate simulations can have a significant impact on the snow cover of ice and hence the surface albedo. 

Here we investigate the robustness of waterbelt states with respect to the thermodynamical representation of sea ice. We compare two thermodynamical sea-ice models, an idealised 0-layer Semtner model and a 3-layer Winton model that takes into account the heat capacity of ice. We deploy the atmospheric part of the ICON-ESM model (ICOsahedral Nonhydrostatic - Earth System Model) in a comprehensive set of simulations to determine the extent of the waterbelt hysteresis. 

The thermodynamic representation of sea ice strongly influences snow cover on sea ice over the range of all climate states. Including heat capacity by using the 3-layer Winton model increases snow cover and enhances the ice-albedo feedback. The hysteresis of the stable waterbelt state found using the 0-layer model disappears when using the 3-layer model. This questions the relevance of a subtropical bare sea-ice edge for waterbelt states and might help explain drastically varying model results on waterbelt states in the literature.

How to cite: Hörner, J. and Voigt, A.: Waterbelt states controlled by sea-ice thermodynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13781, https://doi.org/10.5194/egusphere-egu23-13781, 2023.

EGU23-15633 | Posters on site | CL1.2 | Highlight

The impact of CO2 and ice sheet changes on the deglacial AMOC sensitivity to freshwater perturbations in three different Earth System Models 

Gregor Knorr, Marie Kapsch, Matthias Prange, Uwe Mikolajewicz, Dragan Latinovic, Ute Merkel, Lu Niu, Lars Ackermann, Xiaoxu Shi, and Gerrit Lohmann

During deglaciation disintegration of large-scale continental ice sheets represents a continuous threat to reduce the strength of the Atlantic meridional overturning circulation (AMOC) via meltwater perturbations to the northern high latitudes. Nevertheless, an abrupt AMOC recovery is detected half-way through the last deglaciation and  a growing number of studies using Earth System Models (ESMs) of varying complexity have shown that atmospheric CO2 concentrations and ice sheet volume can influence the operational mode of the AMOC, eventually including the coexistence of multiple states and associated threshold behavior for intermediate climate states between full glacial (e.g. Last Glacial Maximum, LGM) and full interglacial (e.g. pre-industrial, PD)  conditions. In this study we present results from coordinated sensitivity experiments conducted as part of the German climate modeling initiative (PalMod), using three complex ESMs (AWI-ESM, CESM and MPI-ESM). Besides differences in the impact of CO2 and ice volume changes, we also investigate how variations in these boundary conditions control the AMOC sensitivity to deglacial meltwater injections in the North Atlantic. We find that the AMOC strength responds to ice sheet and/or CO2 changes in all models, with partly opposing effects.  A similar AMOC strength for PD and LGM conditions is detected in AWI-ESM and MPI-ESM, while CESM shows a weaker LGM AMOC. This weaker LGM state is also characterized by a relatively pronounced AMOC sensitivity to freshwater perturbations. Our inter-comparison experiments suggest that this specific behavior in CESM can be detected for atmospheric concentrations between LGM and intermediate levels of ~220 ppm. This further corroborates in particular the impact of CO2 changes to modulate the trajectory of deglacial climate changes by an alteration of the AMOC susceptibility to meltwater injections as recently suggested (Sun et al., Glob. Planet. Change, 2021; Barker & Knorr, Nat. Commun., 2021).

 

 

 

References:

Sun, Y., Knorr, G., Zhang, X., Tarasov, L., Barker, S., Werner, M. and G. Lohmann (2022): Ice sheet decline and rising atmospheric CO2 control AMOC sensitivity to deglacial meltwater discharge. Global and Planetary Change 210. https://doi.org/10.1016/j.gloplacha.2022.10375

Barker, S. and G.  Knorr (2021): Millennial scale feedbacks determine the shape and rapidity of glacial termination. Nature Communications 12, 2273. https://doi.org/10.1038/s41467-021-22388-6

How to cite: Knorr, G., Kapsch, M., Prange, M., Mikolajewicz, U., Latinovic, D., Merkel, U., Niu, L., Ackermann, L., Shi, X., and Lohmann, G.: The impact of CO2 and ice sheet changes on the deglacial AMOC sensitivity to freshwater perturbations in three different Earth System Models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15633, https://doi.org/10.5194/egusphere-egu23-15633, 2023.

Paleo records indicate significant variation in sea level and temperature proxies between different glacial cycles. What is unclear is the extent to which these differences are due to noise in the physical system versus a robust response to external forcings. When one considers what is happening with each individual ice sheet, variations between glacial cycles are largely unknown, given the few relevant records available to constrain ice sheet extent before the Eemian. 

To explore both the controls on past ice sheet and climate evolution and explore bounds on what the evolution might actually have looked like, we are running ensemble simulations of the last two glacial cycles with the fully coupled ice/climate model LCice. LCice is a coupled version of the Loveclim EMIC and GSM glacial systems model with hybrid shallow shelf and shallow ice flow and global visco-elastic glacio-isostatic adjustment. The current configuration includes all 4 ice sheet complexes and is subject to only orbital and greenhouse gas forcing.

To answer the above questions, we present ensemble results for the last two glacial inceptions, focusing on what key ice sheet and climate characteristics are robust across the ensemble and what are not. The role of key forcings and feedbacks are also isolated through a set of sensitivity experiments.  

How to cite: Geng, M. and Tarasov, L.: A comparison of the last two glacial inceptions via fully coupled transient ice and climate modelling., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16335, https://doi.org/10.5194/egusphere-egu23-16335, 2023.

EGU23-16377 | Orals | CL1.2 | Highlight

Angiosperms leaf evolution and the Cretaceous continental hydrological cycle : accounting for paleotraits in paleoclimate numerical simulations 

Pierre Sepulchre, Julia Bres, Quentin Pikeroen, Nicolas Viovy, and Nicolas Vuichard

Land cover, and thereby vegetation, can alter climate through biogeochemical and biogeophysical effects. Specifically, plants mediate radiative and turbulent fluxes between the surface and atmosphere and contribute to defining temperature and precipitation patterns in continental areas. In recent decades, pioneering works based both on fossil records and climate modelling have shown that vegetation parameterization is pivotal for accurately simulating past climates. Here, we focused on the Cretaceous, during which the radiation of angiosperms was accompanied by a physiological revolution characterized in the fossil record by an increase in the density of leaf veins and, ultimately, an unprecedented rise in their stomatal conductance. Emulating such an evolution of leaf traits, quantifying their consequences on plant productivity and transpiration, and identifying the associated feedbacks in the Cretaceous climate is a very challenging task. We addressed this triple problem by embedding the reconstruction of physiological paleotraits from the fossil record within the IPSL-CM5A2 earth system model, which land surface scheme allows for the interaction between stomatal conductance and carbon assimilation.

We built and evaluated vegetation parameterizations accounting for the increase in stomatal conductance during angiosperm radiation, which is consistent with the fossil record, by altering the hydraulic and photosynthetic capacities of plants in a coupled fashion. These experiments, combined with two extreme atmospheric pCO2 scenarios, show that a systematic increase in transpiration is simulated when vegetation shifts from a proto-angiosperm state to a modern-like state, and that its magnitude is related to primary productivity modulated by light, water stress, and evaporative demand. Under a high pCO2 scenario, only stomatal conductance plays a role, and the feedback of vegetation change consists mainly of more intense water recycling and rainfall over the continents. At low pCO2, the effect of the high stomatal conductance on transpiration is enhanced by the development of vegetation cover, resulting in more transpiration and higher precipitation rates at all latitudes. Enhanced turbulent fluxes lead to a surface cooling that outcompete the warming linked to the lower surface albedo. Our results suggest a larger impact of angiosperms on climate when atmospheric pCO2 is decreasing, and stresses the importance of accounting for fossil-based paleotraits in paleoclimate simulations.

How to cite: Sepulchre, P., Bres, J., Pikeroen, Q., Viovy, N., and Vuichard, N.: Angiosperms leaf evolution and the Cretaceous continental hydrological cycle : accounting for paleotraits in paleoclimate numerical simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16377, https://doi.org/10.5194/egusphere-egu23-16377, 2023.

EGU23-16871 | ECS | Orals | CL1.2

Species distribution models fail to predict paleozoological occurrences during the Holocene Green Sahara phase 

Ignacio Lazagabaster, Juliet Spedding, Irene Solano-Regadera, Chris Thomas, Salima Ikram, Severus Snape, and Jakob Bro-Jorgensen

Paleoclimatic simulations are powerful tools to investigate past faunal biogeographical patterns, but they can fail to capture complex climatic conditions at specific regional or temporal scales. Here we show that species distribution models (SDMs) do not predict the expansion of suitable habitats for mammals that were present in the Sahara during the African Humid Period (AHP) according to radiocarbon-dated paleozoological records. We illustrate this issue by modeling the current and past distribution of the hartebeest (Alcelaphus buselaphus), a typical African savanna antelope with a wide Sub-Saharan distribution. Its Holocene paleozoological record shows that its distribution during the AHP included large areas of the Sahara and the northern African Mediterranean coast, from Morocco to Egypt and the Levant. We use Bayesian additive regression trees (BARTs) with an MCMC algorithm in combination with current climate and occurrence data to generate posterior distributions of habitat suitability, evaluate variable importance, and generate variable partial-dependence plots. From these, we learn that annual precipitation is the most important climatic variable determining the hartebeest’s current distribution. We then projected habitat suitability onto various paleoclimatic scenarios during the AHP and found that the estimated precipitation did not reach the minimum required for the viability of hartebeest populations. These results highlight the potential of the fossil record to test the regional precision of paleoclimatic simulations, ultimately helping to generate more realistic past environmental scenarios.

How to cite: Lazagabaster, I., Spedding, J., Solano-Regadera, I., Thomas, C., Ikram, S., Snape, S., and Bro-Jorgensen, J.: Species distribution models fail to predict paleozoological occurrences during the Holocene Green Sahara phase, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16871, https://doi.org/10.5194/egusphere-egu23-16871, 2023.

EGU23-17590 | Orals | CL1.2

Simulating Changes in Tropical Cyclone Activity During the Deglaciation 

Clay Tabor, Marcus Lofverstrom, Isabel Montañez, Jessica Oster, and Colin Zarzycki

How tropical cyclones respond to climate change remains an open question. Due to recent increases in computing power and climate model resolution, it is now possible to explicitly simulate tropical cyclone genesis and life cycle over long temporal and spatial scales. So far, most high-resolution simulations have explored tropical cyclones under present-day and future climate conditions. There has been little work on tropical cyclone activity in past climates. Here, we help fill in this gap with high resolution simulations of the last deglaciation including the Last Glacial Maximum (LGM; 21-ka), Heinrich Stadial 1 (HS1; 16-ka), and Preindustrial (PI; 1850 CE). We use the water isotope tracer enabled version of the Community Earth System Model version 1.3 (iCESM1.3) at ~0.25° horizontal resolution to simulate climate and the TempestExtremes algorithm to track tropical cyclone features. Our preliminary results show intriguing spatial changes in tropical cyclone activity at the LGM relative to PI. The Atlantic and Indian basins produce less tropical cyclones while the Western Pacific produces more tropical cyclones at the LGM. Furthermore, tropical cyclone frequency decreases in the southern hemisphere but remains similar in the northern hemisphere. The LGM simulation also produces fewer strong storms (greater than 49 m/s). Further investigation will explore the physical mechanisms for the simulated tropical cyclone responses during the deglaciation as well as the effects of freshwater flux into the North Atlantic on tropical cyclone activity.

How to cite: Tabor, C., Lofverstrom, M., Montañez, I., Oster, J., and Zarzycki, C.: Simulating Changes in Tropical Cyclone Activity During the Deglaciation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17590, https://doi.org/10.5194/egusphere-egu23-17590, 2023.

EGU23-1095 | Orals | NP5.2

Recent offline land data assimilation results and future steps towards coupled DA at Meteo-France 

Jean-Christophe Calvet, Bertrand Bonan, and Yiwen Xu

Land data assimilation aims to monitor the evolution of soil and vegetation variables. These variables are driven by climatic conditions and by anthropogenic factors such as agricultural practices. Monitoring terrestrial surfaces involves a number of variables of the soil-plant system such as land cover, snow, surface albedo, soil water content and leaf area index. These variables can be monitored by integrating satellite observations into models. This process is called data assimilation. Integrating observations into land surface models is particularly important in changing climate conditions because environmental conditions and trends never experienced before are emerging. Because data assimilation is able to weight the information coming from contrasting sources of information and to account for uncertainties, it can produce an analysis of terrestrial variables that is the best possible estimation. In this work, data assimilation is implemented at a global scale by regularly updating the model state variables of the ISBA land surface model within the SURFEX modelling platform: the LDAS-Monde sequential assimilation approach. Model-state variable analysis is done for initializing weather forecast atmospheric models. Weather forecast relies on observations to a large extent because of the chaotic nature of the atmosphere. Land variables are not chaotic per se but rapid and complex processes impacting the land carbon budget such as forest management (thinning, deforestation, ...), forest fires and agricultural practices are not easily predictable with a good temporal precision. They cannot be monitored without integrating observations as soon as they are available. We focus on the assimilation of leaf area index (LAI), using land surface temperature (LST) for verification. We show that (1) analyzing LAI together with root-zone soil moisture is needed to monitor the impact of irrigation and heat waves on the vegetation, (2) LAI can be forecasted after properly initializing ISBA. This paves the way to more interactive assimilation of land variables into numerical weather forecast and seasonal forecast models, as well as in atmospheric chemistry models.

 

How to cite: Calvet, J.-C., Bonan, B., and Xu, Y.: Recent offline land data assimilation results and future steps towards coupled DA at Meteo-France, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1095, https://doi.org/10.5194/egusphere-egu23-1095, 2023.

EGU23-1846 | Posters on site | NP5.2 | Highlight

Hybrid covariance super-resolution data assimilation 

Sébastien Barthélémy, Julien Brajard, Laurent Bertino, and François Counillon

This work extends the concept of "Super-resolution data assimilation" (SRDA, Barthélémy et al. 2022)) to the case of mixed-resolution ensembles pursuing two goals: (1) emulate the Ensemble Kalman Filter while (2) benefit from high-resolution observations. The forecast step is performed by two ensembles at two different resolutions, high and low-resolution. Before the assimilation step the low-resolution ensemble is downscaled to the high-resolution space, then both ensembles are updated with high-resolution observations. After the assimilation step, the low-resolution ensemble is upscaled back to its low-resolution grid for the next forecast. The downscaling step before the data assimilation step is performed either with a neural network, or with a simple cubic spline interpolation operator. The background error covariance matrix used for the update of both ensembles is a hybrid matrix between the high and low resolution background error covariance matrices. This flavor of the SRDA is called "Hybrid covariance super-resolution data assimilation" (Hybrid SRDA). We test the method with a quasi-geostrophic model in the context of twin-experiments with the low-resolution model being twice and four times coarser than the high-resolution one. The Hybrid SRDA with neural network performs equally or better than its counterpart with cubic spline interpolation, and drastically reduces the errors of the low-resolution ensemble. At equivalent computational cost, the Hybrid SRDA outperforms both the SRDA (8.4%) and the standard EnKF (14%). Conversely, for a given value of the error, the Hybrid SRDA requires as little as  50% of the computational resources of  the EnKF. Finally, the Hybrid SRDA can be formulated as a low-resolution scheme, in the sense that the assimilation is performed in the low-resolution space, encouraging the application of the scheme with realistic ocean models.

How to cite: Barthélémy, S., Brajard, J., Bertino, L., and Counillon, F.: Hybrid covariance super-resolution data assimilation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1846, https://doi.org/10.5194/egusphere-egu23-1846, 2023.

All-sky radiance assimilation often has non-Gaussian observation error distributions, which can be exacerbated by high model spatial resolutions due to better resolved nonlinear physical processes. For ensemble Kalman filters, observation ensemble perturbations can be approximated by linearized observation operator (LinHx) that uses the observation operator Jacobian of ensemble mean rather than full observation operator (FullHx). The impact of observation operator on infrared radiance data assimilation is examined here by assimilating synthetic radiance observations from channel 1025 of GIIRS with increased model spatial resolutions from 7.5 km to 300 m. A tropical cyclone is used, while the findings are expected to be generally applied. Compared to FullHx, LinHx provides larger magnitudes of correlations and stronger corrections around observation locations, especially when all-sky radiances are assimilated at fine model resolutions. For assimilating clear-sky radiances with increasing model resolutions, LinHx has smaller errors and improved vortex intensity and structure than FullHx. But when all-sky radiances are assimilated, FullHx has advantages over LinHx. Thus for regimes with more linearity, LinHx provides stronger correlations and imposes more corrections than FullHx; but for regimes with more nonlinearity, LinHx provides detrimental non-Gaussian prior error distributions in observation space, unrealistic correlations and overestimated corrections, compared to FullHx.

How to cite: Lei, L.: Impacts of Observation Forward Operator on Infrared Radiance Data Assimilation with Fine Model Resolutions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3011, https://doi.org/10.5194/egusphere-egu23-3011, 2023.

EGU23-3086 | Posters on site | NP5.2

Comparison of optimization methods for the maximum likelihood ensemble filter 

Takeshi Enomoto and Saori Nakashita

The Newton method, which requires the Hessian matrix, is prohibitively expensive in adjoint-based variational data assimilation (VAR). It may be rather attractive for ensemble-based VAR because the ensemble size is usually several orders of magnitude smaller than that of the state size. In the present paper the Newton method is compared against the conjugate-gradient (CG) method, which is one of the most popular choices in adjoint-based VAR. To make comparisons, the maximum likelihood ensemble filter (MLEF) is used as a framework for data assimilation experiments. The Hessian preconditioning is used with CG as formulated in the original MLEF. Alternatively we propose to use the Hessian in the Newton method. In the exact Newton (EN) method, the Newton equation is solved exactly, i.e. the step size is fixed to unity avoiding a line search. In the 1000-member wind-speed assimilation test, CG is stagnated early in iteration and terminated due to a line search error while EN converges quadratically. This behaviour is consistent with the workings of the EN and CG in the minimization of the Rosenbrock function. In the repetitive cycled experiments using the Korteweg-de Vries-Burgers (KdVB) model with a quadratic observation operator, EN performs competitively in accuracy to CG with significantly enhanced stability. These idealized experiments indicate the benefit of adopting EN for the optimization in MLEF.

How to cite: Enomoto, T. and Nakashita, S.: Comparison of optimization methods for the maximum likelihood ensemble filter, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3086, https://doi.org/10.5194/egusphere-egu23-3086, 2023.

EGU23-3761 | ECS | Posters on site | NP5.2

Observation space localizations for the maximum likelihood ensemble filter 

Saori Nakashita and Takeshi Enomoto

The maximum likelihood ensemble filter (MLEF) can handle nonlinearity of observation operators more appropriately than conventional ensemble Kalman filters. Here we consider the observation space localization method for MLEF to enable application to large-scale problems in the atmosphere. Optimization of the cost function in MLEF, however, impedes local analysis, suitable for massive parallel computers, in the same manner as the local ensemble transform Kalman filter (LETKF). In this study two approaches to observation space localization for MLEF (LMLEF) are compared. The first method introduces local gradients to minimize the global cost function (Yokota et al. 2016). An alternative approach, proposed here, defines a local cost function for each grid assuming a constant ensemble weight in the local domain to enable embarrassingly parallel analysis. The two approaches are compared to LETKF in cycled data assimilation experiments using the Lorenz-96 and the SPEEDY models. LMLEFs are found to be more accurate and stable than LETKF when nonlinear observations are assimilated into each model. Our proposed method is comparable to Yokota's global optimization method when dense observations are assimilated into the Lorenz-96 model. This result is consistent with the fact that ensemble weights have high spatial correlations with those at neighboring grids. Although our method also yields similar analysis in the SPEEDY experiments with a more realistic observation network, Yokota’s global optimization method shows faster error convergence in the earlier cycles. The error convergence rate seems to be related to the difference between global and local optimization and the validity of the assumption of constant weights, which depends strongly on the observation density.

How to cite: Nakashita, S. and Enomoto, T.: Observation space localizations for the maximum likelihood ensemble filter, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3761, https://doi.org/10.5194/egusphere-egu23-3761, 2023.

EGU23-4668 | ECS | Posters virtual | NP5.2 | Highlight

A particle filter based target observation method and its application to two types of El Niño events 

Meiyi Hou and Youmin Tang

The optimal observational array for improving the El Niño-Southern Oscillation (ENSO) prediction is investigated by exploring sensitive areas for target observations of two types of El Niño events in the Pacific. A target observation method based on the particle filter and pre-industrial control runs from six coupled model outputs in Coupled Model Intercomparison Project Phase 5 (CMIP5) experiments are used to quantify the relative importance of the initial accuracy of sea surface temperature (SST) in different Pacific areas. The initial accuracy of the tropical Pacific, subtropical Pacific, and extratropical Pacific can influence both types of El Niño predictions. The relative importance of different areas changes along with different lead times of predictions. Tropical Pacific observations are crucial for decreasing the root mean square error of predictions of all lead times. Subtropical and extratropical observations play an important role in reducing the prediction uncertainty, especially when the prediction is made before and throughout the boreal spring. To consider different El Niño types and different start months for predictions, a quantitative frequency method based on frequency distribution is applied to determine the optimal observations of ENSO predictions. The final optimal observational array contains 31 grid points, including 21 grid points in the equatorial Pacific and 10 grid points in the North Pacific, suggesting the importance of the initial SST conditions for ENSO predictions in the tropical Pacific and also in the area outside the tropics. Furthermore, the predictions made by assimilating SST in sensitive areas have better prediction skills in the verification experiment, which can indicate the validity of the optimal observational array designed in this study. This result provided guidance on how to initialize models in predictions of El Niño types. 

How to cite: Hou, M. and Tang, Y.: A particle filter based target observation method and its application to two types of El Niño events, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4668, https://doi.org/10.5194/egusphere-egu23-4668, 2023.

EGU23-5421 | ECS | Posters on site | NP5.2

Estimation of Spatially and Temporally Varying Biogeochemical Parameters in a Global Ocean Model 

Nabir Mamnun, Christoph Völker, Mihalis Vrekoussis, and Lars Nerger

Ocean biogeochemical (BGC) models are, in addition to measurements, the primary tools for investigating ocean biogeochemistry, marine ecosystem functioning, and the global carbon cycle. These models contain a large number of not precisely known parameters and are highly uncertain regarding those parametrizations.  The values of these parameters depend on the physical and biogeochemical context, but in practice values derived from limited field measurements or laboratory experiments are used in the model keeping them constant in space and time. This study aims to estimate spatially and temporally varying parameters in a global ocean BGC model and to assess the effect of those estimated parameters on model fields and dynamics. Utilizing the BGC model Regulated Ecosystem Model 2 (REcoM2), we estimate ten selected BGC parameters with heterogeneity in parameter values both across space and over time using an ensemble data assimilation technique. We assimilate satellite ocean color and BGC-ARGO data using an ensemble Kalman filter provided by the Parallel Data Assimilation Framework (PDAF) to simultaneously estimate the BGC model states and parameters. We assess the improvement in the model predictions with space and time-dependent parameters in reference to the simulation with globally constant parameters against both assimilative and independent data. We quantify the spatiotemporal uncertainties regarding the parameter estimation and the prediction uncertainties induced by those parameters. We study the effect of estimated parameters on the biogeochemical fields and dynamics to get deeper insights into modeling processes and discuss insights from spatially and temporally varying parameters beyond parameter values.

How to cite: Mamnun, N., Völker, C., Vrekoussis, M., and Nerger, L.: Estimation of Spatially and Temporally Varying Biogeochemical Parameters in a Global Ocean Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5421, https://doi.org/10.5194/egusphere-egu23-5421, 2023.

EGU23-5506 | ECS | Posters on site | NP5.2

Empirical optimal vertical localization derived from large ensembles 

Tobias Necker, Philipp Griewank, Takemasa Miyoshi, and Martin Weissmann

Ensemble-based estimates of error covariances suffer from limited ensemble size due to computational restrictions in data assimilation systems for numerical weather prediction. Localization of error covariances can mitigate sampling errors and is crucial for ensemble-based data assimilation. However, finding optimal localization methods, functions, or scales is challenging. We present a new approach to derive an empirical optimal localization (EOL) from a large ensemble dataset. The EOL allows for a better understanding of localization requirements and can guide toward improved localization.

Our study presents EOL estimates using 40-member subsamples assuming a 1000-member ensemble covariance as truth. The EOL is derived from a 5-day training period. In the presentation, we cover both model and observation space vertical localization and discuss:

  • vertical error correlations and EOL estimates for different variables and settings;

  • the effect of the EOL compared to common localization approaches, such as distance-dependent localization with a Gaspari-Cohn function;

  • and vertical localization of infrared and visible satellite observations in the context of observation space localization.

Proper observation space localization of error covariances between non-local satellite observations and state space is non-trivial and still an open research question. First, we evaluate requirements for optimal localization for different variables and spectral channels. And secondly, we investigate the situation dependence of vertical localization in convection-permitting NWP simulations, which suggests an advantage of using adaptive situation-dependent localization approaches.

How to cite: Necker, T., Griewank, P., Miyoshi, T., and Weissmann, M.: Empirical optimal vertical localization derived from large ensembles, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5506, https://doi.org/10.5194/egusphere-egu23-5506, 2023.

EGU23-6050 | ECS | Posters on site | NP5.2 | Highlight

Unbalanced emission reductions of different species and sectors in China during COVID-19 lockdown derived by multi-species surface observation assimilation 

Lei Kong, Xiao Tang, Jiang Zhu, Zifa Wang, Yele Sun, Pingqing Fu, Meng Gao, Huangjian Wu, Jie Li, Xiaole Pan, Lin Wu, Hajime Akimoto, and Gregory R. Carmichael

The unprecedented lockdown of human activities during the COVID-19 pandemic have significantly influenced the social life in China. However, understanding of the impact of this unique event on the emissions of different species is still insufficient, prohibiting the proper assessment of the environmental impacts of COVID-19 restrictions. Here we developed a multi-air pollutant inversion system to simultaneously estimate the emissions of NOx, SO2, CO, PM2.5 and PM10 in China during COVID-19 restrictions with high temporal (daily) and horizontal (15km) resolutions. Subsequently, contributions of emission changes versus meteorology variations during COVID-19 lockdown were separated and quantified. The results demonstrated that the inversion system effectively reproduced the actual emission variations of multi-air pollutants in China during different periods of COVID-19 lockdown, which indicate that the lockdown is largely a nationwide road traffic control measurement with NOx emissions decreased substantially by ~40%. However, emissions of other air pollutants were found only decreased by ~10%, both because power generation and heavy industrial processes were not halted during lockdown, and residential activities may actually have increased due to the stay-at-home orders. Consequently, although obvious reductions of PM2.5 concentrations occurred over North China Plain (NCP) during lockdown period, the emission change only accounted for 8.6% of PM2.5 reductions, and even led to substantial increases of O3. The meteorological variation instead dominated the changes in PM2.5 concentrations over NCP, which contributed 90% of the PM2.5 reductions over most parts of NCP region. Meanwhile, our results also suggest that the local stagnant meteorological conditions together with inefficient reductions in PM2.5 emissions were the main drivers of the unexpected COVID-19 haze in Beijing. These results highlighted that traffic control as a separate pollution control measure has limited effects on the coordinated control of O3 and PM2.5 concentrations under current complex air pollution conditions in China. More comprehensive and balanced regulations for multiple precursors from different sectors are required to address O3 and PM2.5 pollution in China.

How to cite: Kong, L., Tang, X., Zhu, J., Wang, Z., Sun, Y., Fu, P., Gao, M., Wu, H., Li, J., Pan, X., Wu, L., Akimoto, H., and Carmichael, G. R.: Unbalanced emission reductions of different species and sectors in China during COVID-19 lockdown derived by multi-species surface observation assimilation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6050, https://doi.org/10.5194/egusphere-egu23-6050, 2023.

EGU23-7480 | ECS | Orals | NP5.2 | Highlight

Supermodelling: synchronising models to further improve predictions 

Francine Schevenhoven, Mao-Lin Shen, Noel Keenlyside, Jeffrey B. Weiss, and Gregory S. Duane

Instead of combining data from an ensemble of different models after the simulations are already performed, as in a standard multi-model ensemble, we let the models interact with each other during their simulation. This ensemble of interacting models is called a supermodel. By exchanging information, models can compensate for each other's errors before the errors grow and spread to other regions or variables. Effectively, we create a new dynamical system. The exchange between the models is frequent enough such that the models synchronize, in order to prevent loss of variance when the models are combined. In previous work, we experimented successfully with combining atmospheric models of intermediate complexity in the context of parametric error. Here we will show results of combining two different AGCMs, NorESM1-ATM and CESM1-ATM. The models have different horizontal and vertical resolutions. To combine states from the different grids, we convert the individual model states to a ‘common state space’ with interpolation techniques. The weighted superposition of different model states is called a ‘pseudo-observation’. The pseudo-observations are assimilated back into the individual models, after which the models continue their run. We apply recently developed methods to train the weights determining the superposition of the model states, in order to obtain a supermodel that will outperform the individual models and any weighted average of their outputs.

How to cite: Schevenhoven, F., Shen, M.-L., Keenlyside, N., Weiss, J. B., and Duane, G. S.: Supermodelling: synchronising models to further improve predictions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7480, https://doi.org/10.5194/egusphere-egu23-7480, 2023.

EGU23-7719 | ECS | Orals | NP5.2

The role of anchor observations in disentangling observation and model bias corrections in 4DVar 

Devon Francis, Alison Fowler, Amos Lawless, Stefano Migliorini, and John Eyre

Data assimilation theory relies on the assumption that the background, model, and observations are unbiased. However, this is often not the case and, if biases are left uncorrected, this can cause significant systematic errors in the analysis. When bias is only present in the observations, Variational Bias Correction (VarBC) can correct for observation bias, and when bias is only present in the model, Weak-Constraint 4D Variational Assimilation (WC4DVar) can correct for model bias. However, when both observation and model biases are present, it can be very difficult to understand how the different bias correction methods interact, and the role of anchor (unbiased) observations becomes crucial for providing a frame of reference from which the biases may be estimated. This work presents a systematic study of the properties of the network of anchor observations needed to disentangle between model and observation biases when correcting for one or both types of bias in 4DVar.

We extend the theory of VarBC and WC4DVar to include both biased and anchor observations, to find that the precision and timing of the anchor observations are important in reducing the contamination of model/observation bias in the correction of observation/model bias. We show that anchor observations have the biggest impact in reducing the contamination of bias when they are later in the assimilation window than the biased observations, as such, operational systems that rely on anchor observations that are earlier in the window will be more susceptible to the contamination of model and/or observation biases. We also compare the role of anchor observations when VarBC/WC4DVar/both are used in the presence of both observation and model biases. We find that the ability of VarBC to effectively correct for observation bias when model bias is present, is very dependent on precise anchor observations, whereas correcting model bias with WC4DVar or correcting for both biases performs reasonably well regardless of the precision of anchor observations (although more precise anchor observations reduces the bias in the state analysis compared with less precise anchor observations for all three cases). This demonstrates that, when it is not possible to use anchor observations, it may be better to correct for both observation and model biases, rather than relying on only one bias correction technique.

We demonstrate these results in a series of idealised numerical experiments that use the Lorenz 96 model as a simplified model of the atmosphere.

How to cite: Francis, D., Fowler, A., Lawless, A., Migliorini, S., and Eyre, J.: The role of anchor observations in disentangling observation and model bias corrections in 4DVar, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7719, https://doi.org/10.5194/egusphere-egu23-7719, 2023.

EGU23-8030 | Posters on site | NP5.2

Assessment of short-range forecast atmosphere-ocean cross-covariances from the Met Office coupled NWP system 

Amos Lawless, Maria Valdivieso, Nancy Nichols, Daniel Lea, and Matthew Martin

As part of the design of future coupled forecasting systems, operational centres such as the Met Office are starting to include interactions between the atmosphere and the ocean within the data assimilation system. This requires an improved understanding and representation of the correlations between short-range forecast errors in different variables. To understand the potential benefit of further coupling in the data assimilation scheme it is important to understand the significance of any cross-correlations between atmosphere and ocean short-range forecast errors as well as their temporal and spatial variability. In this work we examine atmosphere-ocean cross-covariances from an ensemble of the Met Office coupled NWP system for December 2019, with particular focus on short-range forecast errors that evolve at lead times up to 6 hours.

We find that significant correlations exist between atmosphere and ocean forecast errors on these timescales, and that these vary diurnally, from day to day, spatially and synoptically. Negative correlations between errors in sea-surface temperature (SST) and 10m wind correlations strengthen as the solar radiation varies from zero at night (local time) to a maximum insolation around midday (local time). In addition, there are significant variations in correlation intensities and structures in response to synoptic-timescale forcing. Significant positive correlations between SST and 10m wind errors appear in the western North Atlantic in early December and are associated with variations in low surface pressures and their associated high wind speeds, that advect cold, dry continental air eastward over the warmer Atlantic ocean. Negative correlations across the Indo-Pacific Warm Pool are instead associated with light wind conditions on these short timescales.

When we consider the spatial extent of cross-correlations, we find that in the Gulf Stream region positive correlations between wind speed and sub-surface ocean temperatures are generally vertically coherent down to a depth of about 100m, consistent with the mixing depth; however, in the tropical Indian and West Pacific oceans, negative correlations break down just below the surface layer. This is likely due to the presence of surface freshwater layers that form from heavy precipitation on the tropical oceans, manifested by the presence of salinity-stratified barrier layers within deeper isothermal layers that can effectively limit turbulent mixing of heat between the ocean surface and the deeper thermocline.

How to cite: Lawless, A., Valdivieso, M., Nichols, N., Lea, D., and Martin, M.: Assessment of short-range forecast atmosphere-ocean cross-covariances from the Met Office coupled NWP system, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8030, https://doi.org/10.5194/egusphere-egu23-8030, 2023.

EGU23-8640 | Orals | NP5.2

Forecast error growth: A stochastic differential equation model 

Michael Ghil, Eviatar Bach, and Dan Crisan

There is a history of simple error growth models designed to capture the key properties of error growth in operational numerical weather prediction models. We propose here such a scalar model that relies on the previous ones, but captures the effect of small scales on the error growth via additive noise in a nonlinear stochastic differential equation (SDE). We nondimensionalize the equation and study its behavior with respect to the error saturation value, the growth rate of small errors, and the magnitude of noise. We show that the addition of noise can change the curvature of the error growth curve. The SDE model seems to improve substantially the fit to operational error growth curves, compared to the deterministic counterparts.

How to cite: Ghil, M., Bach, E., and Crisan, D.: Forecast error growth: A stochastic differential equation model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8640, https://doi.org/10.5194/egusphere-egu23-8640, 2023.

EGU23-9529 | Orals | NP5.2

Nonlinear Data Assimilation for State and Parameter Estimation in Earthquake Simulation 

Femke Vossepoel, Arundhuti Banerjee, Hamed Diab Montero, Meng Li, Celine Marsman, Rob Govers, and Ylona van Dinther

The highly nonlinear dynamics of earthquake sequences and the limited availability of stress observations near subsurface faults make it very difficult, if not impossible, to forecast earthquakes. Ensemble data-assimilation methods provide a means to estimate state variables and parameters of earthquake sequences that may lead to a better understanding of the associated fault-slip process and contribute to the forecastability of earthquakes. We illustrate the challenges of data assimilation in earthquake simulation with an overview of three studies, each with different objectives and experiments.

In the first study, by reconstructing a laboratory experiment with an advanced numerical simulator we perform synthetic twin experiments to test the performance of an ensemble Kalman Filter (EnKF) and its ability to reconstruct fault slip behaviour in 1D and 3D simulations. The data assimilation estimates and forecasts earthquakes, even when having highly uncertain observations of the stress field. In these experiments, we assume the friction parameters to be perfectly known, which is typically not the case in reality.

A bias in a friction parameter can cause a significant change in earthquake dynamics, which will complicate the application of data assimilation in realistic cases. The second study addresses how well state estimation and state-parameter estimation can account for friction-parameter bias. For this, we use a 0D model for earthquake recurrence with a particle filter with sequential importance resampling. This shows that in case of intermediate to large uncertainty in friction parameters, combined state-and-parameter estimation is critical to correctly estimate earthquake sequences. The study also highlights the advantage of a particle filter over an EnKF for this nonlinear system.

The post- and inter-seismic deformations following an earthquake are rather gradual and do not pose the same challenges for data assimilation as the deformation during an earthquake event. To estimate the model parameters of surface displacements during these phases, a third study illustrates the application of the Ensemble Smoother-Multiple Data Assimilation and the particle filter with actual GPS data of the Tohoku 2011 earthquake.

Based on the comparison of the various experiments, we discuss the choice of data-assimilation method and -approach in earthquake simulation and suggest directions for future research.

How to cite: Vossepoel, F., Banerjee, A., Diab Montero, H., Li, M., Marsman, C., Govers, R., and van Dinther, Y.: Nonlinear Data Assimilation for State and Parameter Estimation in Earthquake Simulation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9529, https://doi.org/10.5194/egusphere-egu23-9529, 2023.

EGU23-11889 | ECS | Posters on site | NP5.2

Data Assimilation and Subsurface Flow Modeling: Interactions between Groundwater and the Vadose Zone 

Bastian Waldowski, Insa Neuweiler, and Natascha Brandhorst

Reliable estimates of soil water content and groundwater levels are essential in evaluating water availability for plants and as drinking water and thus both subsurface components (vadose zone and groundwater) are commonly monitored. Such measurements can be used for data assimilation in order to improve predictions of numerical subsurface flow models. Within this work, we investigate to what extent measurements from one subsurface component are able to improve predictions in the other one.
For this purpose, we utilize idealized test cases at a subcatchment scale using a Localized Ensemble Kalman Filter to update the water table height and soil moisture at certain depths with measurements taken from a numerical reference model. We do joint, as well as single component updates. We test strongly coupled data assimilation, which implies utilizing correlations between the subsurface components for updating the ensemble and compare it to weakly coupled data assimilation. We also update soil hydraulic parameters and examine the role of their heterogeneity with respect to data assimilation. We run simulations with both a complex 3D model (using TSMP-PDAF) as well as a more simplified and computationally efficient 2.5D model, which consists of multiple 1D vadose-zone columns coupled iteratively with a 2D groundwater-flow model. In idealized settings, such as homogeneous subsurface structures, we find that predictions in one component consistently benefit from updating the other component.

How to cite: Waldowski, B., Neuweiler, I., and Brandhorst, N.: Data Assimilation and Subsurface Flow Modeling: Interactions between Groundwater and the Vadose Zone, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11889, https://doi.org/10.5194/egusphere-egu23-11889, 2023.

EGU23-12304 | ECS | Posters on site | NP5.2

Analysis of airborne-derived sea ice emissivities up to 340 GHz in preparation for future satellite missions 

Nils Risse, Mario Mech, Catherine Prigent, Gunnar Spreen, and Susanne Crewell

Passive microwave radiometers onboard polar-orbiting satellites provide global information on the atmospheric state. The underlying retrievals require accurate knowledge of the surface radiative properties to distinguish atmospheric from surface contributions to the measured radiance. Polar surfaces such as sea ice contribute up to 400 GHz to the measured radiance due to the high atmospheric transmissivity under cold and dry conditions. Currently, we lack an understanding of sea ice parameters driving the variability in its radiative properties, i.e., its emissivity, at frequencies above 200 GHz due to limited field data and the heterogeneous sea ice structure. This will limit the use of future satellite missions such as the Ice Cloud Imager (ICI) onboard Metop-SG and the Arctic Weather Satellite (AWS) in polar regions.

To better understand sea ice emission, we analyze unique airborne measurements from 89 to 340 GHz obtained during the ACLOUD (summer 2017) and AFLUX (spring 2019) airborne campaigns and co-located satellite observations in the Fram Strait. The Polar 5 aircraft carried the Microwave Radar/radiometer for Arctic Clouds (MiRAC) cloud radar MiRAC-A with an 89 GHz passive channel and MiRAC-P with six double-sideband channels at 183.31 GHz and two window channels at 243 and 340 GHz. We calculate the emissivity with the non-scattering radiative transfer equation from observed upwelling radiation at 25° (MiRAC-A) and 0° (MiRAC-P) and Passive and Active Microwave radiative TRAnsfer (PAMTRA) simulations. The PAMTRA simulations are based on atmospheric profiles from dropsondes and surface temperatures from an infrared radiometer.

The airborne-derived sea ice emissivity (O(0.1km)) varies on small spatial scales (O(1km)), which align with sea ice properties identified by visual imagery. High-resolution airborne-derived emissivities vary more than emissivities from co-located overflights of the GPM constellation due to the smaller footprint size, which resolve sea ice variations. The emissivity of frozen and snow-free leads separates clearly from more compact and snow-covered ice flows at all frequencies. The comparison of summer and spring emissivities reveals an emissivity reduction due to melting. We will also conduct evaluations of emissivity parameterizations (e.g. TELSEM²) and provide insights into observations at ICI and AWS frequencies over Arctic sea ice. Findings based on the field data may be useful for the assimilation of radiances from existing and future microwave radiometers into weather prediction models in polar regions.

How to cite: Risse, N., Mech, M., Prigent, C., Spreen, G., and Crewell, S.: Analysis of airborne-derived sea ice emissivities up to 340 GHz in preparation for future satellite missions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12304, https://doi.org/10.5194/egusphere-egu23-12304, 2023.

EGU23-14227 | Orals | NP5.2

Combining sea-ice and ocean data assimilation with nudging atmospheric circulation in the AWI Coupled Prediction System 

Svetlana N. Losa, Longjiang Mu, Marylou Athanase, Jan Streffing, Miguel Andrés-Martínez, Lars Nerger, Tido Semmler, Dmitry Sidorenko, and Helge F. Goessling

Assimilation of sea ice and ocean observational data into coupled sea-ice, ocean and atmosphere models is known as an efficient approach for providing a reliable sea-ice prediction (Mu et al. 2022). However, implementations of the data assimilation in the coupled systems still remain a challenge. This challenge is partly originated from the chaoticity possessed in the atmospheric module, which leads to biases and, therefore, to divergence of predictive characteristics. An additional constrain of the atmosphere is proposed as a tool to tackle the aforementioned problem. To test this approach, we use the recently developed AWI Coupled Prediction System (AWI-CPS). The system is built upon the AWI climate model AWI-CM-3 (Streffing et al. 2022) that includes FESOM2.0 as a sea-ice ocean component and the Integrated Forecasting System (OpenIFS) as an atmospheric component. An Ensemble-type Kalman filter within the Parallel Data Assimilation Framework (PDAF; Nerger and Hiller, 2013) is used to assimilate sea ice concentration, sea ice thickness, sea ice drift, sea surface height, sea surface temperature and salinity, as well as temperature and salinity vertical profiles. The additional constrain of the atmosphere is introduced by relaxing, or “nudging”, the AWI-CPS large-scale atmospheric dynamics to the ERA5 reanalysis data. This nudging of the large scale atmospheric circulation towards reanalysis has allowed to reduce biases in the atmospheric state, and, therefore, to reduce the analysis increments. The most prominent improvement has been achieved for the predicted sea ice drift. Comprehensive analyses will be presented based upon the new system’s performance over the time period 2003 – 2022.

Mu, L., Nerger, L., Streffing, J., Tang, Q., Niraula, B., Zampieri, L., Loza, S. N. and H. F. Goessling, Sea-ice forecasts with an upgraded AWI Coupled Prediction System (Journal of Advances in Modeling Earth Systems, 14, e2022MS003176. doi: 10.1029/2022MS003176.

Nerger, L. and Hiller, W., 2013. Software for ensemble-based data assimilation systems—Implementation strategies and scalability. Computers & Geosciences, 55, pp.110-118.

Streffing, J., Sidorenko, D., Semmler, T., Zampieri, L., Scholz, P., Andrés-Martínez, M., Koldunov, N., Rackow, T., Kjellsson, J., Goessling, H., Athanase, M., Wang, Q., Sein, D., Mu, L., Fladrich, U., Barbi, D., Gierz, P., Danilov, S.,  Juricke, S., Lohmann, G. and Jung, T. (2022) AWI-CM3 coupled climate model: Description and evaluation experiments for a prototype post-CMIP6 model, EGUsphere, 2022, 1—37, doi: 10.5194/egusphere-2022-32

How to cite: Losa, S. N., Mu, L., Athanase, M., Streffing, J., Andrés-Martínez, M., Nerger, L., Semmler, T., Sidorenko, D., and Goessling, H. F.: Combining sea-ice and ocean data assimilation with nudging atmospheric circulation in the AWI Coupled Prediction System, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14227, https://doi.org/10.5194/egusphere-egu23-14227, 2023.

EGU23-14826 | Posters virtual | NP5.2 | Highlight

Inverse modelling for trace gas surface flux estimation, impact of a non-diagonal B-matrix 

Ross Bannister
One of the most appealing uses of data assimilation is to infer useful information about a dynamical system that is not observed directly. This is the case for the estimation of surface fluxes of trace gases (like methane). Such fluxes are not easy to measure directly on a global scale, but it is possible to measure the trace gas itself as it is transported around the globe. This is the purpose of INVICAT (the inverse modelling system of the chemical transport model TOMCAT), which has been developed here. INVICAT interprets observations of (e.g.) methane over a time window to estimate the initial conditions (ICs) and surface fluxes (SFs) of the TOMCAT model.
This talk will show how INVICAT has been expanded from a diagonal background error covariance matrix (B-matrix, DB) to allow an efficient representation of a non-diagonal B-matrix (NDB). The results of this process are mixed. A NDB-matrix for the SF field improves the analysis against independent data, but a NDB-matrix for the IC field appears to degrade the analysis. This paper presents these results and suggests that a possible reason for the degraded analyses is the presence of a possible bias in the system.

How to cite: Bannister, R.: Inverse modelling for trace gas surface flux estimation, impact of a non-diagonal B-matrix, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14826, https://doi.org/10.5194/egusphere-egu23-14826, 2023.

EGU23-14985 | ECS | Orals | NP5.2

Reconstructing North Atlantic Ocean Heat Content Using Convolutional Neural Networks 

Simon Lentz, Dr. Sebastian Brune, Dr. Christopher Kadow, and Prof. Dr. Johanna Baehr

Slowly varying ocean heat content is one of the most important variables when describing cli-
mate variability on interannual to decadal time scales. Since observation-based estimates of
ocean heat content require extensive observational coverage, incomplete observations are often
combined with numerical models via data assimilation to simulate the evolution of oceanic heat.
However, incomplete observations, particularly in the subsurface ocean, lead to large uncertain-
ties in the resulting model-based estimate. As an alternative approach, Kadow et al (2020) have
proven that artificial intelligence can successfully be utilized to reconstruct missing climate in-
formation for surface temperatures. In the following, we investigate the possibility to train their
three-dimensional convolutional neural network to reconstruct missing subsurface temperatures
to obtain ocean heat content estimates with a focus on the North Atlantic ocean.
The network is trained and tested to reconstruct a 16 member Ensemble Kalman Filter assimi-
lation ensemble constructed with the Max-Planck Institute Earth System Model for the period
from 1958 to 2020. Specifically, we examine whether the partial convolutional U-net represents
a valid alternative to the Ensemble Kalman Filter assimilation to estimate North Atlantic sub-
polar gyre ocean heat content.
The neural network is capable of reproducing the assimilation reduced to datapoints with ob-
servational coverages within its ensemble spread with a correlation coefficient of 0.93 over the
entire time period and of 0.99 over 2004 – 2020 (the Argo-Era). Additionally, the network is
able to reconstruct the observed ocean heat content directly from observations for 12 additional
months with a correlation of 0.97, essentially replacing the assimilation experiment by an extrap-
olation. When reconstructing the pre-Argo-Era, the network is only trained with assimilations
from the Argo-Era. The lower correlation in the resulting reconstruction indicates higher un-
certainties in the assimilation outside of its ensemble spread at times with low observational
density. These uncertainties are highlighted by inconsistencies in the assimilation’s represen-
tations of the North Atlantic Current at times and grid points without observations detected
by the neural network. Our results demonstrate that a neural network is not only capable of
reproducing the observed ocean heat content over the training period, but also before and after
making the neural network a suitable candidate to step-wise extend or replace data assimilation.

How to cite: Lentz, S., Brune, Dr. S., Kadow, Dr. C., and Baehr, P. Dr. J.: Reconstructing North Atlantic Ocean Heat Content Using Convolutional Neural Networks, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14985, https://doi.org/10.5194/egusphere-egu23-14985, 2023.

EGU23-15189 | ECS | Orals | NP5.2

A coupled data assimilation framework with an integrated surface and subsurface hydrological model 

Qi Tang, Hugo Delottier, Oliver S. Schilling, Wolfgang Kurtz, and Philip Brunner

We developed an ensemble based data assimilation (DA) system for an integrated hydrological model to facilitate real-time operational simulations of water quantity and quality. The integrated surface and subsurface hydrologic model HydroGeoSphere (HGS) (Brunner & Simmons, 2012) which simulates surface water and variably saturated groundwater flow as well as solute transport, was coupled with the Parallel Data Assimilation Framework (PDAF) (Nerger et al., 2005). The developed DA system allows joint assimilation of multiple types of observations such as piezometric heads, streamflow, and tracer concentrations. By explicitly considering tracer and streamflow data we substantially expand the hydrologic information which can be used to constrain the simulations.    Both the model states and the parameters can be separately or jointly updated by the assimilation algorithm.  

A synthetic alluvial plain model set up by Delottier et al., (2022) was used as an example to test the performance of our DA system.  For flow simulations, piezometric head observations were assimilated, while for transport simulations, noble gas concentrations (222Rn, 37Ar, and 4He) were assimilated. Both model states (e.g., hydraulic head or noble gas concentrations) and parameters (e.g. hydraulic conductivities and porosity) are jointly updated by the DA. Results were evaluated by comparing the estimated model variables with independent observation data between the assimilation runs and the free run where no data assimilation was conducted. In a further evaluation step, a real-world, field scale model featuring realistic forcing functions and material properties was set up for a site in Switzerland and carried out for numerical simulations with the developed DA system. The synthetic and real-world examples demonstrate the significant potential in combing state of the art numerical models, data assimilation and novel tracer observations such as noble gases or Radon.

How to cite: Tang, Q., Delottier, H., Schilling, O. S., Kurtz, W., and Brunner, P.: A coupled data assimilation framework with an integrated surface and subsurface hydrological model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15189, https://doi.org/10.5194/egusphere-egu23-15189, 2023.

EGU23-16806 | Orals | NP5.2

Coupled data assimilation for numerical weather prediction at ECMWF 

Patricia de Rosnay, Phil browne, Eric de Boisséson, David Fairbairn, Sébastien Garrigues, Christoph Herbert, Kenta Ochi, Dinand Schepers, Pete Weston, and Hao Zuo

In this presentation we introduce coupled assimilation activities conducted in support of seamless Earth system approach developments for Numerical Weather Prediction and climate reanalysis at the European Centre for Medium-Range Weather Forecasts (ECMWF). For operational applications coupled assimilation requires to have reliable and timely access to observations in all the Earth system components and it relies on consistent acquisition and monitoring approaches across the components. We show recent and future infrastructure developments and implementations to support consistent observations acquisition and monitoring for land and ocean at ECMWF. We discuss challenges of surface sensitive observations assimilation and we show ongoing forward operator and coupling developments to enhance the exploitation of interface observations over land and ocean surfaces. We present plans to use new and future observation types from future observing systems such as the Copernicus Expansion missions.

How to cite: de Rosnay, P., browne, P., de Boisséson, E., Fairbairn, D., Garrigues, S., Herbert, C., Ochi, K., Schepers, D., Weston, P., and Zuo, H.: Coupled data assimilation for numerical weather prediction at ECMWF, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16806, https://doi.org/10.5194/egusphere-egu23-16806, 2023.

EGU23-132 | ECS | Orals | NP6.1

Airborne observations of shoaling and breaking internal waves 

Teodor Vrecica, Nick Pizzo, and Luc Lenain

Internal waves are crucial contributors to the transport of sediment, heat, and nutrients in coastal areas. While internal waves have been extensively studied using point measurements, their spatial variability is less well understood. Here, we present a unique set of high-resolution infrared imagery collected from a helicopter, hovering over very energetic shoaling and breaking internal waves. We compute surface velocities by tracking the evolution of thermal structures at the ocean surface and find horizontal velocity gradients with magnitudes that are more than 100 times the Coriolis frequency. Under the assumption of no vertical shear we determine vertical velocities from the obtained horizontal divergence estimates and identify areas of the wave undergoing breaking. The spatial variability of the internal wave occurs on scales from a few to a few hundred meters. These results highlight the need to collect spatio-temporal observations of the evolution of internal waves in coastal areas.

How to cite: Vrecica, T., Pizzo, N., and Lenain, L.: Airborne observations of shoaling and breaking internal waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-132, https://doi.org/10.5194/egusphere-egu23-132, 2023.

This work addresses the effects of time-dependent, mesoscale turbulence on the wind-driven ocean circulation in a closed basin with variable topography. The main results concern the so-called Neptune effect, which involves the generation of persistent flows correlated with topography, but in this case, such currents are formed in the presence of a continuous, stochastic forcing. Numerical simulations of a single-layer fluid with sloping bottom topography near the boundaries are performed. The forcing is a suitable combination of a steady, basin-scale wind that generates the classical western-intensified anticyclonic gyre, plus a shorter, time-dependent forcing that injects energy at a narrow range of scales. Two contrasting situations are considered. First, in the absence of large-scale forcing, the turbulence generates a cyclonic flow that follows the geostrophic contours around the basin. This configuration corresponds to the most probable state equivalent to that expected in statistical equilibrium. Second, the resulting mean circulation is studied when the large and small-scale forcing terms are considered together. The main consequence is the alteration of the anticyclonic gyre due to the turbulent-induced cyclonic circulation. This result implies that large-scale, semi-steady circulations might be altered according to the turbulence characteristics.

How to cite: Zavala Sanson, L.: Effects of mesoscale turbulence on the wind-driven circulation in a closed basin with topography, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-623, https://doi.org/10.5194/egusphere-egu23-623, 2023.

EGU23-1200 | Orals | NP6.1

Light-limited dynamics of sinking phytoplankton in a convective flow model with ice-covered waters 

Stefano Berti, Vinicius Beltram Tergolina, Enrico Calzavarini, and Gilmar Mompean

Plankton dynamics are controlled by an often subtle interplay between biological and physical processes. Among the latter, fluid transport is known to play a prominent role. Field studies have, e.g., provided evidence of the effects of turbulent-convection upwelling and downwelling motions on phytoplankton survival. Recent numerical investigations have emphasized, in addition, that relatively large-scale coherent flow features on the vertical can considerably hinder survival and thus negatively impact plankton blooms.

In nutrient-rich polar marine environments phytoplankton growth is critically limited by light availability, especially in waters that are partially covered by ice. In these conditions, the heterogeneity of the light intensity distribution, in association with a large-scale coherent fluid flow, can give rise to complex biological dynamics. In the Arctic ocean, several studies reported under-ice phytoplankton blooms that were initiated by the onset of ice melt. Nevertheless, it is still only partially known how such blooms are controlled by the interaction between different factors, such as the increase of light transmittance, leads (openings in the ice), convective mixing, and biological processes. Under-ice blooms are expected to become more common in the future, due to increasingly thinner and dynamic ice coverage, and thus more frequent lead formation. This could significantly alter primary production, and have important consequences on local marine food webs.

In this work we consider an advection-reaction-diffusion model of phytoplankton light-limited vertical dynamics in the presence of convective transport, intended as an idealized representation of nonuniformly ice-covered polar waters. Specifically, we assume that the incident light intensity at the surface is horizontally modulated by the presence of opaque obstacles, giving rise to regions of the water column that are characterized by different production regimes. We focus on the impact of advection, and more generally of the different transport processes occurring in the fluid, on the average biomass. By means of numerical simulations we show that convective motions may be harmful to under-ice blooms, in agreement with previous findings. In the present setup, such effect depends on the positions of the surface obstacles with respect to the upwelling and downwelling flow regions. We further find, however, that the sinking speed, due to the density difference between phytoplankton organisms and water, also plays an important role, which depends on how it adds to the flow. While small, the sinking speed has a measurable impact on the growth dynamics of the population and can even be critical for its survival, which may have ecological relevance, as different phytoplankton species have different densities and, hence, different settling velocities.

How to cite: Berti, S., Tergolina, V. B., Calzavarini, E., and Mompean, G.: Light-limited dynamics of sinking phytoplankton in a convective flow model with ice-covered waters, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1200, https://doi.org/10.5194/egusphere-egu23-1200, 2023.

In late winter many lakes are iced over, and hence remain cut off from the mechanical forcing due to wind.  At the same time, strong radiative forcing modifies the inverse stratification associated with wintertime conditions.  The inverse stratification occurs due to the fact that freshwater has a temperature of maximum density (around 4 degrees Centigrade) and the equation state of freshwater is thus nonlinear.  In this talk I will demonstrate that this nonlinearity has a profound influence on the characteristics of nonlinear internal solitary-like waves in the cold water regime.  In particular, predcitions of waves made using a piecewise linear density profile yield waves with the opposite polarity to those calculated using temperature profiles and the full nonlinear equation of state.  I will present results based on the Dubreil-Jacotin Long theory, but similar conclusions can be made based on weakly nonlinear (KdV) theory.  Time permitting I will discuss implications of these results for shoaling.

How to cite: Stastna, M.: Nonlinearity of the equation of state effects dynamics of nonlinear internal waves in late winter lakes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1470, https://doi.org/10.5194/egusphere-egu23-1470, 2023.

EGU23-1554 | Posters on site | NP6.1

Interaction of Fully-Nonlinear Internal Solitary Waves with Cores 

Kevin Lamb

Under appropriate background conditions internal solitary waves may have surface or subsurface cores. Both types of waves have been observed in the ocean. Solutions of the Dubreil-Jacotin-Long equation predict cores with closed isopycnals and, in a reference frame moving with the wave, closed streamlines. In numerical simulations of a time-evolving field these cores are unsteady and leaky: fluid is continually being entrained into the core and leaking out of the rear of the core. In this talk I will present results of the interaction of two internal solitary waves, one with a core over-taking a smaller wave without a core. In general, during the interaction the large ISW decrease in amplitude while transferring energy to the smaller ISW. During this process the large ISW loses its core and the fluid inside the core is left behind. The smaller wave grows in amplitude and forms a new core. In many cases the final small ISW is considerably smaller than the initial small ISW while the larger ISW may be larger than the iniitial ISW. ISW energy is also transferred to small amplitude internal waves. 

How to cite: Lamb, K.: Interaction of Fully-Nonlinear Internal Solitary Waves with Cores, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1554, https://doi.org/10.5194/egusphere-egu23-1554, 2023.

EGU23-1766 | Posters on site | NP6.1

Numerical analysis of breather interactions 

Keisuke Nakayama and Kevin Lamb

While the existence of breathers in the ocean is not clearly revealed, Rouvinskaya et al. (2015) suggested the possibility that breathers occurred in the Baltic Sea. In three-layer symmetric stratifications with the same density difference across each interface, the modified KdV equation (the Gardner equation with the quadratic nonlinear coefficient equal to zero) predicts that breathers exist. Therefore, the soliton-like characteristics of fully nonlinear breathers must be better understood. Thus, this study used fully nonlinear numerical simulations to investigate breather interactions by analysing overtaking collisions of two breathers in a three-layer fluid. As a result, an overtaking collision of two breathers is almost elastic when the ratio of the breather amplitude to the upper and lower layer thickness is smaller. Furthermore, the collision is found to remove the mode-2 structure, resulting in a significant role in forming breathers.

How to cite: Nakayama, K. and Lamb, K.: Numerical analysis of breather interactions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1766, https://doi.org/10.5194/egusphere-egu23-1766, 2023.

EGU23-2594 | ECS | Orals | NP6.1

Laminar transport and turbulent cascades in downslope rotating gravity currents. 

Sévan Rétif, Maria-Eletta Negretti, Achim Wirth, and Axel Tassigny

We present experimental results from large-scale laboratory experiments of rotating downslope gravity currents intruding into a two-layer stratified ambient performed in the Coriolis Rotating Platform in Grenoble. By means of PIV velocity and conductivity data for the density measurement, we show that mixing occurs mostly on the slope area during the descent rather than once the current has penetrated the stratified ambient, where the Richardson number remains above the stability threshold of 1/4. Looking at the time evolution of the vertical density profile in the stratified receiving ambient, two distinct mixing regimes can be identified, the first issued by laminar transport through Ekman dynamics, the second by turbulent transport due to intermittent cascading events. Vertical density gradients reveal a linear piece-wise dependence on the density anomaly, highlighting an advection-diffusion process as proposed by the theoretical model of Munk & Wunsch (1998). If the gravity current flow is laminar on the slope, the structure shows a linear variation of the density with depth ; For the turbulent transport regime characterized by intermittent cascades, an exponential shape is rather observed. The shape of the density structure allows to estimate bulk mixing coefficients and entrainment velocities at the top and the bottom of the intruding gravity current, which can be further compared to oceanographic observational data.

How to cite: Rétif, S., Negretti, M.-E., Wirth, A., and Tassigny, A.: Laminar transport and turbulent cascades in downslope rotating gravity currents., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2594, https://doi.org/10.5194/egusphere-egu23-2594, 2023.

EGU23-3642 | ECS | Orals | NP6.1

The sensitivity of internal solitary waves to localized patches of mixing 

Nicolas Castro-Folker and Marek Stastna

While most theoretical work on internal waves idealizes the stratification, geophysical stratifications are typically much more complicated.  We build on recent work on nearly linear stratifications by adopting perturbations that take the form of a localized patch of mixing. We present a data-centric framework that seeks to identify which locations and widths of a mixing patch yield the largest effect on the structure of exact waves (computed via the Dubreil-Jacotin-Long equation), linear waves (computed via the longwave Taylor-Goldstein equation), and evolving nonlinear waves (via time-dependent simulations using the incompressible Navier-Stokes equations). We find that the vertical structure functions of linear waves are most sensitive to perturbations below (above) the pycnocline when the pycnocline is above (below) mid-depth; furthermore, as the pycnocline approaches mid-depth, the depth of the perturbation layer with the greatest impact approaches the depth of the pycnocline. In contrast, the centre streamwise velocity profile of a DJL wave is perturbed most by layers above (below) the pycnocline when the pycnocline is above (below) mid-depth. Finally, we present the results of simulations of evolving nonlinear waves, where we compare pairs of cases with and without a perturbation layer. Despite the presence of an initial patch of unstable fluid, the perturbation layer is sustained during the simulation; nevertheless, slight Rayleigh-Taylor instabilities are observed within and about the perturbation layer. Modulations in the horizontal velocity field about the leading solitary wave are compared with the results of the linear and DJL analyses.

How to cite: Castro-Folker, N. and Stastna, M.: The sensitivity of internal solitary waves to localized patches of mixing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3642, https://doi.org/10.5194/egusphere-egu23-3642, 2023.

EGU23-4236 | Orals | NP6.1

New method of directional spectrum estimation accounting for ambient shearing currents 

Yaron Toledo, Rotem Soffer, and Eliezer Kit

Realistic currents in seas and oceans are almost always changing in depth thus indicating on the presence of shear in the mean ambient flow. However, analysis methodologies interpreting directional wave data gathered by in-situ measurement devices such as: buoys, pressure gauges and Acoustic Doppler Current Profilers (ADCPs) utilize potential irrotational flow theory which cannot account for the rotational shearing currents. The effects of shearing currents on the wave direction estimations were studied on synthetic ADCP data of waves propagating in a predetermined spread. The synthetic data was generated employing the Rayleigh Boundary Value Problem (BVP) and a selected ambient current profile. The potential data processing led to significant errors in wave directional spread estimation for common shearing currents (~10°  in mean wave direction for the presented example). This finding is of great importance, as it addresses the influence of an ambient current profile on wave propagation direction. The obtained results suggest that there is an uncertainty with the confidence of any wave directional spread ever presented by in-situ wave measurement devices.

A new methodology was developed for estimating directional wave spectra based on rotational flow physics by acquiring new terms emanate from wave-shearing current interaction governing equations. This included a derivation of new numerical transfer functions for the fluid’s physical properties based on the Rayleigh BVP. Then, by applying classical cross- and auto-spectral analysis on time-series data sets, the directional spread function was numerically reconstructed. The newly derived data processing methodology was applied to the same synthetic ADCP data sets. It was found to be capable of reconstructing the spread with great accuracy (0.4° in mean wave direction for the presented example). In addition, to modeling and synthetic data, field measurement data from several campaigns were also analyzed showing the importance of accounting for the vertical shear. This makes it a prominent methodology for estimating directional wave spectra in realistic oceanic conditions.

How to cite: Toledo, Y., Soffer, R., and Kit, E.: New method of directional spectrum estimation accounting for ambient shearing currents, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4236, https://doi.org/10.5194/egusphere-egu23-4236, 2023.

EGU23-5170 | ECS | Posters virtual | NP6.1

Scaling analysis of wave profiles 

Yang Gao, Francois Schmitt, Jianyu Hu, and Yongxiang Huang

In the field of wind-wave interaction, scaling features for both wind and waves are often found experimentally. Several theoretical explanations of the scaling law for wind speed and sea surface wave height have been advocated, while a theoretical consideration for the significant wave height (Hs) is still lacking. In this work, we considered a long-term (more than 20 years) and high sampling frequency (about 0.78 Hz) wave profile data collected by buoys provided by Coastal Data Information Program (CDIP). The scaling features for Hs and for the absolute value of the wave profile are evident in the sense of the Fourier power spectrum. The same scaling features were obtained for frequencies below 10-4 Hz, with a scaling exponent close to 3. While the spectrum for wave profile shows a plain-like distribution under the frequency around 0.02 Hz due to the band pass filter. Furthermore, measured Hs is well overlapped with the absolute value of the wave profiles, which indicates that the amplitude modulation is still preserved after band pass filtering, and that might be the reason for the existence for the scaling features for Hs.

How to cite: Gao, Y., Schmitt, F., Hu, J., and Huang, Y.: Scaling analysis of wave profiles, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5170, https://doi.org/10.5194/egusphere-egu23-5170, 2023.

EGU23-5470 | ECS | Posters on site | NP6.1

Bassin study of vetically sheared currents from the dispersion of surface gravity wave 

Alexandra Cuevas, Vincent Rey, Julien Touboul, and Fabrice Ardhuin

Wave conditions from the open sea to the coast, provide necessary information, the good understanding and modeling of coastal dynamics, the design of coastal engineering structures coastal engineering structures, for navigation or the flooding risks evaluation. It is also a potential way to access information present below the surface. Refraction, diffraction and reflection of waves are not only forced by variations in bathymetry but also by the presence of currents. However, the effects of current in propagation models have long been limited to the consideration of homogeneous current in the water column. Nevertheless, currents are usually observed to be sheared vertically by wind, tides or waves. When wave propagate in the presence of currents their celerity is modified. It is also affected by the vertical structure of the current.

This work proposes and discusses methods for reconstructing current fields from wave data based on synchronous analysis of wave spectra at different points in space. We consider here the 2D case of progressive or partially stationary waves in the presence of homogeneous currents or with a vertical sheared profile. The study is based on data from experiments carried out at the Bassin de Génie Océanique FIRST(BGO), for progressive or partially stationary waves in the framework of the ANR project MORHOC'H 2. These test campaigns allowed us to test the sensitivity of the wave’s phase evolution during its propagation in order to estimate the feasibility of reconstructing either constant or sheared currents in the water column. Under the assumption of a progressive wave, the study of the phase evolution shows a significant influence of the current, allowing to reach the intensity of a uniform current. The calculated phase evolution in the presence of sheared current is consistent with the theory, but for small values of shear, the phase velocity changes are much smaller, making the method more sensitive to "noise". Furthermore, for a partially stationary wave, a significant impact of its phase evolution is observed in the propagation direction of the incident wave even for weak reflections, making it necessary to include this parameter in the reconstruction of currents from synchronous wave measurement data.

Acknowledgements:

The DGA is thanked for funding the AID thesis grant of Alexandra CUEVAS, as well as for the ANR grant: ANR-21-ASM1-003.

How to cite: Cuevas, A., Rey, V., Touboul, J., and Ardhuin, F.: Bassin study of vetically sheared currents from the dispersion of surface gravity wave, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5470, https://doi.org/10.5194/egusphere-egu23-5470, 2023.

EGU23-5790 | Orals | NP6.1

Droplet dynamics in homogeneous and isotropic turbulence 

Sergio Chibbaro, Marco Crialesi-Esposito, and Luca Brandt

Emulsions are a major class of multiphase flows, crucial in industrial process (e.g. food and drug production) and ubiquitous in environmental flows (e.g. oil spilling in maritime environment). Already at volume fractions of few precents, the dispersed phase interacts with pre-existing turbulence created at large scale, yet the interaction between phases and the turbulent energy transport across scales is not yet fully understood.

In this work, we use Direct Numerical Simulation to study emulsions in homogeneous and isotropic turbulence, where the Volume of Fluid (VoF) method is used to represent the complex features of the liquid-liquid interface.

We consider a mixture of two matching-density phases, where we vary volume fraction, viscosity ratio and large-scale Weber number aiming at understanding the turbulence modulation and the observed droplet size distributions.  The analysis, based on the spectral scale-by-scale analysis, reveals that energy is consistently transported from large to small scales by the interface, and no inverse cascade is observed. We find that the total surface is directly proportional to the amount of energy transported, and that the energy transfer in the inertial range provides information about the droplet dynamics. We observe the -10/3 and -3/2 scaling on droplet size distributions, suggesting that the dimensional arguments which led to their derivation are verified in HIT conditions and denser conditions. Finally, we discuss the highly intermittent behaviour of the multiphase flow, which can be directly related to the polydisperse nature of the flow.

The study provides some significant observations towards a more comprehensive understanding of multiphase turbulence, opening new questions for future studies. 

How to cite: Chibbaro, S., Crialesi-Esposito, M., and Brandt, L.: Droplet dynamics in homogeneous and isotropic turbulence, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5790, https://doi.org/10.5194/egusphere-egu23-5790, 2023.

EGU23-6336 | ECS | Orals | NP6.1

Use of HDG oceanic models to study eddy formation in coastal upwelling areas 

Inés Hernández García, Albert Oliver Serra, and Francisco Machín Jiménez

The Canary Islands region is located in the North-East Atlantic Ocean, next to the African coast. It is situated within the equatorward travelling Canary Current.

This area has a high mesoscale activity. Some important features of this area are the African Upwelling System, the filaments originated by the upwelling, and long-lived cyclonic and anticyclonic mesoscale eddies. The generation of these mesoscale eddies, by the perturbation of the Canary Current caused by the islands, has been largely studied.

The aim of this work is to use a novel Hybridisable Discontinuous Galerkin (HDG) oceanic model, based on Finite Elements, in addition to real in situ and satellite data, in order to study different generation mechanisms and the evolution of the mesoscale eddies south of the Canary Islands.

How to cite: Hernández García, I., Oliver Serra, A., and Machín Jiménez, F.: Use of HDG oceanic models to study eddy formation in coastal upwelling areas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6336, https://doi.org/10.5194/egusphere-egu23-6336, 2023.

EGU23-6774 | ECS | Orals | NP6.1

Prolate microswimmer in surface gravity waves 

Francesco Michele Ventrella, Filippo De Lillo, Guido Boffetta, Massimo Cencini, Jean-Luc Thiffeault, and Nimish Pujara

Planktonic microorganisms immersed in a fluid interact with the ambient flow, altering their trajectories. In surface gravity waves, a common goal for microswimmers is vertical migration. By modeling phytoplankton as spheroidal bodies with a certain swimming velocity, we investigate how the combination of swimmer's dynamical characteristics and fluid velocity gradients affect the motion. We investigate the case of prolate, negative buoyant swimmers. We consider also the case of gyrotactic swimmers. We find that it is possible for microswimmers to be trapped at a finite depth below the sea level. This phenomenon is due to the coupling between swimming, gyrotaxis and flow-induced reorientations. The trajectories obtained by numerical simulations, indicate that the dynamics consist of fast oscillations at the surface wavelength superposed with a slower trend at a longer timescale. This suggests using a multiple time-scale expansion to remove the fast oscillations. The presence of stable fixed points for the slow dynamics allows the trapping behaviour.

How to cite: Ventrella, F. M., De Lillo, F., Boffetta, G., Cencini, M., Thiffeault, J.-L., and Pujara, N.: Prolate microswimmer in surface gravity waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6774, https://doi.org/10.5194/egusphere-egu23-6774, 2023.

EGU23-8518 | Posters virtual | NP6.1

Dynamics of small-scale turbulence in the upper ocean under the action of currents and internal waves 

Lev Ostrovsky, Daria Gladskikh, Irina Soustova, and Yuliya Troitskaya

We study the evolution of a turbulent layer in a stratified ocean layer using the theory of unsteady turbulent flows in a stratified fluid developed in [1] and subsequent works. The theory starts from a kinetic equation for turbulence parameters and results in the set of equations involving the mutual transformation of the kinetic and potential energies of turbulence that is shown to significantly affect the overall dynamics of energy exchange between small-scale turbulence and mesoscopic motions and the formation of the upper mixed layer. Besides, this approach allows an account for some important but usually neglected effects such as the dependence of vertical anisotropy of turbulence on stratification. Notably, the transformation between kinetic and potential energies eliminates the restriction on the existence of turbulence at large Richardson numbers.  The results are applied to the analysis of in situ data for turbulence evolution under the action of shear flows and internal waves, obtained in different regions that are significant for climate research, including the upper equatorial ocean. The fundamental role of potential energy in the formation of a turbulent flow is demonstrated.

The work was supported by RSF project No. 23-27-00002.

[1] Ostrovsky L.A., Troitskaya Yu.I. (1987) A model of turbulent transfer and dynamics of turbulence in a stratified shear flow. Izvestiya, Atm. and Oceanic Phys., 23(10), 767-773 (1987).

How to cite: Ostrovsky, L., Gladskikh, D., Soustova, I., and Troitskaya, Y.: Dynamics of small-scale turbulence in the upper ocean under the action of currents and internal waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8518, https://doi.org/10.5194/egusphere-egu23-8518, 2023.

EGU23-9604 | Posters on site | NP6.1

Transformation of internal solitary waves under ice cover edge 

Kateryna Terletska, Vladimir Maderich, and Elena Tobisch

Internal wave-driven mixing is an important factor in the balance of heat and salt fluxes in the Polar Regions. The interaction between internal waves and ice cover in these areas of the ocean is complex and depends on both the characteristics of the ice and the characteristics of internal waves. Harsh environment in Arctic Ocean obstructs direct field observations of internal solitary waves thus, numerical modellings are an essential tool to overcome this shortcoming. The numerical three dimensional, free-surface, non-hydrostatic model for stratified flows using the Navier-Stokes equations in the Boussinesq approximation so called NH-POM was used for simulations of transformation of internal solitary waves under ice cover edge. As the result of the research it was shown, that propagation of internal solitary waves under edge of the ice cover may lead to their destabilization through overturning and breaking events. Such parameters as ice cover depth and internal waves amplitudes were responsible for the evolution and disintegration of an ISW beneath the ice cover while the boundary friction beneath the ice cover had little effect. During the interaction, maximum energy loss could reach about 60% near the ice edge. Interaction of ISWs with the ice edge significantly enhanced the turbulent dissipation and consequentially could potentially accelerated melting of the ice. It was suggested that the blocking parameter B, that is ratio of incident amplitude to the depth of the upper layer beneath the ice, controls the transfer of energy across the ice edge, that is, more energy is reflected if the ratio increases. When the ice depth decreased, the ice-ISW interaction and resultant dissipation weakened.

How to cite: Terletska, K., Maderich, V., and Tobisch, E.: Transformation of internal solitary waves under ice cover edge, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9604, https://doi.org/10.5194/egusphere-egu23-9604, 2023.

EGU23-9614 | Orals | NP6.1

Diapycnal Mixing in the Bransfield Strait 

Ángel Rodríguez-Santana, Borja Aguiar-González, Ángeles Marrero-Díaz, Luis Pablo Valencia, and Francisco Machín

During the austral midsummer near the South Shetland Islands, an interdisciplinary cruise (COUPLING) was carried out in January 2010 (Sangrà et al, 2014). For this study we selected one transect of 12 stations across the Central Bransfield Strait with vertical profiles of Conductivity, Temperature and Depth (CTD) and Acoustic Doppler Current Profiler (ADCP). Vertical profiles of microstructure turbulence were measured at stations of the transect located in specific dynamic features (two fronts: Bransfield Front and Peninsula Front; and an anticyclonic eddy) from a free-fall turbulence profiler. Using CTD and ADCP data, we computed the Thorpe scales, gradient Richardson numbers and density ratios that were compared with microstructure data.

We found that the most active turbulent layer was observed within the upper mixed layer (UML) of the anticyclonic eddy between stations 3 and 6 of the transect. However, intense inversions below the UML were found at the axis of the Peninsula Front (station 9). In the region of the Bransfield Front, it is noteworthy that there were obtained relative high values of kinetic energy dissipation rate (ε) with mixing processes due to vertical shear instabilities and double diffusion.  With this work, we have a deeper understanding of the mixing processes in the Bransfield Strait, which will allow a better estimation of the vertical fluxes of heat, salt and nutrients for this region.

Key words:

Bransfield Strait, Diapycnal Mixing, Microstructure Turbulence.

References:

Sangrà, P., C. García-Muñoz, C.M. García, A. Marrero-Díaz, C. Sobrino, B. Mouriño-Carballido, B. Aguiar-González, C. Henríquez-Pastene, A. Rodríguez-Santana, L. M. Lubián, M. Hernández-Arencibia, S. Hernández-León, E. Vázquez, S.N. Estrada-Allis (2014). Coupling between upper ocean layer variability and size-fractionated phytoplankton in a non-nutrient-limited environment. Marine Ecology Progress Series, 499, 35-46.

How to cite: Rodríguez-Santana, Á., Aguiar-González, B., Marrero-Díaz, Á., Valencia, L. P., and Machín, F.: Diapycnal Mixing in the Bransfield Strait, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9614, https://doi.org/10.5194/egusphere-egu23-9614, 2023.

EGU23-10079 | ECS | Posters on site | NP6.1

The role of turbulence and double-diffusion in the exchange of central waters at the Cape Verde Frontal Zone 

Luis P. Valencia, Ángel Rodríguez-Santana, Antonio Martínez-Marrero, Nadia Burgoa, Carmen Gordo, Diana Grisolía, and Ángeles Marrero-Díaz

The Cape Verde Frontal Zone (CVFZ) separates North and South Atlantic Central Waters (NCAW and SACW, respectively) in the eastern North Atlantic Subtropical Gyre. This front is described as a strong meandering thermohaline front near Cape Blanc at latitudes close to 20ºN. It shows sharp gradients in temperature and salinity in the upper 600 m with the presence of large lateral intrusions. One important aspect of the CVFZ is the compensating character of the temperature and salinity fields, which cause horizontal density gradients to be relatively small across the front. This frontal feature is an important factor in reducing vertical shear of horizontal velocity in some parts of the frontal region, allowing double diffusion processes to be one of the main causes of the observed diapycnal mixing. However, the presence of large lateral intrusions could favor diapycnal mixing induced by vertical shear instabilities which could overcome double diffusion effects. Despite its importance, studies in the CVFZ with direct turbulence measurements focused on diapycnal mixing and its relation with lateral thermohaline intrusions are scarce. In this study, we use microstructure measurements from a vertical free-falling profiler together with CTD-O and SADCP records of two high spatial resolution (each oceanographic stations ~9 km apart) oceanographic transects along and across the CVFZ (~300 and 100 km, respectively) during November of 2017. An assessment of the turbulent and double-diffusive mixing related to the lateral intrusions was made, identifying the latter through the diapycnal spiciness curvature method. Lateral intrusions ranging from ~20-100 km at subsurface and central levels of the water column showed relative increments in dissipation and diapycnal diffusivity. Therefore, at their boundaries occur the exchange of properties between the NACW and SACW.

How to cite: Valencia, L. P., Rodríguez-Santana, Á., Martínez-Marrero, A., Burgoa, N., Gordo, C., Grisolía, D., and Marrero-Díaz, Á.: The role of turbulence and double-diffusion in the exchange of central waters at the Cape Verde Frontal Zone, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10079, https://doi.org/10.5194/egusphere-egu23-10079, 2023.

EGU23-10130 | Orals | NP6.1

The stability of an asymmetric slice of the Gulf Stream 

Francis Poulin

The Gulf Stream plays an important role in the meridional overturning circulation in the North Atlantic, one of the primary mechanism by which the warm, salty water can move from low to high latitudes. It also provides closure to the North Atlantic subtropical gyre circulation as a western boundary current and makes Western European countries much warmer by transporting warm water across the ocean.

Observational data of the Gulf Stream (along the Oleander line, between New Jersey and Bermuda) has found that its stream-wise velocity skews to the right with increasing depth. This has motivated our development of an idealized model of a laterally skewed Gulf Stream jet that is surface trapped overlying a flat bottom. The nonlinear evolution of this unstable asymmetric jet is investigated using the Oceananigans.jl library for multiple values of a skewness parameter. The results show that the maximum growth rate has a nonlinear dependency on the skewness parameter, though weak and strong skew tend to be stabilizing and destabilizing, respectively. 

How to cite: Poulin, F.: The stability of an asymmetric slice of the Gulf Stream, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10130, https://doi.org/10.5194/egusphere-egu23-10130, 2023.

EGU23-10892 | ECS | Posters on site | NP6.1

Triadic resonance of internal wave modes with background shear 

Ramana Patibandla, Anubhab Roy, and Manikandan Mathur

In this work we study resonant triad interactions among discrete internal wave modes in a finite-depth, two dimensional uniformly stratified shear flow. The primary wave-field is considered to be a linear superposition of various internal wave modes. The weakly-nonlinear solution of the primary wave-field consists of a superharmonic (2ω) part and a mean-flow part (ω=0).  For a given modal interaction, we study the location in the frequency (ω) -Richardson number (Ri) parameter space where the amplitude of the superharmonic part attains a maximum i.e, where two primary internal wave modes of modenumbers 'm' and 'n' resonantly excite a secondary wave mode of modenumber 'q'. Using asymptotic theory we show that, unlike the case of no-shear, the presence of weak-shear, doesn't require the vertical wavenumber condition to be satisfied for resonance. This entails an activation of several new resonances in the presence of arbitrarily weak shear, where only the frequency and the horizontal wavenumber conditions are satisfied. This also leads to the possibility of self-interaction and resonances close to ω = 0. A similar asymptotic theory can be extended to other inhomogeneities (eg: non-uniform stratification) as well. For an exponential background shear flow, we track the location of these resonances in the (ω, Ri) parameter space and present their behaviour.

How to cite: Patibandla, R., Roy, A., and Mathur, M.: Triadic resonance of internal wave modes with background shear, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10892, https://doi.org/10.5194/egusphere-egu23-10892, 2023.

EGU23-12895 | Posters on site | NP6.1

Growth and chain formations of diatoms (Pseudo-nitzschia) under different turbulent conditions: a laboratory analysis 

Vasileios Bampouris, Emilie Houliez, Francois G. Schmitt, Muriel Crouvoiser, Kostas Kormas, and Urania Christaki
Diatoms have high productivity and are highly influenced by turbulent conditions. We consider here diatoms of the species Pseudo-nitzschia,  which are chain forming. The objective of this work was to show how the turbulent environment affects the growth and the chain forming of these species. For this, cultures of the species Pseudo-nitzschia multiseries and Pseudo-nitzschia fraudulenta were performed in the laboratory and submitted to stationary turbulent conditions, using the Agiturb system developed in the LOG at Wimereux (Le Quiniou et al. 2022). 
In the Agiturb system, the turbulent flow is produced using four contra-rotating agitators that are placed under a cubic tank, generating a statistically stationary, spatially inhomogeneous flow with compression and stretching. The injection of the energy in the flow is produced by 4 stirring bars activated by 4 magnetic stirrers situated at symmetric positions. The cubic tank is almost half-full with 15 liters of sea water. For each experiment, the magnitude of the rotation rate of each agitator was identical, with two agitators rotating clockwise and two anti-clockwise, the same directions being along the diagonal. Different values of the rotation rate were chosen to reach different turbulence levels, characterized by the microscale Reynolds number Rλ going from 130 to 360. These Reynolds numbers correspond to typical values found in the ocean, from the epicontinental zone, to coastal, surf zones and even storm conditions. 
In the experiments, all the other parameters that affect the diatoms’ proliferation were kept the same. Formation and growth of the chains were assessed through microscopy.  P. fraudulenta displayed higher growth than P. multiseries in all turbulence levels except from the control condition (Rλ=0) where the growth was approximately the same. The level of turbulence that was more beneficial for the growth of P. multiseries was the agitated (Rλ= 240) whereas for P. fraudulenta it was for a smaller Reynolds number (Rλ = 160). The chain length were also considered in relation with turbulence level, by considering the probability density of single chains, small chains (2 or 3 cells) and long chains (more than 4 cells). The result was that the predominant form of the cells for both species was the single cells. However, P. multiseries presented higher variations in chain forming throughout the whole experiment than P. fraudulenta. Within this approach, the optimal turbulence level, for growth as well as chain formation, can be assessed for each phytoplankton species.

How to cite: Bampouris, V., Houliez, E., Schmitt, F. G., Crouvoiser, M., Kormas, K., and Christaki, U.: Growth and chain formations of diatoms (Pseudo-nitzschia) under different turbulent conditions: a laboratory analysis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12895, https://doi.org/10.5194/egusphere-egu23-12895, 2023.

EGU23-12946 | ECS | Orals | NP6.1

A Semi-Lagrangian solver for the free surface Euler system with application to rotational wave flows 

Andreas Alexandris-Galanopoulos and Kostas Belibassakis

Even though the majority of the classical water wave theory is restricted to potential flows, vortical flows are abundant in nature. This necessitates the need for the development of accurate and efficient methods for the simulation of rotational phenomena, such as the propagation of waves over bathymetry in the presence of a sheared current [1, 2].

In the present work, a numerical method for the free surface Euler system with constant density and general bathymetry is developed within the framework
of classical Computational Fluid Dynamics (CFD). Specifically, using the well known σ coordinate system, a layer-wise integration followed by an operator
splitting is performed. The resulting horizontal advection component is, treated as a multilayered Shallow Water Equations (mSWE) system (see, e.g. [3]) 
and it is solved with a conventional Finite Volume solver. The vertical counterpart (that works similar to remeshing operator) regulates if the system is treated with a Lagrangian or an Eulerian approach. Finally, the dynamic pressure component coupled with the incompressibility constraint is treated using the well-known projection of Chorin [4].

The method’s main advantages stem from its highly modular character that makes it both robust and easy to implement. The method’s performance is tested in the case of waves propagating on top of a sheared current. Results concerning the dispersion and propagation characteristics for general current profiles are presented and compared with other models [1,2,5].

References
[1] Julien Touboul and Kostas Belibassakis. A novel method for water waves propagating in the presence of vortical mean flows over variable bathymetry. Journal of Ocean Engineering and Marine Energy, 5(4):333–350, 2019
[2] Kostas Belibassakis and Julien Touboul. A nonlinear coupled-mode model for waves propagating in vertically sheared currents in variable
bathymetry—collinear waves and currents. Fluids, 4(2):61, 2019.
[3] Fracois Bouchut and Vladimir Zeitlin. A robust well-balanced scheme for multi-layer shallow water equations. Discrete and Continuous Dynamical
Systems-Series B, 13(4):739–758, 2010.
[4] Zhe Liu, Lei Lin, Lian Xie, and Huiwang Gao. Partially implicit finite difference scheme for calculating dynamic pressure in a terrain-following coordinate
non-hydrostatic ocean model. Ocean Modelling, 106:44–57, 2016. [5] Ellingsen SA, Li Y (2017) Approximate dispersion relations for waves on arbitrary shear flows. J Geophys Res Oceans 122(12):9889–9905
[5] Ellingsen SA, Li Y (2017) Approximate dispersion relations for waves on arbitrary shear flows. J Geophys Res Oceans 122(12):9889–9905

How to cite: Alexandris-Galanopoulos, A. and Belibassakis, K.: A Semi-Lagrangian solver for the free surface Euler system with application to rotational wave flows, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12946, https://doi.org/10.5194/egusphere-egu23-12946, 2023.

EGU23-13078 | ECS | Orals | NP6.1

In situ observation of mode 1 nonlinear internal waves of opposite polarity in a changing environment 

Adèle Moncuquet, Nicole Jones, Lucie Bordois, Andrew Zulberti, François Dufois, Florent Grasso, and Pascal Lazure

The Bay of Biscay (Bob) is a hot spot for the generation of internal tides and nonlinear internal waves (NLIW). However, no studies have focused on internal waves on the continental shelf of the Bob. Here, we present 22 days of collocated temperature, velocity and backscatter profiles within a water depth H of 65 m. The background stratification evolved from two pycnoclines, with the strongest one near the sea bed, to a continuous profile due to wind-driven upwelling.

Under the double pycnocline situation, we observed trains of elevation emerging from each internal tidal front with amplitude reaching up to H/4 and propagating at speeds between 0.1 and 0.35 m/s. Sporadically depression waves were measured within the train and can propagate substantially faster (between 0.36 and 0.54 m/s). With the continuous stratification, the trains of NLIWs of elevation and containing opposite polarities were no longer observed.

These observations suggest that depression waves can cross the train of elevation waves. Resulting interactions could have significant impacts on sediment dynamics over the shelf. The double pycnocline regime and the impact of the stratification modification due to wind will be investigated numerically in future work.

How to cite: Moncuquet, A., Jones, N., Bordois, L., Zulberti, A., Dufois, F., Grasso, F., and Lazure, P.: In situ observation of mode 1 nonlinear internal waves of opposite polarity in a changing environment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13078, https://doi.org/10.5194/egusphere-egu23-13078, 2023.

EGU23-13754 | ECS | Posters on site | NP6.1

Multi-scale analysis of atmospheric and oceanic pCO2 time series and of their difference 

Kévin Robache, François G. Schmitt, and Yongxiang Huang
The oceans play an important role in the carbon cycle by exchanging CO2 with the atmosphere. These exchanges correspond to the biological pump, where the ocean can be sink or source of atmospheric CO2. Our hypothesis is that CO2 concentration, either atmospheric or oceanic, are chemical tracers being strongly influence by turbulence: we thus study separately their dynamics, and also their difference which is giving indication of the direction of the air-sea CO2 flux.
For this we use a publicly available data set of pCO2 simultaneous measurements at high frequency (typically 3 hours time step) at 40 difference places around the globe, from surface buoys (Sutton et al. 2019). We consider here the scaling properties of these quantities in order to characterize their multi-scale fluctuations, which are considered in the framework of passive or active scalars in turbulence.  For each site, this is done by analyzing temperature, salinity, oceanic (pCO2sw), atmospheric (pCO2air) pCO2 and their difference $\delta = pCO2sw - pCO2air$. Power spectral density are estimated in Fourier space and using Hilbert spectral analysis, with adapted methodologies to take into account the missing data problem. Spectral slopes are recorded and are interpreted in relation with the local climatology, depth and other factors.

How to cite: Robache, K., Schmitt, F. G., and Huang, Y.: Multi-scale analysis of atmospheric and oceanic pCO2 time series and of their difference, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13754, https://doi.org/10.5194/egusphere-egu23-13754, 2023.

We report on results from laboratory experiments performed in a quasi-two-layer system of cold and warm water in a rectangular laboratory tank. Warm front propagation is initiated by removing a vertical barrier from between the two prepared sections of the tank containing cold and warm water filled up to the same level. The warm front propagation in the vicinity of the free water surface is monitored using a high precision infrared camera from above, and with dye visualisation from the side simultaneously. After the warm front reaches the sidewall of the tank, its "head" is reflected, and hence an internal bore emerges along the interface separating the two layers. Following further reflections the bore splits to a train of internal solitary waves, resembling the solutions of the KdV equation. We find that, interestingly, although the waves propagate along the internal interface, certain surface signatures of the bore and wave dynamics can be detected from the water surface temperature fields due to secondary convective flows. This result may have certain applicability for the detection of internal waves using infrared sea-surface temperature data from satellites.

How to cite: Vincze, M. and Kiss, Z. Á.: Laboratory experiments on internal solitary wave reflections and their detectability via water surface infrared thermography, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14424, https://doi.org/10.5194/egusphere-egu23-14424, 2023.

EGU23-14457 | Orals | NP6.1

Weakly nonlinear wave energy flux and radiation stress 

Paolo Pezzutto

It is known that the wave action propagated in spectral wave models is a small steepness approximation of the observable wave action. For relevant steepness, we need higher order corrections to get a proper representation of the sea states [Janssen, 2009]. For the same reasons, other diagnostic variables should be corrected. Based on the fifth order Stokes solution obtained by Fenton [1985], Jonsson and Arneborg [1995] showed the importance of higher order corrections for determining the energy properties of long crested waves.

Proceeding from Longuet-Higgins and Stewart [1960], assuming a mean stream velocity, we see that how, using Krasitskii [1994] canonical transformations, we can derive general 2D weakly non linear corrections to the rate of transfer of energy across a surface fixed in space. For a monochromatic wave, the resulting equations are compared with truncated expressions given by Jonsson and Arneborg [1995], confirming that second order contributions (in terms of wave energy) can be relevant, depending on steepness and relative water depth.
After applying a proper statistical closure, the derived equations can be used to correct the wave energy properties of wave models spectra, for example to refine the informations transferred to a coupled circulation model.

John D. Fenton. A Fifth-Order Stokes Theory for Steady Waves. Journal of Waterway, Port, Coastal, and Ocean Engineering, 111(2):216–234, 1985. ISSN 0733-950X.
Peter a. E. M. Janssen. On some consequences of the canonical transformation in the Hamiltonian theory of water waves. J. Fluid Mech., 637(November):1–44, 2009. ISSN 1469-7645.
Ivar G. Jonsson and Lars Arneborg. Energy properties and shoaling of higher-order stokes waves on a current. Ocean Engineering, 22(8):819–857, 1995. ISSN 00298018.
Vladimir P. Krasitskii. On reduced equations in the Hamiltonian theory of weakly nonlinear surface waves. J. Fluid Mech., 272(-1):1–20, 1994. ISSN 0022-1120.
M. S. Longuet-Higgins and R W Stewart. Changes in the form of short gravity waves on long waves and tidal currents. Journal of Fluid Mechanics, 8(04): 565–583, 1960.

 

How to cite: Pezzutto, P.: Weakly nonlinear wave energy flux and radiation stress, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14457, https://doi.org/10.5194/egusphere-egu23-14457, 2023.

EGU23-15036 | Orals | NP6.1

Resonant water-waves in a circular channel: forced KdV solutions 

Uwe Harlander, Franz-Theo Schön, Ion D. Borcia, Sebastian Richter, Rodica Borcia, and Michael Bestehorn

Tidal bores are natural phenomena observed in at least 450 river estuaries all around the world from Europe to America and Asia. Tidal bores manifest as a series of waves propagating over long distances upstream in the estuarine zone of a river. Bores can be studied experimentally using sloshing water tanks where sloshing itself is a process with many applications, not only relevant for environmental flows. In a remarkable paper, Cox and Mortell (1986) showed that for an oscillating water tank, the evolution of small-amplitude, long-wavelength, resonantly forced waves follow a forced Korteweg-de Vries (fKdV) equation. The solutions of this model agree well with experimental results by Chester and Bones (1968). At first glance this is surprising since their experimental setup is in conflict with a number of assumptions made for deriving the fKdV equation. It is hence worth to repeat the experiment by Chester and Bones but using a long narrow channel setup.

We use a long circular channel and repeat the experiments by Chester and Bones. We compare the results with solutions from the fKdV equation but also with the one from a full nonlinear model solving the Navier-Stokes equations. Under resonance conditions, depending on the parameters, we find a range of nonlinear localized wave types from single and multiple solitons to undular bores. As shown by Cox and Mortell, when the fluid is considered to be inviscid a kind of Fermi-Pasta-Ulam recurrence is observed for the fKdV model. Stationarity is reached by including a weak damping to the fKdV equation. 

References
A.A. Cox, M.P. Mortell 1986. J. Fluid Mech. 162, pp. 99-116.
W. Chester and J.A. Bones 1968. Proc. Roy. Soc. A, 306, 23 (Part II).

How to cite: Harlander, U., Schön, F.-T., Borcia, I. D., Richter, S., Borcia, R., and Bestehorn, M.: Resonant water-waves in a circular channel: forced KdV solutions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15036, https://doi.org/10.5194/egusphere-egu23-15036, 2023.

EGU23-15066 | Orals | NP6.1

Breaking threshold and energy dissipation in solitary waves in a depth transition 

Wouter Mostert, Hunter Boswell, and Guirong Yan

Energy dissipation due to the breaking of surface waves remains an important open topic in both the open ocean and in coastal waters. Here we will discuss similarities between the deep- and shallow-water regimes. To do this, we first present data from direct numerical simulations of shoaling and breaking solitary waves in bathymetric depth transition. In an abrupt depth transition, we investigate the influence of the severity of the depth transition on whether the incident wave will break, finding good agreement with experimental data of Losada et al. (1988). We next investigate the energy dissipation rate in a gradual, linear depth transition. The resulting dataset is compared with an array of existing physics-based scaling arguments, and finds especially good agreement with an inertial model of Mostert & Deike (2020). We then discuss possible scaling approaches for understanding breaker dissipation in shallow water and draw comparisons with deep-water data and models. We will conclude with some insights towards a potential universal breaking parametrisation.

How to cite: Mostert, W., Boswell, H., and Yan, G.: Breaking threshold and energy dissipation in solitary waves in a depth transition, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15066, https://doi.org/10.5194/egusphere-egu23-15066, 2023.

EGU23-16032 | ECS | Orals | NP6.1

Imprint of ocean currents on signicant wave height 

Han Wang, Bia Villas Bôas, Jacques Vanneste, and William Young

Ocean currents have been observed to impact the spatial distribution of significant wave height (hereafter "Hs") of surface gravity waves profoundly, with implications for air-sea fluxes, extreme waves, and error budget in satellite observations. In this work, we derive analytic formulas that relate Hs to current velocities under the weak-current approximation, cross-validate the results with WAVEWATCH III, and find implications potentially useful for observational and modelling studies. 

First, we show that when swell-like surface waves interact with a localized current, caustics, where rays cross in real space, do not lead to singularities in Hs if the wave energy spectra have a realistic directional spread in wavenumber space. This has implications for understanding the origin of freak waves, where caustics have been postulated as a possible source. Then, we consider another regime where weak turbulent flows are considered. Analytic formulas are found that deterministically link the patterns of Hs to currents. The formulas' statistical counterparts are applied to study how the spectral slopes, amplitudes and directionality of Hs are related to currents. Our results demonstrate that the variations of Hs are controlled by the rotational component of the currents, suggesting the potential of using information from surface wave to infer current properties in real observations, or vice versa.

How to cite: Wang, H., Villas Bôas, B., Vanneste, J., and Young, W.: Imprint of ocean currents on signicant wave height, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16032, https://doi.org/10.5194/egusphere-egu23-16032, 2023.

EGU23-16131 | ECS | Posters on site | NP6.1

Lagrangian flow networks for passive dispersal: tracers versus finite-size particles 

Deoclécio Valente, Ksenia Guseva, and Ulrike Feudel

Passive dispersal of different materials in ocean flows has gotten considerable attention over the last decade to increase our knowledge about the distribution of seeds plants among islands and coastal areas, the transport of larvae of different organisms between habitats and the transport of litter. Most studies have treated these objects as tracers to investigate distribution patterns and connectivity between different areas. We compare this approach with a study that considers the objects' size and density and discusses the deviation from the tracer approach. To this end, we introduce a two-dimensional kinematic velocity field which allows us to study the connectivity between an arbitrary number of islands located at arbitrary but prescribed positions in an open flow of a given direction. First, the mixing induced by the islands, which act as obstacles in the flow, was accounted for with the inclusion of a von K\'arm\'an vortex street in the wake of each island. Furthermore, we accounted for the size and density of particles approximated as spheres. Finally, we treated the particles as inertial particles experiencing various forces in the flow and computed their trajectories in a given flow field by solving the Maxey-Riley equations. In this way, we have constructed a Lagrangian flow network reflecting the connectivity between islands depending on the properties of the finite-size particles and comparing them with the motion of tracers. We show that the density differences, the flow properties, and the islands' position geometry substantially change the connectivity between islands. That change leads to segregating inertial particles according to their size and density. Nevertheless, the most striking observation is how the tracer transport (independently of geometry) overestimates the probabilities for specific pathways. In fact, the connectivity for inertial particles is much sparser than for tracers, such that certain pathways have extremely low probabilities; they practically do not exist. These results suggest that the transport probabilities can be highly under or overestimated by tracers' often-used approximation of inertial particles.

How to cite: Valente, D., Guseva, K., and Feudel, U.: Lagrangian flow networks for passive dispersal: tracers versus finite-size particles, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16131, https://doi.org/10.5194/egusphere-egu23-16131, 2023.

EGU23-16217 | Posters on site | NP6.1

A cumulant analysis of ocean waves fluctuations over the global ocean, using CFOSAT data 

Amine Benbelkacem, François Schmitt, and Yongxiang Huang

The China France Oceanography Satellite (CFOSAT) was launched in October, 2018 and records over the oceans the wind field as well as the ocean waves. We consider here the ocean wave data, which are given through the significant wave height (Hs). We analyse along-track fluctuations of $Hs$ by considering its fluctuations of the form $y_r = \Delta_r Hs = Hs(x+r)-Hs(x) $, with values of the spatial scale $r$ between 12.5 km and a global and large scale of 2000 km. For this we consider a cumulant approach: we estimate the cumulant generating function (of $\log y_r$) $\Psi(q) = \log <y_r^q>$. This function is considered in a log-stable framework, where its development is non-analytical of the form $\Psi(q)= C_1 q + C_{\alpha} q^{\alpha}$, where $C_1$ is the first cumulant ($C_1 = < \log y_r>$), $0< \alpha \leq 2$ is the non-analycity parameter and $C_{\alpha}$ a parameter. The analysis is done by partionning the global ocean into several oceans: Indian ocean, South and North Pacific, South and North Atlantic. The statistics of the three parameters are considered over the scale $r$ and for each ocean. This provides a global view of the significant wave height multi-scale fluctuations and is complementary to a previous analysis done using Fourier spectral analysis (Gao et al 2021).

How to cite: Benbelkacem, A., Schmitt, F., and Huang, Y.: A cumulant analysis of ocean waves fluctuations over the global ocean, using CFOSAT data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16217, https://doi.org/10.5194/egusphere-egu23-16217, 2023.

EGU23-16425 | ECS | Posters on site | NP6.1

Comparison of wavelet- and FFT-based bathymetry retrieval methods and its application to nearshore X-band radar image sequenses 

Pavel Chernyshov, Michael Stresser, Ruben Carrasco, and Jochen Horstmann

Wavelet- and Fast Fourier Transform (FFT)-based methods for bathymetry retrieval from X-band radar image sequences are compared and analyzed. Both methods utilize the similar idea of the waves' phase shift estimation using cross-spectral analysis. Within the FFT-based approach the corresponding technique is used to determine wave vector's components from the image sequence frequency decomposition. The last means that the time FFT is applied to the original image sequence. Then for each frequency slice the corresponding wavenumber is derived applying the cross-spectrum analysis of the one pixel shifted images in the corresponding spatial direction. In such a way a set of wavevector-frequency (k, ω) pairs are formed and filtered according to a confidence criterion that reflects the stability of the local phase pattern. In the case of a wavelet-based method the corresponding cross-spectral analysis is applied to the 2D Continuous Wavelet Transform (CWT) directional complex spectra for pairs of successive images, resulting in a set of wavevector-celerity (k, c) pairs. Further, the corresponding set of pairs are fitted to the unknown depth using nonlinear least-square method and finite water depth linear dispersion relationship as a model. Weights proportional to the spectral power density and confidence values are used in the fitting process for the wavelet- and FFT-based methods correspondingly. Furthermore, both methods are verified by applying it to stochastic simulations of corresponding shoaling sea elevation image sequences and real X-band radar image sequences collected near the Hofn tidal inlet (Iceland). For the wave simulations, a linear solution of a mild slope equation is utilized. In order to accout for the effects ofthe ambient currents, a ray-tracing technique is applied. As a testing case, the shoaling of an incident JONSWAP spectrum-based wavefields are evaluated both on the following and opposing currents. A radar image model including tilt and shadowing modulations together with speckle noise is further applied to the modeled surface elevations. Both methods are able to reconstruct the original bathymetry for intermediate to shallow water depths (kph<1.2) with plausible accuracy both for all the synthetic cases (with varied probing geometries, bottom topography, ambient current, and sea state conditions) and real radar data case. In the last case, the accuracy of the FFT-based method is on the level 0.7-0.9 m in terms of the mean absolute error value with fairly small bias the standard deviation of the error is also less than 1 m in the whole area studied except the tidal channel, where the depth gradients are significantly larger. The wavelet-based method showes a higher bias with comparable mean absolute error and standard deviation.

How to cite: Chernyshov, P., Stresser, M., Carrasco, R., and Horstmann, J.: Comparison of wavelet- and FFT-based bathymetry retrieval methods and its application to nearshore X-band radar image sequenses, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16425, https://doi.org/10.5194/egusphere-egu23-16425, 2023.

EGU23-16723 | Orals | NP6.1

Three-dimensionnal Wave-Current Interactions can significantly affect a Strong Tidal Current in a Complex Environment: Application to Alderney Race 

Anne-Claire Bennis, Lucille Furgerot, Pascal Bailly du Bois, Emmanuel Poizot, Yann Méar, and Franck Dumas

Due to the climate change, it is necessary to modify the energy modes of production. The mix energetic, based on renewable energies as tidal currents, is one of the solutions to decrease the energy production carbon footprint. This study focuses on hydrodynamic interactions in Alderney Race (France), which is the most energetic tidal site in Western Europe. The impact of a winter storm occurring during spring tide is assessed thanks to numerical modeling with a 3D fully-coupled wave-current model and in-situ data. Firstly, an analysis of the impacts of the storm on the wave field and the current effects on waves is performed. Then, the modifications of the current and tidal stream energy caused by waves are discussed. After a successful validation step with excellent PBIAS and R2 scores, the main finding are : i) although the current intensity is strong (around 3-4m/s), wave effectssignificantly change the vertical profile of the current, with a reduction of the PBIAS by a factor of 1.78 between simulations with and without wave effects, ii) ocean waves affect the tidal assymmetry, with a flood current whose intensity is 13% higher than for the ebb current, inducing a decrease of 30% in the tidal stream energy, iii) the flow is very sensitive to the angle between the directions of propagation of waves and current, with an acceleration or a reduction of the velocity, as observed in the presence of a 3D turbulent structure, iv) current effects on waves cause a wavenumber shift, changes in significant wave height (modulated by tide), wave direction due to refraction and an increase of the energy transfer from waves to ocean ascribed to the wave breaking. By a feedback mechanism, the modifications of the wave field by current and water level significantly alter the flow with a decrease of its velocity when waves propagate against current. This study shows that the 3D wave-current interactions need to be considered during a storm even during a spring tide event where currents are the strongest.

How to cite: Bennis, A.-C., Furgerot, L., Bailly du Bois, P., Poizot, E., Méar, Y., and Dumas, F.: Three-dimensionnal Wave-Current Interactions can significantly affect a Strong Tidal Current in a Complex Environment: Application to Alderney Race, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16723, https://doi.org/10.5194/egusphere-egu23-16723, 2023.

EGU23-16817 | ECS | Posters virtual | NP6.1

Comparison of CPU and GPU parallelization approaches between two programming languages in copepod model simulations 

Varshani Brabaharan, Sachithma Edirisinghe, and Kanchana Bandara

This study presents a comparative assessment to evaluate between two high performance computing languages, Java and FORTRAN for the computation vs. communication trade-off observed during a strategy-oriented copepod model simulation. Here we compared the computational time of (i) sequential processing, (ii) latency (CPU) and (iii) throughput (GPU) oriented designs. CPU based parallelization was accomplished on a 4-core Intel i7 processor with a clock speed of 1.99 GHz. On this CPU, we implemented a (i) fork/join framework design based on work-stealing algorithm in Java and (ii) Open Multi- Processing (OpenMP), a directive-based application programming interface (API) with shared memory architecture on FORTRAN 95. The GPU processing power was leveraged using the CUDA framework in Java and OpenACC API on FORTRAN on a NVIDIA GeForce MX230 with 256 unified pipelines. The simulation time for sequential CPU execution was ca. 41% lower in FORTRAN compared to Java (18 s vs. 25 s). Furthermore, the FORTRAN simulation was ca. 43% lower in execution time in latency-oriented CPU design compared to Java (10s vs. 13s). In the simulation regarding GPU-approach with unified memory space accessibility, Java computation consumed ca. 38% less time than FORTRAN (5s vs. 8s). Unlike FORTRAN, Java is purely an object-oriented language and therefore, object handling is not optimized in GNU compliers of FORTRAN. Nevertheless, memory consumption of FORTRAN can be fine-tuned thereby, decreasing latency unlike in Java. OpenMP API is based on self-consistency, shared memory architecture and its temporary view memory allows threads to cache variables and thereby reduce latency by avoid accessing the memory for each reference of variables unlike the fork/join framework in Java. Furthermore, OpenMP has a thread private memory, which allows efficient synchronization within the code. OpenACC is designed as a high-level platform, which is an independent abstract programming accelerator that offers a pragmatic alternative for accessing GPU programming without much programming effort. Nevertheless, some uses of unified memory space accessibility on NVIDIA GPU’s are better represented in CUDA despite OpenACC having a cache directive. Therefore, its best to investigate the performances of different accelerator models and different programming languages depending on the simulation needs and efficiency targets desired by the model.

Keywords: FORTRAN, Java, OpenMP, OpenACC, high-performance computing, copepods, modelling

How to cite: Brabaharan, V., Edirisinghe, S., and Bandara, K.: Comparison of CPU and GPU parallelization approaches between two programming languages in copepod model simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16817, https://doi.org/10.5194/egusphere-egu23-16817, 2023.

Phytoplankton populations have been in a steep decline in the elbe estuary since several decades. Previous studies using concentration based biochemical models helped to further the understanding of the ecosystem in general but fail to pinpoint specific reasons due to their high complexity.

We approach this problem with a novel langrangian model. By explicitly simulating phytoplankton trajectories, we are able to examine bathymetry-related effects. These effects can play a big role in the Elbe estuary due the high average depth in the navigational channel of Hamburg’s harbor.  In detail, or model represent processes like turbulent dispersion, vertical migration and stranding mechanics to study this problem. To our knowledge this is the first time that this problem is tackled with such a method that includes biological processes in an estuarine context.

We will present results from experiments looking at Phytoplankton retention mechanics to avoid outwashing and depth related mortality in the navigational channel.

How to cite: Steidle, L.: Phytoplankton trajectories in the Elbe estuaries - examinig retention and die-off in the Hamburg harbor, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16913, https://doi.org/10.5194/egusphere-egu23-16913, 2023.

EGU23-17262 | ECS | Posters on site | NP6.1

Internal tides off the Amazon shelf: importance to structure ocean's temperature during two contrasted seasons 

Fernand Assene, Ariane Koch-Larrouy, Isabelle Dadou, Michel Tchilibou, Guillaume Morvan, Jérôme Chanut, Vincent Vantrepotte, Damien Allain, and Trung-Kien Tran

Tides and internal tides (IT) in the ocean can significantly affect local to regional ocean temperature and even sea surface temperature (SST), via processes such as vertical mixing, vertical advection and transport of water masses. Offshore of the Amazon River, IT have already been detected and studied; however, their impact on temperature, SST and associated processes are not known in this region. In this work, we use high resolution (1/36°) numerical simulations with and without the tides from an ocean circulation model (NEMO) which explicitly resolves the internal tides (IT), to assess how they can affect ocean temperature in the studied area. We distinguish the analysis for two contrasted seasons, from April to June (AMJ) and from August to October (ASO), since the seasonal stratification off the Amazon River modulates the IT’s response and their influence in temperature.  

The IT are well reproduced by the model, and are in good agreement with observations, for both their generation and their propagation. The simulation with tides is in better agreement with satellite SST data compared to the simulation without tides. During ASO season, stronger meso-scale currents, deeper and weaker pycnocline are observed in contrast to the AMJ season. Results show that the observed coastal upwelling during ASO season is well reproduced by the model including tides, whereas the no-tide simulation is too warm by +0.3 °C at sea surface. In the subsurface above the thermocline, the tide simulation is cooler by -1.2 °C, and warmer below the thermocline by +1.2 °C compared to the simulation without the tides. The study further highlights that the IT induce vertical mixing on their generation site along the shelf break and on their propagation pathways towards the open ocean. This process explains the cooler temperature at the ocean surface and in the subsurface water above the thermocline and a warming in the deeper layers (below the thermocline). The surface cooling induced in turn an increase of the net heat flux from the atmosphere to the ocean surface, which could induce significant changes in the local and even for the regional tropical Atlantic atmospheric circulation and precipitation. We therefore demonstrate that IT, mainly via vertical diffusivity along their propagation pathways of approximately 700 km offshore, and tides over the continental shelf, play a key role on the temperature structure off the Amazon River mouth, particularly in the coastal cooling enhanced by IT.  

How to cite: Assene, F., Koch-Larrouy, A., Dadou, I., Tchilibou, M., Morvan, G., Chanut, J., Vantrepotte, V., Allain, D., and Tran, T.-K.: Internal tides off the Amazon shelf: importance to structure ocean's temperature during two contrasted seasons, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17262, https://doi.org/10.5194/egusphere-egu23-17262, 2023.

EGU23-17324 | Orals | NP6.1

Inertial torque on a squirmer 

Bernhard Mehlig, Fabien Candelier, Jingran Qiu, Lihao Zhao, and Greg Voth

A small spheroid settling in a quiescent fluid experiences an inertial torque that aligns it so that it settles with its broad side first. Here we show that an active particle experiences such a torque too, as it settles in a fluid at rest. For a spherical squirmer, the torque is T = -9/8  mf (vs(0)  x vg(0)), where vs(0)  is the swimming velocity, vg(0) the settling velocity in the Stokes approximation, and mf the equivalent fluid mass. This torque aligns the swimming direction against gravity: swimming up is stable, swimming down is unstable. This talk is based on Candelier, F., Qiu, J., Zhao, L., Voth, G., & Mehlig, B. (2022). Inertial torque on a squirmer. Journal of Fluid Mechanics, 953, R1.

How to cite: Mehlig, B., Candelier, F., Qiu, J., Zhao, L., and Voth, G.: Inertial torque on a squirmer, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17324, https://doi.org/10.5194/egusphere-egu23-17324, 2023.

The Salish Sea is a semi-enclosed coastal sea between Vancouver Island and the coast of British Columbia and Washington State, invaluable from both an economic and ecologic perspective. Pacific inflow to the Sea is the main contributor of many biologically important constituents. The contribution of Pacific water masses to the flow through Juan de Fuca Strait (JdF), the Salish Sea’s primary connection to the Pacific Ocean, is explored. Quantitative Lagrangian particle tracking using Ariane was applied to two numerical ocean models (CIOPS-W in the shelf region, and SalishSeaCast in the Salish Sea) matched together within JdF. Water parcels seeded near the entrance of JdF were integrated forwards and backwards in time to assess water mass path (and properties while on this path) from the shelf region and once within the Salish Sea in more detail than previously possible. During summer upwelling, intermediate flow from the north shelf and offshore dominate inflow, while during winter downwelling, intermediate flow from the south shelf and surface flow from the Columbia River plume are the dominant sources. A weaker and less consistent estuarine flow regime in the winter led to less Pacific inflow overall and a smaller percentage of said inflow reaching the Salish Sea's inner basins than in the summer. Nevertheless, it was found that winter dynamics are the main driver of interannual variability, in part due to the strongly anti-correlated behaviour and distinct properties of the two dominant winter sources. This analysis extends the knowledge on the dynamics of Pacific inflow to the Salish Sea and highlights the importance of winter inflow to the interannual variability in biogeochemical conditions in the region.

How to cite: Beutel, B. and Allen, S.: Interannual and seasonal water mass analysis in the Salish Sea using Lagrangian particle tracking, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-316, https://doi.org/10.5194/egusphere-egu23-316, 2023.

EGU23-2725 | ECS | Posters on site | NP6.3

Lagrangian Spatiotemporal Fingerprints of Dissolved Inorganic Carbon in Eighteen Degree Water Formation 

Daan Reijnders, Dorothee Bakker, and Erik van Sebille

Mode waters are defined as thick, weakly stratified layers with homogeneous properties. They have the ability to store these properties, such as heat, carbon and nutrients, and exchange these with the surface or atmosphere during outcropping events or with other layers via mixing processes. Eighteen Degree Water (EDW) is the subtropical mode water of the western North Atlantic. Its yearly outcropping events in late winter makes it an important regulator of ocean heat, nutrients and carbon in the North Atlantic on annual timescales.

Previous studies have given insight into the formation and destruction of Eighteen Degree Water. These have largely focused on physical aspects such as EDW formation rates. Due to the importance of EDW formation in setting the biogeochemical environment in the North Atlantic, it is instructive to investigate how biogeochemical tracers are altered along EDW formation routes. This study investigates in particular how dissolved inorganic carbon (DIC) is altered along ocean water parcel trajectories as EDW is formed. To do so, we compute Lagrangian trajectories of subducted EDW backwards in time using a coupled hydrodynamic and biogeochemical model. By sampling biogeochemical tracer values along Lagrangian pathways, we construct timeseries which we use to map the dominant locations at which DIC concentrations are altered in space and time to identify the Lagrangian fingerprint of DIC in Eighteen Degree Water.

How to cite: Reijnders, D., Bakker, D., and van Sebille, E.: Lagrangian Spatiotemporal Fingerprints of Dissolved Inorganic Carbon in Eighteen Degree Water Formation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2725, https://doi.org/10.5194/egusphere-egu23-2725, 2023.

EGU23-3970 | ECS | Posters on site | NP6.3 | Highlight

Lagrangian trajectories to assess marine plastic pollution distribution in the Canary Islands 

Marcos Cividanes García, Borja Aguiar González, May Gómez Cabrera, Alicia Herrera Ulibarri, Ico Martínez Sánchez, Ángel Rodríguez Santana, and Francisco José Machín Jiménez

The increasing presence of plastics in the ocean is a harmful problem for marine ecosystems and the socio-economic sector. A recurrent type of debris gathered in waters of the Canary Islands are the identification tags employed at lobster traps deployed at the north-eastern coast of North America. Since 2016 to the present, these debris have been routinely collected and classified by the EOMAR group (MICROTROFIC Project) through coastal sampling focused on the eastern part of the Canary archipelago. In order to address this problem, a further understanding of the distribution and dynamics of these debris in the ocean is demanding. In this work, a pre-existing tool in Matlab has been upgraded to produce Lagrangian trajectories based on Marine Copernicus surface current velocity (GLORYS12V1). The main goal is to assess the trajectories that floating particles might follow in the North Atlantic subtropical gyre when released over a grid in the north-eastern coast of North America (Gulf of Maine). Our results provide a quantitative basis about the link between the North American north-eastern coast and the Canary Islands, where the presence of these and other debris is of increasing concern.

How to cite: Cividanes García, M., Aguiar González, B., Gómez Cabrera, M., Herrera Ulibarri, A., Martínez Sánchez, I., Rodríguez Santana, Á., and Machín Jiménez, F. J.: Lagrangian trajectories to assess marine plastic pollution distribution in the Canary Islands, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3970, https://doi.org/10.5194/egusphere-egu23-3970, 2023.

EGU23-4003 | ECS | Orals | NP6.3

Quasi-Objective Eddy Visualization from Sparse Drifter Data 

Alex Pablo Encinas Bartos, Nikolas O. Aksamit, and George Haller

Lagrangian eddies, generally referred to as elliptic Lagrangian coherent structures (LCS) in the dynamical systems literature, are material objects that trap and transport floating particles over large distances in the ocean in a coherent fashion. In order to expand our understanding of the transport of marine tracers, we need to accurately and reliably track the evolution of vortical flow structures. Drifter trajectories represent a valuable but sparse source of information for this purpose. We employ a recently developed single-trajectory Lagrangian diagnostic tool, the trajectory rotation average (TRA), to visualize oceanic vortices (or eddies) from sparse drifter data in a quasi-objective fashion. We apply the TRA to two drifter data sets that cover various oceanographic scales: the Grand Lagrangian Deployment (GLAD) and the Global Drifter Program (GDP). Based on the TRA, we develop a general algorithm that extracts approximate eddy boundaries. We find that the TRA outperforms other available single-trajectory-based eddy detection methodologies on sparse drifter data and identifies eddies on scales that are unresolved by satellite-altimetry.

How to cite: Encinas Bartos, A. P., O. Aksamit, N., and Haller, G.: Quasi-Objective Eddy Visualization from Sparse Drifter Data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4003, https://doi.org/10.5194/egusphere-egu23-4003, 2023.

EGU23-6036 | Orals | NP6.3

A versatile Lagrangian-data aggregation framework for marine biological dispersal studies 

Willi Rath, Lara Schmittmann, Carola Trahms, Felix Kirch, Leon Mock, and Arne Biastoch

Lagrangian particle dispersal simulations are widely used for studying directed connectivity between different locations in the ocean. They are used, both, for the understanding of ocean physics and for interdisciplinary questions. One biological example is the dispersal of passively drifting marine organisms.

The typical modus operandi of such “bio-physical” studies is to design an underlying Lagrangian simulation in close synchronisation with a specific biological research question. This leads to a conflation of concerns between physical and biological aspects of the study. This conflation might result in repeated and slow development cycles of re-calculation for different scenarios and hence inhibit scientific progress.

We aim at improving the separation of concerns between biological and physical components for bio-physical Lagrangian studies, by aggregating physical Lagrangian data into directed multigraphs encoding locations as nodes and multiple parallel pathways as directed edges. Those graphs condense the physics-based information on directed oceanic relations and thus serve as a basis for simultaneously answering various biological questions on connectivity. As the proposed aggregation retains the distinction of different pathways between locations, it can, to some extent, also provide information of underway environmental conditions. This greatly enhances the range of applications of our approach over existing aggregations of Lagrangian data as connectivity probability graphs.

We present a specific set of biological case studies — the multi-year spreading of two oyster diseases in the North Sea — and develop a framework that facilitates efficiently and simultaneously testing multiple biological hypotheses for marine diseases of various species based on the same processed physical data set.

How to cite: Rath, W., Schmittmann, L., Trahms, C., Kirch, F., Mock, L., and Biastoch, A.: A versatile Lagrangian-data aggregation framework for marine biological dispersal studies, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6036, https://doi.org/10.5194/egusphere-egu23-6036, 2023.

EGU23-6537 | ECS | Orals | NP6.3

Forecast of Particle Spreading Using Machine Learning in a Complex Multiple-Inlet Coastal System 

Jeancarlo M. Fajardo-Urbina, Yang Liu, Ulf Gräwe, Sonja Georgievska, Meiert W. Grootes, Herman J.H. Clercx, Theo Gerkema, and Matias Duran-Matute

The implementation of continuous operational forecast systems using numerical models for coastal environments are scarce, computationally expensive, and difficult to maintain. As an alternative, computationally cheaper tools such as machine learning models can be employed. This is especially relevant when the time to produce a forecast is paramount like in oil spills, marine litter spread due to container-ship accidents, and search and rescue operations. Working in this direction, we tested the skill of an advanced deep learning model, namely a convolutional long short-term memory network (ConvLSTM), to predict the Lagrangian advection (the displacement vector of the center of mass) and the dispersion (the spread described by a covariance matrix) of patches of passive tracers. This model was trained with data from a realistic numerical simulation of the Dutch Wadden Sea: a multiple-inlet system of great ecological importance. Using the relevant drivers (wind, tidal amplitude, and atmospheric pressure), the model was set to learn the advection and dispersion after one tidal period of clouds of particles released on a 200 x 200 m grid, covering the entire DWS. Our results show that the model learned the system-wide temporal variability of both advection and dispersion, while the local spatial features were better reproduced for advection than for dispersion. We use the predicted advection and dispersion as inputs to a set of stochastic differential equations for the reconstruction of particle trajectories, as it is commonly done in particle tracking applications that employ diffusion instead of dispersion. We were able to predict the temporal evolution over several tidal periods of particle patches released from specific locations under contrasting cases like calm and stormy conditions. Our method was employed to predict only the horizontal spreading, but it can be extended to predict the 3D evolution of the particle clouds. Finally, our approach requires simulation data and relevant drivers (e.g. atmospheric forcing and tidal amplitudes) for training and the same drivers from any typical forecast systems for forecasting the evolution of particle patches, which makes it a promising operational tool.

How to cite: Fajardo-Urbina, J. M., Liu, Y., Gräwe, U., Georgievska, S., Grootes, M. W., Clercx, H. J. H., Gerkema, T., and Duran-Matute, M.: Forecast of Particle Spreading Using Machine Learning in a Complex Multiple-Inlet Coastal System, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6537, https://doi.org/10.5194/egusphere-egu23-6537, 2023.

EGU23-7212 | ECS | Orals | NP6.3

Lagrangian tracer spreading in surface ocean turbulence with ageostrophic dynamics 

Michael Maalouly, Gilmar Mompean, and Stefano Berti

Ocean submesoscales are characterized by horizontal scales smaller than approximately 10 km that evolve with timescales of O(1) day. Due to their small size and rapid temporal evolution, they are notoriously difficult to measure. In particular, the associated velocity field is not resolved in current satellite altimetry products. At these scales, surface ocean flows are populated by small eddies, and filaments linked with strong gradients of physical properties, such as temperature. Several recent studies indicate that submesoscale fronts are associated with important vertical velocities, thus playing a significant role in vertical transport. On that account, these fine-scale flows are key to the dynamical coupling between the interior and the surface of the ocean, as well as to plankton dynamics and marine ecology. In spite of their importance, the understanding of submesoscale ocean dynamics is still incomplete. In particular, a relevant open question concerns the role played by the ageostrophic components of the surface velocity field that manifest at these scales.

By means of numerical simulations, we investigate ocean submesoscale turbulence in the SQG+1 model, which accounts for ageostrophic motions generated at fronts, and which is obtained as a small-Rossby-number approximation of the primitive equations. In the limit of vanishing Rossby number, this system gives surface quasi-geostrophic (SQG) dynamics. In this study, we explore the effect of the ageostrophic flow components on the spreading process of Lagrangian tracer particles on the horizontal. We particularly focus on the characterization of pair-dispersion regimes and particle clustering, as a function of the Rossby number, using different indicators. The observed Lagrangian behaviours are further related to the structure of the underlying turbulent flow. We find that relative dispersion is essentially unaffected by the ageostrophic flow components. However, these components are found to be responsible for (temporary) particle aggregation in cyclonic frontal regions. These results appear interesting for the modelling of submesoscale dynamics and for comparison purposes with the new high-resolution surface current data that will be soon provided by the satellite SWOT.

How to cite: Maalouly, M., Mompean, G., and Berti, S.: Lagrangian tracer spreading in surface ocean turbulence with ageostrophic dynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7212, https://doi.org/10.5194/egusphere-egu23-7212, 2023.

EGU23-7220 | ECS | Orals | NP6.3

Impact of Model Resolution on Mixing and Dispersion in the Gulf of Mexico 

Nektaria Ntaganou, Eric Chassignet, and Alexandra Bozec

We investigate the importance of model resolution in identifying the nature of mixing and dispersion in the Gulf of Mexico, by comparing two data-assimilative, high-resolution simulations, one of which is submesoscale-resolving. By employing both Eulerian and Lagrangian metrics, upper-ocean differences between the mesoscale- and submesoscale-resolving simulations are examined. Focusing on regions characterized by high submesoscale activity, we approach the notion of mixing by tracking the generation of Lagrangian Coherent Structures (LCSs) and transport barriers. Finite-time Lyapunov exponents (FTLE) fields reveal higher separation rates of fluid particles in the submesoscale-resolving case which indicates more vigorous mixing. Using probability density functions (PDFs), the extent of mixing homogeneity is also explored, with preliminary results suggesting that mixing is more homogeneous in the submesosclae-resolving case. Finally, we aim to identify regions of convergence in the areas of interest by advecting passive tracers that tend to organize themselves along attracting LCSs. Applications of passive tracer advection are then translated to extreme event situations, such as the Deepwater Horizon.  

How to cite: Ntaganou, N., Chassignet, E., and Bozec, A.: Impact of Model Resolution on Mixing and Dispersion in the Gulf of Mexico, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7220, https://doi.org/10.5194/egusphere-egu23-7220, 2023.

EGU23-8646 | Orals | NP6.3

Mixing and transport across the Atlantic Meridional Overturning Circulation: a 3D geometrical perspective 

Ana M. Mancho, Renzo Bruera, Jezabel Curbelo, and Guillermo Garcia-Sanchez

Vertical motions across the ocean are central to processes, like CO2 fixation, heat removal or pollutant transport, which are essential to the Earth’s climate. This presentation describes 3D conveyor routes across the Atlantic Meridional Overturning Circulation (AMOC), with the support of Lagrangian Coherent Structures. Our findings show the geometry of mixing structures in the upper and deep ocean layers. We identify among others, zones linked to vertical transport and characterize vertical transport time scales.

 

Acknowledgments: RB acknowledges support of a CSIC JAE intro fellowship.  AMM and GGS acknowledge the support of a CSIC PIE project Ref. 202250E001 and MICINN grants PID2021-123348OB-I00 and EIN2020-112235. AMM is an active member of the CSIC Interdisciplinary Thematic Platforms POLARCSIC. JC acknowledges the support of the RyC project RYC2018-025169, the Spanish grant PID2020-114043GB-I00 and the Catalan Grant No. 2017SGR1049 and the ``Beca Leonardo a Investigadores y Creadores Culturales 2022 de la Fundación BBVA''.

How to cite: Mancho, A. M., Bruera, R., Curbelo, J., and Garcia-Sanchez, G.: Mixing and transport across the Atlantic Meridional Overturning Circulation: a 3D geometrical perspective, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8646, https://doi.org/10.5194/egusphere-egu23-8646, 2023.

On 13 August 2021, the Fukutoku-Okanoba submarine volcano in the North Pacific Ocean was erupted. Satellites detected many pumice rafts that drifted westward to reach southern Japan in about two months. To cope with potential danger due to the pumice rafts, it is crucial to predict their trajectories. Using a Lagrangian particle tracking model, the trajectories of the rafts were investigated. The model results showed strong sensitivity to the windage coefficient of pumice rafts, which is uncertain and could cause large errors. By comparing the model results with satellite images using a skill score, the distance between a simulated particle and the nearest observed raft divided by the travel distance of the particle, an optimal windage coefficient was estimated. The optimal windage coefficients ranging between 2 to 3% produced pathways comparable to the obervation using satellites. The pumice rafts  moved from Fukutoku-Okanoba, toward the Ryukyu Islands for approximately two months before being pushed toward Taiwan by the intensified wind. The techniques presented here may become helpful in managing coastal hazards due to diverse marine debris.

How to cite: Park, Y.-G., Iskandar, M. R., kim, K., and Jin, H.: Tracking the pumice rafts from the recent eruption of the submarine volcano Fukutoku-Okanoba, Japan using Satellites and Lagrangian Particles tracking, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10296, https://doi.org/10.5194/egusphere-egu23-10296, 2023.

EGU23-11091 | Posters virtual | NP6.3

Detection of materially coherent eddies in the Bay of Bengal 

Lijin Jayan, Jishad Mandayi, Neeraj Agarwal, Rashmi Sharma, and Manikandan Mathur

Eddies are prominent features in the ocean and these energetic circulatory motions influence lateral and vertical transport of heat, mass and momentum. Ability of these eddies to coherently transport various scalar species is an important consideration in understanding freshwater transport, locating regions of harmful algal blooms, oxygen deficient zones and potential fishing zones. In this study, we present an implementation of Lagrangian Averaged Vorticity Deviation (LAVD) technique to detect materially coherent eddies from satellite derived sea surface currents in the Bay of Bengal (BoB). We also evaluate the efficacy of a Eulerian method based on sea surface height (SSH) in capturing materially coherent eddies in the BoB. Parameter values for robust detection of eddies are determined by performing a systematic sensitivity analysis in both the methods. Finite time material behaviour of eddies detected using both the methods are evaluated by numerical particle advection experiments. We then focus on material coherence of Sri Lanka Dome (SLD), an annually occurring cyclonic eddy of dynamical relevance in the BoB. SLD characteristics including its spatio-temporal evolution is discussed by analysing ocean surface currents data spanning 27 years from 1993 to 2019.

How to cite: Jayan, L., Mandayi, J., Agarwal, N., Sharma, R., and Mathur, M.: Detection of materially coherent eddies in the Bay of Bengal, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11091, https://doi.org/10.5194/egusphere-egu23-11091, 2023.

EGU23-13939 | ECS | Orals | NP6.3

Inertial effects on the transport of an anisotropic particle in surface gravity waves 

Himanshu Mishra and Anubhab Roy

We study the transportation and rotational dynamics of a finite-sized spheroidal particle in a linear monochromatic surface gravity wave to better understand the transport dynamics of microplastics in oceanic flows. A spheroidal particle, modeled as an anisotropic tracer, attains preferential alignment in a linear wavy flow. We analyze the drift of a finite-size anisotropic particle and find that the horizontal drift of such particles can either increase or decrease depending on the initial orientation and the ratio of the size of the particle to the wavelength of the background wave field. Next, we derive the finite-size modification to the preferred alignment of the spheroidal particle with the flow propagation direction of the wave. In most scenarios, particles in the ocean can have a wide range of densities and are classified into positively and negatively buoyant particles. Negatively buoyant particles settle in a wavy flow with complex trajectories. We study the effect of the orientation and size of such particles on settling and show that the aspect ratio of the particle could alter the trajectory in the wave propagation direction. We also obtain a non-zero vertical Stokes drift. Finally, we consider the effects of fluid and particle inertia in our coupled evolution equations and study the drift and the orientation of an anisotropic particle in a wavy flow field. We demonstrate that considering such an effect could provide a complete picture of the transport and dynamics of microplastics in the upper part of the ocean that can be described more accurately. 

How to cite: Mishra, H. and Roy, A.: Inertial effects on the transport of an anisotropic particle in surface gravity waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13939, https://doi.org/10.5194/egusphere-egu23-13939, 2023.

EGU23-14947 | Posters on site | NP6.3

Small-scale Lagrangian modelling of air bubbles and oil droplets under breaking waves 

Tor Nordam and Arsalan Mostaani

Lagrangian transport modelling is commonly applied for marine environmental transport problems. When applied to problems on a timescale of days to weeks, such as marine oil spills, Lagrangian models are often forced with environmental data from operational models for atmosphere, waves and ocean currents. These models typically have a temporal resolution of around 1 hour. Effects that take place on shorter timescale, such as entrainment of oil droplets and air bubbles due to breaking waves, must therefore be parametereised.

On short timescales, the random flight approach is clearly more realistic than a random walk, since the particles have a well-defined and realistic velocity, regardless of the length of the timestep, and since particles in real turbulence do not instantaneously change their direction by arbitrarily large amounts. A consequence of this is that in random flight, particles exhibit superdiffusion on short timescales, and normal diffusion on long timescales, compared to the de-correlation time of the turbulent motion. Random walk methods, on the other hand, always behave as diffusion. Hence, random flight methods are expected to be more relevant for small-scale modelling of transport on short timescale under breaking waves.

Here, we consider small-scale modelling of oil droplet and air bubble entrainment, modelling the transport close to the surface, and at high temporal resolution. We use two different Lagrangian methods: random walk (AR0) and random flight (AR1), and compare the two modelling approaches to each other, as well as to pre-existing parameterisations of the average effects of entrainment. Input parameters to the Lagrangian models are informed by experimental turbulence measurements in a wave flume, and RANS-modelling of the breaking wave. Comparison of particle transport to observations in experimental flume work is ongoing.

How to cite: Nordam, T. and Mostaani, A.: Small-scale Lagrangian modelling of air bubbles and oil droplets under breaking waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14947, https://doi.org/10.5194/egusphere-egu23-14947, 2023.

EGU23-15421 | ECS | Posters on site | NP6.3

Lagrangian dynamics of heavy inertial particles on vortical flows 

Anu Viswanathan Sreekumari Nath and Anubhab Roy

We study the dynamics of dust particles in various vortical flows which is relevant to geophysical context. The inertial particles are advected by the background vortex flow. The dynamics is tracked using the Maxey-Riley equation. The finite inertia of the particles make their dynamics different from passive fluid parcels, which is interesting. The dust particles may show periodic dynamics or chaotic diffusion depending on parametric variations. The result contradicts the earlier predictions that only density matched inertial particles can have chaotic dynamics, which we justify through our explanation. In addition, the heavy inertial particles in a self rotating vortex patch is observed to be attracted near the vortical region, which is contrary to the physics where they should ideally centrifuged out. The reason behind this phenomena also we explore in detail here.

How to cite: Viswanathan Sreekumari Nath, A. and Roy, A.: Lagrangian dynamics of heavy inertial particles on vortical flows, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15421, https://doi.org/10.5194/egusphere-egu23-15421, 2023.

EGU23-15441 | ECS | Posters on site | NP6.3

Measurements of bubble size distribution underneath breaking waves 

Arsalan Mostaani, Tor Nordam, and Emlyn Davies

Entrainment of particles by breaking waves are an important process for several applications. For example, entrainment of air bubbles is relevant for air-sea gas exchange, which in turn is relevant for climate modelling. Entrainment of oil droplets in a marine oil spill will have an effect on the fate of the oil, and help determine environmental effects. Hence, being able to measure and model these entrainment effects are important.

We are conducting experiments in a linear wave flume, with piston-type wave maker, looking at entrainment of air bubbles under breaking waves. Using a camera system with a uniform backlight and a telecentric lens, the SINTEF SilCam, we can image bubbles ranging in size from tens of micrometers, to cm scale. By accurately constraining the measurement volume, we can determine concentration of bubbles of different sizes. Taking images at high frequency, and repeating the same breaking wave many times, we are able to measure the time-development of the ensemble-average bubble size distribution.

In this poster, we describe the camera system and the image analysis pipeline, and we present some preliminary results and discuss some of the inherent challenges in measuring bubble size distributions close to the surface underneath breaking waves.

How to cite: Mostaani, A., Nordam, T., and Davies, E.: Measurements of bubble size distribution underneath breaking waves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15441, https://doi.org/10.5194/egusphere-egu23-15441, 2023.

EGU23-1477 | ECS | Orals | SSP1.4

Microplastic Interaction with Soil Water - Visualization and Quantification with Neutron and X-ray Imaging 

Andreas Cramer, Pascal Benard, Kaestner Anders, Mohsen Zarebanadkouki, and Andrea Carminati

Soil is considered the largest sink of microplastics (MP) in terrestrial ecosystems. Among the expected effects of MP as hydrophobic surface addition is the likelihood that MP enhances soil water repellency. So, crucial for MP fate in soils is the interaction between MP and water. If MP is translocated by water flow and, vice versa, MP impacts water flow, to what extent? Water flow on the pore scale will be impacted with feedbacks on transport and retention of MP. However, we don’t know the extent of and conditions under which MP are transported through porous media and, if deposited, how they interplay with soil water dynamics. We hypothesize that: (i) isolated MP are displaced and translocated by air-water interfaces and (ii) local accumulation of MP is facilitated by bypassing water flow. To approach this question, neutron and x-ray imaging of MP and water in soils was utilized.

Dual neutron and x-ray imaging at the beamlines ICON (Paul-Scherrer-Institute) during repeated wetting-drying cycles was applied to trace MP-water interactions in aluminum cylinders filled with sand (0.7-1.2 mm) and MP (PET, 20-75 µm) in gravimetric contents of 0.35, 1.05 and 2.10%. The contents refer to static contact angle estimations of the mixtures resembling < 90°, 90° and > 90°. First, simultaneous neutron and x-ray tomography captured the initial dry MP configuration in samples. Subsequently, neutron radiographies of deuterated water flow through the sample of 1 ml min-1 were recorded for 200s. After drying, repeated tomography gave insights into MP translocation.

Neutron and x-ray imaging results showed that regions of major MP content are water repellent. Water flow bypasses and MP is mainly retained. Resultant air entrapments lead to reduced water contents. In regions of minor MP content water can infiltrate. Here, the air-water interface collects isolated MP and shifts their distribution towards an enhanced accumulation.

Extrapolation of these results to natural soil systems suggests that vertical transport of MP can be limited especially at hotspots of high MP contents. Water bypasses here. This might limit the water dependent degradation processes of MP due to reductions in hydrolysis, coating and colonization by microorganisms even elongating the process of natural attenuation.

How to cite: Cramer, A., Benard, P., Anders, K., Zarebanadkouki, M., and Carminati, A.: Microplastic Interaction with Soil Water - Visualization and Quantification with Neutron and X-ray Imaging, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1477, https://doi.org/10.5194/egusphere-egu23-1477, 2023.

EGU23-2559 | ECS | Posters on site | SSP1.4

Leaching of carbon, metals, and additives from microplastics to water 

Katerina Novotna, Lenka Cermakova, and Martin Pivokonsky

The occurrence of microplastics (MPs) has been evidenced worldwide in various aquatic environments, and while quite many studies have been devoted to the quantification and characterisation of these MPs, the knowledge of potential leaching from MPs to water is yet limited. In the current study, a range of different MPs prepared from consumer plastic products were soaked in water for 12 weeks, and variable composition of the water leachates was continuously analysed. Majority of investigated MPs released substantial amounts of dissolved organic carbon, with the maximum of approximately 65 mg per g of MPs after the 12 weeks, and some MPs also released dissolved inorganic carbon. Additionally, up to 10 other elements were detected in individual leachates – including metals (Al, Ba, Ca, Fe, K, Mg, Mn, Na, Zn) and one metalloid (Si). Out of those, Ca, K, and Na occurred most frequently, while Ca reached the highest values (up to approximately 2.5 mg per g MPs). In general, the overall highest leaching was observed in the case of MPs comprising polyurethane, polyvinyl chloride, and acrylonitrile-butadiene copolymer as the main polymers. Another general observation is that the leaching was usually most rapid during the first few weeks of MP contact with water. Further, in order to provide a better insight into composition and properties of the leachates, non-target analysis was conducted, and dozens of chemical individuals were tentatively identified in the leachates. Considering that the amounts of some elements released from MPs were quite high, and that some of the tentatively identified compounds are considered harmful to human health and/or to the environment, the leaching from MPs to ambient water might be important from different perspectives, including toxicology as well as fluxes of carbon and metals.

How to cite: Novotna, K., Cermakova, L., and Pivokonsky, M.: Leaching of carbon, metals, and additives from microplastics to water, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2559, https://doi.org/10.5194/egusphere-egu23-2559, 2023.

EGU23-2560 | ECS | Posters on site | SSP1.4

Investigating microplastics at two drinking water treatment plants within a river catchment 

Lenka Cermakova, Katerina Novotna, and Martin Pivokonsky

Microplastics (MPs) are emerging globally distributed pollutants of aquatic environments. Nowadays, MPs are being detected in seas, oceans and freshwater bodies worldwide, even in very remote areas. Studies have reported also the occurrence of MPs in potable water. Despite the potential adverse effects on human health are still largely unknown, the presence of MPs in drinking water deserves more attention. Besides the need for elimination of MPs in natural environments, it is necessary to focus also on their fate and removability at drinking water treatment plants (DWTPs) that pose a barrier for MPs to enter water for human consumption. In our study, we decided to provide unique insight into the occurrence of MPs at two different DWTPs situated on the same river but differing in treatment technology. Quantification and characterization of MPs ≥ 1 μm was conducted not only in raw and treated water but also after each technological treatment step. The results showed that the content of MPs varied greatly between the DWTPs. There were 23 ± 2 and 14 ± 1 MPs L−1 in raw and treated water, respectively, at the upstream DWTP. By contrast, 1296 ± 35 and 151 ± 4 MPs L−1 were found in raw and treated water, respectively, at the downstream DWTP. The majority (>70%) of MPs were smaller than 10 μm, and irregular fragment shape prevailed over fibres. Cellulose acetate, polyethylene terephthalate, polyvinyl chloride, polyethylene, and polypropylene were the most frequently occurring materials. Total removal of MPs of 88% was achieved at the DWTP with a higher initial MP number and more complicated treatment technology consisting of coagulation-flocculation-sedimentation, deep-bed filtration through clay-based material, and granular activated carbon adsorption. These steps contributed to MP elimination by 62%, 20%, and 6%, respectively. These results contribute to filling the knowledge gap regarding the removability of different types of MPs by distinct drinking water treatment technologies operating under ordinary conditions.

How to cite: Cermakova, L., Novotna, K., and Pivokonsky, M.: Investigating microplastics at two drinking water treatment plants within a river catchment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2560, https://doi.org/10.5194/egusphere-egu23-2560, 2023.

EGU23-2670 | ECS | Posters on site | SSP1.4

Soil susceptibility to wind erosion drives the abundance of microplastics in remote Scottish soils 

Tereza Pavlíková, David Pavlík, Jan Divíšek, and Daniel Nývlt

Microplastics have been found in various places, including not only densely populated areas of China or Germany but also remote high-altitude places like the Himalayas or the Pyrenees. However, the remoteness of a place is not determined only by its altitude. The Outer Hebrides (Scotland), with a low population and minimum industry, are remote in terms of direct pollution. This study aims to analyse the occurrence and spatial distribution of microplastics in soils of the Outer Hebrides to discover the factors driving the abundance of microplastics and to find how much more or less are remote Scottish soils polluted with microplastics than inland soils of populated areas.

In the Isle of South Uist, 123 topsoil samples were collected along the western coastline and in four transects through the isle in the west-east direction. In total, 63 samples were analysed using an optical microscope to quantify the plastic microfibres visually using a semi-automatic algorithm. The amounts of microfibres were statistically processed, and their distribution was modelled for the entire archipelago.

More microplastics are present in inland soils with loamy soil texture, denser vegetation and denser roots (median = 36,900 microfibres/L) than in coastal soils with sandy soil texture, sparse vegetation and low root density (median = 3,580 microfibres/L). Their abundance is mainly influenced by soil texture, vegetation density, and root density.

With the south-western prevailing wind direction, we assume that most microfibres enter the island from the Atlantic Ocean, and the wind transports the microfibres inland to the east. Wind deflates the microfibres from coastal soils, and microfibres are deposited in inland soils. The inland soils are less susceptible to wind erosion, and the microfibres accumulate there.

Thus, the remoteness of the Outer Hebrides does not guarantee low microplastic pollution. Contrarily, the Hebridean soils are extensively more polluted than most so far studied sites. The level of pollution is comparable to only a few studies where the abundance of microplastics in the soils is similar, e.g. Beijing (China), Lower Rhine basin (Germany) or Coimbra (Portugal). However, these sites are much more populated and interconnected, which suggests a great contribution of microplastic pollution from Atlantic Ocean and a great magnitude of wind transport processes in the Outer Hebrides.

How to cite: Pavlíková, T., Pavlík, D., Divíšek, J., and Nývlt, D.: Soil susceptibility to wind erosion drives the abundance of microplastics in remote Scottish soils, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2670, https://doi.org/10.5194/egusphere-egu23-2670, 2023.

EGU23-2997 | Posters on site | SSP1.4

The circularity of marine microplastics under the influence of climate change 

Chihhao Fan and You-Yi Lee

Since plastics were first made in the early 20 century, global plastic production has increased dramatically and annual plastic use reached 460 million metric tons (Mt) in 2019. Although the advent of plastics creates miraculous economic achievements, it brings about severe pollution at the same time. As the life cycle of plastic use worldwide is still in linear form, mismanaged plastic waste might break into microplastics and accumulate in the environment. Rivers are the main route by which plastics enter the ocean. The process may take years or decades for microplastics to reach the ocean. The ocean surface currents were responsible for the transport of plastic waste and the ocean is its ultimate destination. This study correlated the fate of marine microplastics with economic growth under the influence of climate change. Taking 1960 as a benchmark, the trend of world GDP growth coincided with the growth of annual plastic production, indicating that economic growth heavily relies on plastic-related industries. Plastics emit a high amount of greenhouse gas (GHG) through their life span, enhancing the negative impact of climate change, causing the faster weathering process to form microplastics, and further enabling the leakage into the aquatic environment. According to the OECD statistics, 1.7 Mt of plastics entered the ocean system in 2019, reaching the total accumulation of 30 Mt of plastic waste since 1970. Global warming over past decades enhances the Earth's ocean currents which induced the acceleration of ocean plastic distribution. The accelerated ocean transportation may increase plastic accumulation at the garbage patches within five gyres and the Arctic Ocean which are ultimate sinks for plastic waste in the ocean. The abundance of microplastics in the ocean interferes with the carbon fixation capacity of the ocean, forming a nexus implication between climate change, ocean currents, and marine plastic redistribution. The accumulation of marine microplastic is suggested to be a factor in aggravating the impact of climate change. To deal with the dilemma, economic growth should be decoupled with the massive use of plastic utilization to reduce plastic production and GHG emission. Moreover, higher plastic waste recycling is urgently needed to prevent extra microplastics from entering the ocean.

How to cite: Fan, C. and Lee, Y.-Y.: The circularity of marine microplastics under the influence of climate change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2997, https://doi.org/10.5194/egusphere-egu23-2997, 2023.

EGU23-4405 | Orals | SSP1.4 | Highlight

The Plastic Underground: Are Microplastics in the Subsurface a Ticking Time Bomb for Soil and Groundwater Ecosystems? 

Stefan Krause, Uwe Schneidewind, Mohammad Wazne, Anna Kukkola, Iseult Lynch, Lee Haverson, Liam Kelleher, Grace Davies, Andre-Marie Dendievel, Brice Mourier, Florian Mermillod-Blondin, Zoraida Quiñones-Rivera, Laurent Simon, Julia Reiss, Dan Perkins, Anne Robertson, and Jesus Gomez-Velez

Increasing volumes of mismanaged plastic waste have resulted in millions of tons of plastics entering the environment. While recent research has made substantial progress in determining the fate and transport of microplastics (MP) in river systems and their subsequent discharge to the worlds oceans, much less is known about the subsurface fate of MP as they enter soils, (riverine) sediments and global groundwater resources. Initial studies have identified MP in selected groundwater samples and there is great interest to understand entry pathyways of MPs into soils, in particular through agricultural pathways. The mechanisms of MP release from agricultural sources such as seed and agrochemical encapsulations or sewage sludges as well as the total quantity, spatial distribution, residence time scales as well as the impact of MP on soils and subsequently groundwater ecosystems are completely unknown. There is hence a critical need to study the role of soils and groundwater systems as a long-term sink for plastic pollution, including the development of legacy risks.

Here we identify the significance of various entry pathways for MP into subsurface ecosystems, integrating experimental and model based quantifications of MP transport through streambed sediments with quantifications of MP inputs into agricultural soils through irrigation with river water. We present first results of MP impacts on the functioning of subsurface ecosystem services, by the particular example of MP exposure impacts on the behaviour of bioturbating invertebrates and the subsequent consequences for sediment biogeochemical cycling in order to draw attention to the potential risks for vital soil and groundwater ecosystem services.

We complement this site specific mechanistic process understanding with global estimates of mismanaged plastic waste accumulation in river basins to quantify MP catchment wide loads available for leakage into soils and present first results of our recently started participatory approach that aims to develop a baseline of MP pollution in aquifers across the world. Such baseline data is imperative to increase our understanding of MP fate and transport processes, MP uptake by groundwater organisms and the interaction of MP with nutrients and potential co-contaminants. Our specifically tailored protocol allows for standardized MP sampling in boreholes, springs or wells across a wide range of geological settings and land cover classes. We invite and encourage the community to contribute to this global effort in order to enable estimates of the magnitude and expected time scales of soil and groundwater MP contamination.

How to cite: Krause, S., Schneidewind, U., Wazne, M., Kukkola, A., Lynch, I., Haverson, L., Kelleher, L., Davies, G., Dendievel, A.-M., Mourier, B., Mermillod-Blondin, F., Quiñones-Rivera, Z., Simon, L., Reiss, J., Perkins, D., Robertson, A., and Gomez-Velez, J.: The Plastic Underground: Are Microplastics in the Subsurface a Ticking Time Bomb for Soil and Groundwater Ecosystems?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4405, https://doi.org/10.5194/egusphere-egu23-4405, 2023.

EGU23-4586 | ECS | Orals | SSP1.4

Spatial distribution and historical trend of microplastic pollution in sediments from enclosed bays of South Korea 

Soeun Eo, Sang Hee Hong, Young Kyoung Song, Youna Cho, Gi Myung Han, and Won Joon Shim

Seafloor sediment is an important sink for microplastics, and vertical profile of microplastic accumulation in a sediment core can provide historical pollution trend. However, microplastic pollution in coastal sediment has not been addressed well, and a few studies have investigated the trends of microplastic pollution in age-dated core sediments. In this study, the microplastics in surface sediments in urban, aquafarm and reference areas of South Korea were analyzed to evaluate the pollution characteristics of microplastic according to different sea area use patterns. In addition, the historical trend of microplastic pollution was investigated in core sediments in the urban and aquafarm areas. The abundance of microplastics in surface sediment were in order of urban area (6,887 ± 6,100 particles/kg d.w.), aquafarm area (5,121 ± 2,428 particles/kg d.w.), and reference area (2,474 ± 522 particles/kg d.w.). Polymer types were diverse in the urban area, and expanded polystyrene used for buoys was dominant in the aquafarm area. Fragment type microplastic was dominant in all three areas, and the proportion of fiber was higher in urban and aquafarm areas than in reference area. The polymer composition of fiber was different in urban (polyester 51% and polypropylene (PP) 29%) and aquafarm areas (PP 84% and polyamide 13%). These results support that the characteristics of microplastic pollution well reflect the sea area use patterns. Historical trend of microplastic pollution has increased since the 1980s and the increasing rate steeply increased around the early and mid-2000s in both the core samples. Their increasing trend reflected the influence of population or surrounding input sources (i.e. effluent discharge amount of a wastewater treatment plant). The clear increasing trend of historical microplastic pollution up to now indicates that more efforts is highly required to reduce the microplastic pollution. 

How to cite: Eo, S., Hong, S. H., Song, Y. K., Cho, Y., Han, G. M., and Shim, W. J.: Spatial distribution and historical trend of microplastic pollution in sediments from enclosed bays of South Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4586, https://doi.org/10.5194/egusphere-egu23-4586, 2023.

EGU23-5676 | ECS | Orals | SSP1.4

Microplastic distribution characteristics and storage in a multi-species saltmarsh 

Yan Zhang, Yanting Wang, Xiaogang Chen, Peiyuan Zhu, Siyuan Jing, and Ling Li

Plastic has greatly changed modern society, and it has become an indispensable material in our daily lives. Microplastics are now regarded as the serious environmental threats due to the management limitations. Saltmarshes are one of the most productive ecosystems on earth and a high-efficiency blue carbon sink. As an emerging contaminant, the load, transport and fate of microplastics are largely neglected in saltmarshes. Here, we firstly measured the mass concentration of microplastics in the sediment cores of a multi-species saltmarsh by pressurized liquid extraction and modified double-shot pyrolysis gas chromatography-mass spectrometry. The major microplastics in saltmarsh sediments were polyethylene (PE), polyvinyl chloride (PVC), and polypropylene (PP). The microplastic mass concentration in the sediment of Scirpus mariqueter was greater than Phragmites australis and mudflat. As artificial carbon, carbon content of microplastics accounts for 1.15% of total organic carbon. Overall, the results suggest that saltmarsh vegetation can efficiently drive the microplastic settling and retention. Therefore, the microplastic distribution characteristics in saltmarsh can be effected by the vegetation types and their distribution pattern.

How to cite: Zhang, Y., Wang, Y., Chen, X., Zhu, P., Jing, S., and Li, L.: Microplastic distribution characteristics and storage in a multi-species saltmarsh, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5676, https://doi.org/10.5194/egusphere-egu23-5676, 2023.

EGU23-6323 | ECS | Posters on site | SSP1.4

The impacts of climate change on eroding coastal historic landfills 

Shudan Xue, Kate Spencer, and Stuart Grieve

Impacts of climate change – sea level rise, more frequent storms and coastal flooding will exacerbate coastal erosion, resulting in the erosion of coastal historic landfills. These historic landfills are particularly vulnerable to such erosion as they typically have no lining or leachate management, limited information of the proportion and/or types of waste mixtures they contain and inaccurate records of their location and waste volumes. There are over 1200 coastal historic landfills in England alone, and over 10,000 such sites are at risk of release both solid waste and soluble contaminants across Europe. The contaminated matrix and solid wastes make landfills a major sink and source of microplastics and heavy metal, posing a threat to the coastal and marine environment.

We investigated heavy metal and microplastic pollution on the beach and foreshore in three coastal historic eroding landfills, East Tilbury (n = 32 samples), Lynemouth (n = 33 samples), Northam Burrows Tilbury (n = 33 samples), UK. Samples were collected every 50 meters along the shoreline, with 100g of surface soil from the landfill edge, and 1kg of beach and intertidal sediment collected from each transect. The metal concertation was measured with handheld X-ray Fluorescence (XRF). Microplastics were density separated with a zinc chloride solution (1.5 g cm−3), after the samples were dried and digested with hydrogen peroxide. The extracted microplastics were recorded under stereomicroscope at 50× magnification with a digital camera, and characterized with Fourier-transformed infrared (ATR-FTIR) spectroscopy.

This study is one of the first few to investigate the impacts of eroding historic landfill. Our preliminary findings suggest that eroding landfill are releasing significant amounts of microplastics and heavy metal pollution. These findings will be crucial to assess the impacts of eroding landfills, identify solutions and raise public attention to this environmental problem.

How to cite: Xue, S., Spencer, K., and Grieve, S.: The impacts of climate change on eroding coastal historic landfills, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6323, https://doi.org/10.5194/egusphere-egu23-6323, 2023.

EGU23-9164 | ECS | Orals | SSP1.4 | Highlight

River plastic during floods: Amplified mobilization, limited river-scale dispersion 

Tim van Emmerik, Roy Frings, Louise Schreyers, Rahel Hauk, Sjoukje de Lange, and Yvette Mellink

Plastic mobilization, transport, and retention dynamics are influenced by hydrological processes and river catchment features (e.g. land-use, vegetation, and river morphology). Increased river discharge has been associated with higher plastic transport rates, although the exact relation between the two can vary over time and space. The precise role of an extreme discharge event on plastic transport is however still unknown. Here, we show that fluvial floods drive floating macroplastic transport and accumulation in river systems. We collected observational evidence during the (return period of 200 years) along the Dutch part of the Meuse. Upstream plastic transport multiplied by a factor of over 100 compared to non-flood conditions (3.3x105 vs 2.3x102), making the Meuse . Over one-third of the annual plastic transport was estimated to occur within the six-day period of extreme discharge (>3,200 m3/s). Towards the river mouth, plastic transport during the flood decreased by 90%, suggesting that the Plastic transport and accumulation on the riverbanks decreased significantly along the river, corroborating the river's function as a plastic reservoir, rather than conduit for plastic towards the ocean. We demonstrate the crucial role of floods as drivers of plastic transport and accumulation in river systems. Floods amplify the mobilization of plastics, but the effects are local and the river-scale dispersion is limited. We anticipate that our findings serve as a starting point for improving global estimates of river plastic transport, retention, and export into the sea. Moreover, our results provide essential insights for future large-scale and long-term quantitative assessments of river plastic pollution. Reliable observations and a fundamental understanding of plastic transport are key to designing effective prevention and reduction strategies.

 

Link to preprint

Tim van Emmerik, Roy Frings, Louise Schreyers et al. River plastic during floods: Amplified mobilization, limited river-scale dispersion, 08 August 2022, PREPRINT (Version 1) available at Research Square [https://doi.org/10.21203/rs.3.rs-1909246/v1]

How to cite: van Emmerik, T., Frings, R., Schreyers, L., Hauk, R., de Lange, S., and Mellink, Y.: River plastic during floods: Amplified mobilization, limited river-scale dispersion, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9164, https://doi.org/10.5194/egusphere-egu23-9164, 2023.

EGU23-10534 | ECS | Orals | SSP1.4

Greenland in the Anthropocene: an archive of microplastic pollution 

Karla B Parga Martinez, Thorbjørn J Andersen, Vitor da Silva, Jakob Strand, and Nicole R Posth

Glacimarine sediment results from glaciers weathering the rock exporting silt and clay into the ocean. Such fine sediments are also exported from the Greenlandic Ice Sheet where new sources of plastic pollution like seasonal ice thawing may be releasing microplastics (MP) back to the environment. MP could be then transported to the seafloor via sediment burial and incorporated into the layers of the geological record. However, the purification and extraction of MP from such a fine-grain matrix is challenging, as the small grains remain in suspension and can form aggregates. In order to look for a footprint of the Anthropocene in Greenland, a sediment core was analyzed to generate a record of MP by comparing a pre- and post-plastic boom period. Using 210Pb and 137Cs dating, the chronology was established from 1861 to 2015 ±5 yrs bridging the plastic boom of the 1950s. Using a 4-step methodology developed for fine-grain matrices, MP particles were characterized via FT-IR imaging. QC/QA protocols were applied throughout the process to reduce the risk of contamination. More than 1000 particles were found in total ranging from 20 µm to 600 µm and going as far back as 1930. Nine polymer types were found, the most common being PE and PP accounting for 84% of all particles. This is the first sediment record of MP pollution in the Arctic, which shows that once thought pristine regions have in fact being polluted for a long time, which in turn implies that the impact might be greater than previously thought. In addition, this long-term accumulation in Greenlandic marine sediment could be compared to global horizons in the search for markers of the Anthropocene.

How to cite: Parga Martinez, K. B., Andersen, T. J., da Silva, V., Strand, J., and Posth, N. R.: Greenland in the Anthropocene: an archive of microplastic pollution, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10534, https://doi.org/10.5194/egusphere-egu23-10534, 2023.

EGU23-11173 | Posters on site | SSP1.4

Comparison Studies for Surface Water Visual Survey and Surface and Water-Column Trawl for Floating and Suspended Marine Plastic Debris 

Won Joon Shim, Yu Lee Jang, Soeun Eo, Jongwook Jeong, Song Yong Ha, Gi Myung Han, and Sang Hee Hong

A visual survey using a vessel is a representative method to assess the degree of pollution of floating plastic debris in marine environments. However, the visual survey may more easily miss plastic items on and just below water (e.g. plastic bags) than above water (e.g. PET bottles). In addition, there are very limited comparison studies for floating plastic debris on the water surface and suspended plastic debris in the water column. None of the studies quantitatively determined the difference in detection rate by visual and surface trawl surveys. The aim of this study is to evaluate what could be relatively missed and underestimated by surface water visual surveys.

Floating plastic debris was monitored by visual and trawl surveys (depth of 0.5 m) in three coastal areas (rural area, GJ; aquafarm area, JH; urban and near river mouth area, SY) of Korea over the four seasons in 2022. In addition, during the visual survey of floating plastic debris in a fishing area (GH), near the river mouth of Han River, a shrimp beam trawl was used to collect plastic debris in the water column (water depth of 10 m) except for thin surface and bottom layer over three seasons in 2022. The seasonal patterns and composition of floating plastic debris in the surface water of JH, GJ, and SY were similar between the visual and trawl surveys. But, the mean densities of most plastics obtained from trawl surveys were 3 to 7 times higher than those from visual surveys. In particular, it was hard to detect small-sized, submerged, or dark-colored fishing gear with the visual survey. Patches with small items can increase the uncertainty of the visual survey. Therefore, visual surveys may underestimate the amount of marine plastic debris above and just below the water.

Various types of floating plastic debris were observed by visual survey in the surface water of GH: plastic bags/sheets (54%), expanded polystyrene pieces (18%), plastic containers (4%), strapping (3%), plastic bottles/caps (3%), discarded fishing gear (1%), and other hard plastic pieces (14%). In the water column of GH, however, plastic bags/sheets (93%) predominated and followed by strapping (4%), discarded fishing gear (1%), and other plastics (1%). These results indicate that plastic bags/sheets and strapping would mainly submerge in the water column, but expanded polystyrene pieces, plastic containers, plastic bottles/caps, and other hard plastic pieces are more likely to float rather than sink. Thus, the application of only visual surveys for plastic pollution monitoring in water may largely miss and underestimate the plastic items transported on and below water such as plastic bags and sheets.

How to cite: Shim, W. J., Jang, Y. L., Eo, S., Jeong, J., Ha, S. Y., Han, G. M., and Hong, S. H.: Comparison Studies for Surface Water Visual Survey and Surface and Water-Column Trawl for Floating and Suspended Marine Plastic Debris, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11173, https://doi.org/10.5194/egusphere-egu23-11173, 2023.

EGU23-12344 | ECS | Posters on site | SSP1.4

The submarine Congo Canyon as a conduit for microplastics to the deep sea 

Florian Pohl, Lars Hildebrandt, Joey O’Dell, Peter Talling, Megan Baker, Fadi El Gareb, Jacopo La Nasa, Francesca De Falco, Marco Mattonai, Sean Ruffell, Joris Eggenhuisen, Francesca Modugno, Daniel Proefrock, Ed Pope, Ricardo Silva Jacinto, Maarten Heijnen, Sophie Hage, Stephen Simmons, Martin Hasenhündl, and Catharina Heerema

The increasing plastic pollution of the world’s oceans represents a serious threat to marine ecosystems and has become a well-known topic garnering growing public attention. The global input of plastic waste into the oceans is estimated to be approximately 10 million tons per year and predicted to rise by one order of magnitude by 2025. More than 90% of the plastic that enters the oceans is thought to end up on the seafloor, and seafloor sediment samples show that plastics are concentrated in confined morphologies and sedimentary environments such as submarine canyons. These canyons are occasionally flushed by powerful gravity-driven sediment flows called turbidity currents, which transport vast volumes of sediment to the deep sea and deposit sediment in deep-sea fans. As such, turbidity currents may also transport plastics present in the canyon and bury plastics in deep-sea fans. These fans may therefore act as sinks for seafloor plastics. Here we present a comprehensive dataset showing the spatial distribution of microplastics in seafloor sediments from the Congo Canyon, offshore West Africa. Multicores taken from 16 locations along the canyon, sampled different sedimentary sub-environments including the canyon thalweg, canyon terraces, and distal lobe. Microplastics were extracted from the sediments by density separation and the polymer type, size, and shape of all individual microplastic particles were analysed using laser-direct infrared-spectroscopy (LDIR). Microplastic number concentrations in the sediments of the distal lobe are significantly higher than in the canyon, indicating that the Congo Canyon system is a highly efficient conduit for microplastic transport to the deep sea. Moreover, microplastic concentrations of >20,000 particles per kg of dry sediment were recorded in the lobe, which represent some of the highest ever recorded microplastic number concentrations in seafloor sediments. This shows that deep-sea fans can serve as hotspots and potential terminal sinks for seafloor microplastics.

How to cite: Pohl, F., Hildebrandt, L., O’Dell, J., Talling, P., Baker, M., El Gareb, F., La Nasa, J., De Falco, F., Mattonai, M., Ruffell, S., Eggenhuisen, J., Modugno, F., Proefrock, D., Pope, E., Silva Jacinto, R., Heijnen, M., Hage, S., Simmons, S., Hasenhündl, M., and Heerema, C.: The submarine Congo Canyon as a conduit for microplastics to the deep sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12344, https://doi.org/10.5194/egusphere-egu23-12344, 2023.

EGU23-14119 | ECS | Orals | SSP1.4

Transport and trapping of microplastics in coral reefs: a physical experimental investigation 

Robert Houseago, Freija Mendrik, Christopher Hackney, and Daniel Parsons

Biodiverse coastal ecosystems are vulnerable to microplastic (<5 mm) pollution due to inputs from riverine and shoreline sources which pose ecological threats and have repercussions for social ecosystem services. These ecosystems may contain an aquatic canopy covering the bed, such as seagrass meadows or coral reefs that can trap particles. Despite field measurements revealing the accumulation of plastic debris in a variety of aquatic canopies, the transport and dispositional processes that drive microplastic trapping within such canopies is barely understood. Here, we investigate for the first time the prevalence of biofilmed microplastic retention by sparse and dense branching coral canopies in a hydraulic flume under unidirectional flow. Corals were replicated through 3D-printing using a scan of a staghorn coral Acropora genus, a branching coral that encompasses one-fifth of extant reef-building corals, globally.

Trapping mechanisms by coral canopies were identified, and include: a) interception of particles with the coral acting as a barrier and microplastics and settling to the bed; b) settling of microplastics on the branches or within the structure of the coral and c) accumulation in the downstream region of individual corals. Trapping efficiency was found to depend on bulk velocity and canopy density, with up to 99% of microplastics retained across the duration of the experiments. Surprisingly, sparse reefs may be as vulnerable to microplastic trapping and contamination as denser canopies under certain flow velocities, with the latter found to retain only up to 18% more microplastics than in sparser conditions. Flow velocity profiles provide insights into the relationships between canopy hydrodynamics and microplastic trapping and distribution. The results indicate coral reefs may form areas of accumulation for microplastic pollution through their observed high trapping efficiency that may otherwise have been transported greater distances.

How to cite: Houseago, R., Mendrik, F., Hackney, C., and Parsons, D.: Transport and trapping of microplastics in coral reefs: a physical experimental investigation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14119, https://doi.org/10.5194/egusphere-egu23-14119, 2023.

EGU23-14286 | ECS | Posters on site | SSP1.4

Paradise lost: Microplastic pollution on a remote coral island, Vietnam 

Freija Mendrik, Christopher Hackney, Vivien Cumming, Nguyen Hung, Sebastian Hennige, and Daniel Parsons

Despite microplastic pollution now being ubiquitous in natural environments, there remains several unknowns in terms of which zones may act as microplastics sinks. Coral reefs are the most ecologically diverse marine ecosystem, supporting 25% of all ocean species, and have high socio-economic value, offering ecosystem services such as coastal protection and tourism. However, the average cover of tropical reefs has declined by 50-75% in nearly all global regions over the last 30-40 years due to a range of anthropogenic stressors. There is growing evidence that coral reefs can entrap plastics and that microplastic (>5 mm) pollution threatens coral physiology. However, there is a lack of understanding as to the occurrence, accumulation, spatial distribution and impacts of microplastic pollution on coral ecosystems. It is, therefore, necessary that more research is undertaken within coral reefs to understand microplastic contamination levels and ensure effective mitigation measures are in place.

The islands of Con Dao, Vietnam, are 90 km from the Mekong Delta coast and are a designated national park, with a 14,000 ha marine protected area that conserves endangered wildlife and a diverse range of coral that support hundreds of fish species. Although considered pristine, Con Dao it is influenced by the Mekong River, which is one of the top contributors to marine plastic waste worldwide, posing an increasing risk to this biodiversity hotspot. Understanding the volumes and impacts of microplastic pollution in this area will allow insight into the levels of exposure and risk coral reefs in Southeast Asia, including the highly biodiverse Coral Triangle, have from increasing plastic pollution.Here, the occurrence and spatial distribution of microplastics in water and sand samples from Con Dao is presented. Reef health is also provided through photogrammetry whereby 3D reconstruction of reef sites allows analysis of coral cover and diversity, in addition to structural complexity, which is strongly correlated to reef health indicators including biodiversity, especially within tropical reef ecosystems. Potential sources of microplastics are also discussed through polymer identification by FT-IR analysis.

How to cite: Mendrik, F., Hackney, C., Cumming, V., Hung, N., Hennige, S., and Parsons, D.: Paradise lost: Microplastic pollution on a remote coral island, Vietnam, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14286, https://doi.org/10.5194/egusphere-egu23-14286, 2023.

EGU23-14881 | ECS | Posters virtual | SSP1.4

Modelling the Uptake and Exchange of Microplastics in Marine Ecosystems using a Novel, Integrated System of High-Resolution Numerical Models 

Róisín Coyle, Jennifer McKinley, Gary Hardiman, Matthew Service, and Ursula Witte

Microplastics (mPs), defined as plastic particles that are less in 5mm in size, are ubiquitous within the marine environment. They are difficult to remove from natural water streams and persist for long periods of time, breaking down into continually smaller particles. Since the diversity of organisms that can ingest plastic particles increases as the particle size decreases, microplastics have been identified as an emerging contaminant of concern in the marine environment and the determination of the potential ecological harm caused by mPs is a key objective of the EU Marine Strategy Framework Directive (MSFD 2008/56/EC). However, the completion of a comprehensive risk assessment of this marine pollutant is prevented by the current lack of consensus on the processes influencing mP transport, uptake and exchange in the marine environment. For example, the processes driving the transport of mPs with buoyant polymers to the deepest part of the ocean are surrounded in uncertainty. The potential for mPs to accumulate within organisms and consequently the significance of trophic transfer as an uptake route for mPs is also unclear, particularly at lower trophic levels where contrasting arguments have formed on the risk of trophic transfer of mPs via zooplankton.

In this study, an integrated system of numerical models has been proposed to improve our understanding of mP processes in the marine environment by simulating the transport and ecosystem uptake and exchange of mPs at lower trophic levels in the northwest European continental shelf region. The continued refinement of the mathematical models will be presented, including the results of tests undertaken to evaluate the efficacy of empirical models for the calculation of the vertical settling velocity of irregularly-shaped particles from the perspective of mP transport modelling. Based on the current availability of data on mP distribution and uptake by lower trophic level organisms in the study area, the feasibility of model implementation will be examined as well as the significance of this research in providing information required by policy makers to complete risk assessment and implement suitable management strategies for marine mP pollution.

How to cite: Coyle, R., McKinley, J., Hardiman, G., Service, M., and Witte, U.: Modelling the Uptake and Exchange of Microplastics in Marine Ecosystems using a Novel, Integrated System of High-Resolution Numerical Models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14881, https://doi.org/10.5194/egusphere-egu23-14881, 2023.

EGU23-16232 | Orals | SSP1.4

Depositional patterns of microplastics in a meandering river: a case study of the Leie River, Belgium 

Maarten Van Daele, Ben Van Bastelaere, Maaike Vercauteren, Inka Meyer, and Jana Asselman

Following the discovery of microplastics (MPs) in river sediments, the number of MP studies on rivers and other freshwater systems has increased rapidly, revealing that MPs are omnipresent in all freshwater environments. The abundance of MPs in freshwater sediments seems to be affected by population density, urban centers, water flow velocity, water catchment size and position and type of sewage and waste management. However, not all of these relations are consistent. For example, while many studies report good correlations between MP source regions (highly populated and industrialized areas) and MP abundance in river sediments, others do not. This is in contrast to the concentrations in the water itself, for which better links with MP source areas were found. What all these studies have in common, is their large-scale approach, in which sediment samples are obtained over distances of tens to thousands of kilometers along the river; and at each site sediments are than retrieved either from the deepest part of the channel or from the river bank (depending on the study). Here, we study MP distribution in a section of the meandering Leie River, in a rural area, a few kilometers upstream of the city of Ghent (Belgium). Multibeam bathymetry and side-scan sonar images allowed selecting three undisturbed across-channel transects where surface sediments were retrieved. Sediment samples were analyzed for MP content, organic-matter content and grain size of the clastic fraction. Overall the MP concentrations are much (up to an order of magnitude) lower in the thalweg compared to samples near the river banks, resulting in an asymmetric distribution at the bend apex, where the thalweg approaches the outer banks. Furthermore, MP concentrations show strong correlations with the organic matter content and grain-size parameters as expected form hydrodynamic sorting. Exceptions to these correlations are the outer bank samples, where MP concentrations are lower than predicted from sedimentological characteristics. We attribute this to the more erosive character of the current in the thalweg near the outer banks, which inhibits MP deposition, but exposes fine-grained and organic-rich flood plain sediments. We highlight that the different hydrodynamic conditions across a river channel greatly influence MP distribution (with an order of magnitude), but in a sedimentologically predictable manner. Care should thus be taken in environmental studies, as local variability in MP concentration across a river bed may be larger then the large-scale variability.

How to cite: Van Daele, M., Van Bastelaere, B., Vercauteren, M., Meyer, I., and Asselman, J.: Depositional patterns of microplastics in a meandering river: a case study of the Leie River, Belgium, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16232, https://doi.org/10.5194/egusphere-egu23-16232, 2023.

Accurate ocean data (i.e., tide, current velocity and direction, wave) are essential for numerous environmental studies: 1) development of marine renewable energy (e.g., maximize the efficiency of energy conversion); 2) aquaculture (e.g., offshore development); 3) anthropic pollution (e.g., plastic/pollutant dispersal); and 4) ecology (e.g., spread of invasive species).

The exponential increase of computational power has made numerical models, such as Eularian hydrodynamic models and Lagrangian particle tracking models (PTM) useful tools to characterize physical oceanographic parameters. However, methods to validate PTMs appear less developed due the complexity of biophysical process interactions; for example, uncertainty remains on the impact of wind on surface currents and how the effects of wind are propagated through the water column

Here, we use a novel set of data representing the travel of drifters in the Irish Sea during two consecutive years (summer 2021 and 2022). The experiment aim is to reduce the near surface flow uncertainty influencing particle dispersal. Data were collecting using a range of drifters released in coastal and offshore locations of a tidally dominate shelf-sea (Irish Sea): 1) variation of drogue depth between 1m and 5m; 2) variation of period from tidal cycles to spring-neap cycles; and 3) some with reduced “windage” designs (no drogue and minimal exposure above surface).

Preliminary results show the importance of wind driven current between the surface and 5 m depth, which should be take into account when considering the development of PTM. Furthermore, we find some scales of oceanographic processes that affect transport, such as turbulent eddies and waves, were not resolved - and yet our predictions broadly matched observations.

How to cite: Demmer, J. and Neill, S.: Characterization of surface flow using Lagrangian drifter for particle tracking model applications., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2296, https://doi.org/10.5194/egusphere-egu23-2296, 2023.

EGU23-2849 | Posters on site | ERE2.7

Site characterization of META – the Marine Energy Test Area in Wales, UK 

Simon Neill, Iain Fairley, Saul Young, Tom Hill, Nicholas King, Michael Roberts, Matthew Lewis, Martin Austin, Chris Unsworth, Dominic Reeve, and Ian Masters

With lack of convergence on any single wave or tidal technology, test centres have a unique role in the marine renewable energy industry. Test centres facilitate real testing at sea for devices and components at various TRLs (Technology Readiness Level), reducing the time, cost, and risks faced by marine energy developers. META (Marine Energy Test Area) is a £2.7M project managed by Marine Energy Wales (MEW), consisting of eight test areas in the Milford Haven Waterway and surrounding waters (Pembrokeshire, Wales). Although various datasets have been collected from the META test areas over the last decade, and some aspects of these data have been published in various reports, the data has not been gathered together, systematically analyzed and critically assessed - the aim of this presentation. Here, the various META datasets are described and interpreted, including multibeam, ADCP (acoustic Doppler current profiler), and wave buoy data. We report the key parameters of relevance to testing at META, including bathymetry, the nature and magnitude of the tidal currents, turbulence, and wave climates. We make recommendations on future priorities for data collection at META, and discuss the future of the test areas, including expansion into floating wind and other evolving marine energy technologies.

How to cite: Neill, S., Fairley, I., Young, S., Hill, T., King, N., Roberts, M., Lewis, M., Austin, M., Unsworth, C., Reeve, D., and Masters, I.: Site characterization of META – the Marine Energy Test Area in Wales, UK, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2849, https://doi.org/10.5194/egusphere-egu23-2849, 2023.

EGU23-7277 | ECS | Orals | ERE2.7

Comparison Of a Floating and a Bottom Fixed Tidal Turbine in a Coastal Marine Environment 

Jack Lewis, Simon Neill, and Salim Poovadiyil

The predictability and opportunity to provide baseload power has made tidal energy one of the most attractive marine renewable energy resources to help fight anthropogenic climate change. This has led to extensive research regarding the overall resource and methods of extraction. However, with differing designs found in today’s tidal turbine market, it is clear that there remains an ongoing debate as to where a tidal turbine should sit within the water column. In this study, a floating turbine and bottom mounted turbine, both based on current designs found in the market, were analysed over a tidal cycle in a 3D hydrodynamic model of the Morlais tidal test zone. The model was validated from ADCP measurements from the same area and recorded over the same tidal cycle. The aim was to establish the most efficient design and its effect on the surrounding water column. The results showed significant differences in the near-field effects of each turbine, but negligible effects were found further afield. Over the established tidal cycle, the floating turbine was found to be more efficient.

How to cite: Lewis, J., Neill, S., and Poovadiyil, S.: Comparison Of a Floating and a Bottom Fixed Tidal Turbine in a Coastal Marine Environment, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7277, https://doi.org/10.5194/egusphere-egu23-7277, 2023.

This study analyzes the nonhydrostatic wake turbulence induced by offshore wind turbine foundations and provides its parameterization needed by regional ocean models. Currently, offshore wind farms are rapidly expanding worldwide. They change critical marine properties such as density stratification and substance dispersion. Therefore, we urgently need to predict their environmental impacts to avoid catastrophic side-effects and to optimize their benefits. Such prediction can be made by regional ocean simulation if the parameterization of the wake turbulence is provided, typically in the form of eddy diffusivity and eddy viscosity. However, accurate values of these parameters are currently unknown. Therefore, we aim to determine state-of-the-art values of these parameters using large-eddy simulation of nonhydrostatic turbulence induced by turbine foundations. In particular, here, we parameterize the turbulence induced by monopiles in tidal currents.

How to cite: Suzuki, N. and Carpenter, J.: Eddy diffusivity and viscosity due to offshore wind turbine monopile foundations in tidal currents, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8817, https://doi.org/10.5194/egusphere-egu23-8817, 2023.

The whole world is urgently looking for alternative renewable energy resources to power its future economy with less carbon footprint. As one of the world’s largest energy consumers and CO2 emitters, China is making all efforts to decarbonize its power systems (‘carbon neutrality by 2060’), with special attention to offshore wind power. However, the potential of offshore wind power generation and emissions mitigation is largely unknown, and the contribution to regional carbon neutrality needs to be further clarified. Here, we estimate the offshore wind resource, its generation potential, and the reduction of CO2 emissions from offshore wind power to replace coal-fired power generation. We find that the abundant offshore wind energy resources in China can potentially generate enough electricity to fully power the country. However, current utilization of offshore wind energy is relatively limited, supplying less than 1% of local electricity needs. With the development of offshore wind farms, this share could be over 20 times higher in 2050 than that at present. The total emissions reduction would increase from 11.9 Tg CO2-eq yr–1 in 2019 to 294.3 Tg CO2-eq yr–1 in 2050 because of reduced coal use, significantly contributing to emissions mitigation along the coastal provinces. Our results highlight the important role of offshore wind power in upgrading the regional energy system and achieving carbon neutrality of China, and it will also give imputes to a cleaner electricity system worldwide. Future studies are encouraged to further explore the feasibility of offshore wind farm construction.

How to cite: Deng, X. and Qin, Z.: Offshore wind power in China contributing to regional power system upgrade and carbon neutrality, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10609, https://doi.org/10.5194/egusphere-egu23-10609, 2023.

EGU23-11321 | Posters on site | ERE2.7

Exploring the Biological, Chemical, and Physical Properties of Seawater of the Jordanian Gulf of Aqaba for Desalination Purposes 

Tariq Al-Najjar, Raid Al-Jawasreh, Ma'in Al-Khawaldeh, Ayman Hammoudeh, Nirajan Dhakal, Wissam Hayek, Maria Kennedy, and Mohammad Wahsha

This scientific work aims to monitor the quality of the Gulf of Aqaba seawater in terms of locations and depths to determine their suitability for desalination purposes. Accordingly, various parameters were measured within the selected coastal and offshore sites at several depths (5, 25, 75, and 125 meters). Parameters included temperatures, pH, salinity, dissolved oxygen, chlorophyll-a, nutrients (ammonium, nitrate, nitrite, and phosphate), Silt Density Index (SDI15), Modified Fouling Index (MFI0.45), and Adenosine Triphosphate (ATP). The sampling site (29°27'31.9"N 34°58'10.0"E) with an average depth of about 400 meters. Seawater samples were collected in Niskin bottles using the MSS research vessel equipped with oceanographic equipment. Temperature, salinity, dissolved oxygen, pH, and conductivity were recorded using the Conductivity, Temperature, and Depth meter (CTD). The maximum SDI15 value was registered in May with a value of 6.3 %/min at a depth of 125 m, while the lowest recorded value was 4.4 %/min at the surface water. Furthermore, the lowest MFI0.45 was reported at a depth of 75 m during February, and it was 0.5 s/L2, while the highest was 9.4 s/L2 at the surface seawater. The preliminary results of the seawater ATP analysis showed that the R2 of the regression is relatively high in the case of SDI15, temperature, depth, and MFI0.45 as 0.792, 0.854, 0.871, and 0.876, respectively. This work is a fruitful collaboration between the MSS (Jordan) and the IHE Delft Institute for Water Education (The Netherlands), in which SDI, MFI, and ATP seawater parameters have been utilized for the first time in the Gulf of Aqaba.

Keywords: Desalination; ATP, Gulf of Aqaba, MFI, SDI

How to cite: Al-Najjar, T., Al-Jawasreh, R., Al-Khawaldeh, M., Hammoudeh, A., Dhakal, N., Hayek, W., Kennedy, M., and Wahsha, M.: Exploring the Biological, Chemical, and Physical Properties of Seawater of the Jordanian Gulf of Aqaba for Desalination Purposes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11321, https://doi.org/10.5194/egusphere-egu23-11321, 2023.

EGU23-12169 | ECS | Orals | ERE2.7

Regional impacts of offshore wind farms on the North Sea hydrodynamics 

Nils Christiansen, Ute Daewel, Bughsin' Djath, Jeffrey Carpenter, Nobuhiro Suzuki, and Corinna Schrum

Offshore wind energy is essential for expanding renewable energy generation and reducing global greenhouse gas emissions. However, as offshore wind turbines form new elements in the marine environment, the offshore wind infrastructure has implications for the physics of the atmosphere and ocean. In this study, we demonstrate the effects of surface wind speed reduction and structure-induced mixing, and illustrate the consequences for ocean dynamics in the southern North Sea. Using unstructured grid modeling, we present simplified parameterizations to account for wind speed reduction due to offshore wind farms and the underwater structure drag by offshore wind turbine foundations in hydrodynamic models. The simulations cover the seasonal cycle of the summer stratification, while taking into account the recent state of European offshore wind development in the southern North Sea. The modeling shows that offshore wind farm effects cause large-scale structural changes in ocean physics, systematically affecting the North Sea hydrodynamics. The wake effects at offshore wind farms lead to spatial redistributions of horizontal currents and, in particular, affect the seasonal stratification development on regional scales. Although these perturbations are on the order of natural variability, changes in regional stratification suggest potential consequences for biogeochemical processes and marine ecosystem dynamics. With our results, we provide new insights into the adaptation of coastal seas to offshore wind farm effects and raise awareness for potential changes in the future coastal ocean and the southern North Sea.

How to cite: Christiansen, N., Daewel, U., Djath, B., Carpenter, J., Suzuki, N., and Schrum, C.: Regional impacts of offshore wind farms on the North Sea hydrodynamics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12169, https://doi.org/10.5194/egusphere-egu23-12169, 2023.

EGU23-13905 | Orals | ERE2.7

Wave Power in Lanzarote: Spatiotemporal Variability, Wind Co-location and Non-Physics based Modelling 

David Christie, Simon Neill, and Peter Arnold

The Canary Islands in the eastern North Atlantic has an abundant and diverse renewable energy resource but currently generates much of its electricity from imported diesel, at significant financial and environmental cost.  To address this, the government and electricity supplier are investing heavily in infrastructure to transform the islands’ energy mix to incorporate offshore wind and wave power. 

Economically and technically feasible offshore wave energy projects rely on understanding the regional distribution of wave properties (e.g. to optimize site selection), and how the wave power varies at inter- and intra-annual timescales.  We have constructed an 11-year wave hindcast model for a potential wave energy site at an energetic location in the north-west coast of Lanzarote, one of the largest of the Canary Islands, to investigate the spatial and temporal distribution of wave power. 

Due to a lack of a continental shelf, wave power is homogeneous until a few km from the coastline, and then begins to vary rapidly in space.  Temporal variation is relatively low due to the latitude.  The wave resource is heavily dominated by swell, with uninterrupted fetch across the Atlantic, and largely uncorrelated with local wind.  This makes co-location of wind and wave energy arrays particularly attractive from the perspective of reducing resource variability, as well as the other practical and financial benefits of sharing a grid location with more established offshore wind technology.

Finally, we demonstrate and validate a simple non-physics based process for extending the output timeseries beyond the hindcast duration, by correlating with parameters from global datasets.  This method also allows the possibility of power forecasting based on global operational models.

How to cite: Christie, D., Neill, S., and Arnold, P.: Wave Power in Lanzarote: Spatiotemporal Variability, Wind Co-location and Non-Physics based Modelling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13905, https://doi.org/10.5194/egusphere-egu23-13905, 2023.

EGU23-14622 | Orals | ERE2.7

Enhanced mixing by floating wind farms in stratified shelf seas 

Ben Lincoln and Tom Rippeth

The drive to achieve net zero carbon has motivated the development of offshore wind into deeper waters further from shore. The relatively weak tidal currents and deep water of future development sites means that infrastructure will, for the first time, be deployed at scale in seasonally stratified waters.   Current designs for floating turbines have sub-structures which penetrate this stratification.  Flow past such substructures generates turbulent wakes which can regionally enhance the very low levels of internal mixing observed in the seasonal thermocline. 

These low natural mixing rates drive nutrient fluxes which sustain phytoplankton growth at the subsurface chlorophyl maximum through the summer months and are responsible for 50% of the primary production in shelf seas.  Since this production supports the marine food web, changes to the physical drivers will fundamentally impact the marine food web.  Therefore, an anthropogenic source of turbulent mixing at the seasonal thermocline, has the potential to cause fundamental biogeochemical changes, impacting ecosystems, and fisheries in shelf seas. 

We present new measurements of strongly elevated turbulence within wakes at a shallow water wind farm.  Strongly enhanced mixing is observed in the wake, and across the wider wind farm area and is associated with reduced stratification.    These observations and our estimates for deeper water wakes suggest that mixing from these structures can be significant, and further research is essential to quantify the impact of this new source of anthropogenic mixing.

How to cite: Lincoln, B. and Rippeth, T.: Enhanced mixing by floating wind farms in stratified shelf seas, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14622, https://doi.org/10.5194/egusphere-egu23-14622, 2023.

EGU23-15848 | Orals | ERE2.7

Surrogate wave modelling to improve operational wave data for offshore wind farms 

Ian Ashton, Jiaxin Chen, Edward Steele, and Ajit Pillai

The continued expansion of offshore wind as a global energy technology represents a significant expansion of infrastructure into a range of coastal and oceanic regions. Effective design, operation and understanding physical impacts of turbines benefit from a detailed understanding of the wave conditions. In order to cover the spatial extent of offshore wind farms and to ensure high quality data, some combination of in-situ measurements and phase averaging wave modelling are commonly applied. These are used for monitoring current conditions and for short term forecasts that govern crucial operational decisions. Inaccuracies in this process lead to vessels missing suitable conditions to carry out an operation, or operations being aborted due to unsafe conditions. Both of these outcomes, cost money or affect safety.

This work reviews recent progress in using machine learning to develop surrogate wave modelling that can offer real-time spatial wave data leveraging a combination of in-situ measurements and model hindcasts, but without relying on continuous processing from traditional wave models. The outcomes show an improvement in accuracy of real-time wave predictions when compared to regional wave modelling, available at a fraction of the computational cost. This highlights the potential of this approach to change how wave data is provided for operational purposes, with immediate potential for reduced costs and improved safety for vessels working at offshore wind farms. The results also highlight the ongoing potential for research and development of surrogate models as part of the future of numerical wave modelling.

How to cite: Ashton, I., Chen, J., Steele, E., and Pillai, A.: Surrogate wave modelling to improve operational wave data for offshore wind farms, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15848, https://doi.org/10.5194/egusphere-egu23-15848, 2023.

EGU23-16285 | Orals | ERE2.7

Field Investigations of Scour Around Scaled Piles in a Region of Wave Breaking 

Thiruvenkatasamy Kannapiran and Simon Neill

Ocean renewable energy has strong potential for substituting power plants that rely on the combustion of fossil fuels. Due to maturity, offshore wind farms  are one of the most promising forms of ocean renewable energy. There are several windfarms around the world located in nearshore/beach regions (e.g. Bangui Wind Farm, Philippines). Scour around the foundation of nearshore windfarm structures is one of the important technical aspects to be addressed. In this study, field  investigations on the development of scour around scaled model piles  are carried out in two regions of wave breaking, viz.,  i) Uthandi beach, South Chennai, India, open coast having no structures and (ii) Muttukadu beach, South Chennai, India, which is 8 km south of Uthandi beach, having two breakwaters at Muttkadu lake mouth with eight groins in varying lengths with spacing of 50-200m.  Field investigations show rapid increases of the scour depth during swash due to wave uprush around piles and the scour depth reduces significantly during back wash. The field measurements on scour depth (S) around piles of various diameters (D) are well matching with previous published results of scour analysis (Sumer et al..2001).  The relative scour depth (S/D) increases with increase of upstream water run up heights, flow velocities, Froude number and pile positions relating to the location of wave breaking. The comparison of observed scour depths around piles in plunging and spilling wave breaker region indicates that the relative scour depth in plunging wave breaker is higher by around a factor of 1.3 times than that of the scour depth observed in the spilling breaker region.  The present study indicates that, to determine the foundation design depth of the piles for construction of pile supported structure in the region of wave breaking or in the surf zone, the scour depth must be estimated by considering additional depth variation on the beach profile for different monsoon season.  It is observed that the maximum relative scour depth (Smax / D) and width of scour hole are reduced significantly about 50% to 75% with presence of cotton cloths around piles.  However, for a full-scale wind turbine, a suitable geotextile material should be used. This presentation details the various aspects of hydrodynamic field measurements on scaled pile models, which serve as design parameters for designing the pile supported coastal structures including wind energy farms in nearshore regions.

 

Key Words:  Ocean Renewable Energy, near offshore wind farms, hydrodynamics, scour measurements, swash region, offshore piles

 

 

 

Reference:

  • Mohamed Rajab. P.(2019), Hydrodynamic Analysis of Scour Around Offshore Piles.

             Ph.D. Thesis., AMET University, India.

 

  • Sumer, B.M., Whitehouse, R.J.S. and Tørum, A.,(2001). Scour around coastal structures: a summary of recent research. Coastal Engineering, Vol.44:153-190.

 

 

How to cite: Kannapiran, T. and Neill, S.: Field Investigations of Scour Around Scaled Piles in a Region of Wave Breaking, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16285, https://doi.org/10.5194/egusphere-egu23-16285, 2023.

EGU23-17174 | ECS | Orals | ERE2.7

The influence of open boundary location on tidal lagoon modelling 

Bin Guo, Reza Ahmadian, and Roger Falconer

The Bristol Channel and Severn Estuary comprise the area most thoroughly investigated for tidal lagoons development, due to its second largest tidal range in the world and the high demand for clean electricity in the surrounding area. Accurate hydrodynamic modelling of tidal lagoons is a solid foundation for predicting potential electricity generation and environmental impact assessment. However, it is reported that in correct selection of an open boundary may amplify any disturbance associated with the tidal lagoons by affecting the resonant modes. Thus a model that simply held the identical open boundary condition for pre- and post-lagoons conditions may contain inaccuracies in the electricity generation and the impacts on the hydrodynamics of the region.

To investigate the influence of open boundary location on tidal lagoon modelling, the West Somerset Lagoon (WSL) was simulated using different hydrodynamic models with different open boundary locations. Two hydrodynamic models were established using the TELEMAC system, one of which covers the whole Bristol Channel and Severn Estuary (SEBC) as the most prior research used. Another one is a Continental Shelf (CS) model, which was centred on the Bristol Channel, and has its open boundary extended beyond the Continental Shelf. Both SEBC and CS models were run for pre- and post-WSL, to achieve the power output of WSL and the hydrodynamic impact in each model. The WSL was introduced into both hydrodynamic models using the domain decomposition method, and full momentum conservation was achieved by refining the momentum source terms at the turbine locations.

Although the hydrodynamic influences were generally similar between CS and SEBC models, results showed the influence of WSL on water level extended to the outer Bristol Chanel in the CS model, with over 10 cm decrease of tidal range on the location of the open boundary of SEBC model. However, there was a minor difference in far-field velocities prediction between the two models. The annual energy generation of WSL using the different models showed slight differences, i.e. less than 6%. However, this could also be exacerbated by the fact that similar operation was used in both scenarios.. This study concludes that  SEBC could be considered as a suitable model for early-stage studies and preliminary environmental impact modelling due to lower computational and set up time requirements. However, for later stages of the TRS design, such as power prediction for accurate revenue assessment and business case development, then a more precise open boundary condition is expected to be needed, either by extending the model domain to the Continental Shelf or theoretically modifying the open boundary characteristics.

How to cite: Guo, B., Ahmadian, R., and Falconer, R.: The influence of open boundary location on tidal lagoon modelling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17174, https://doi.org/10.5194/egusphere-egu23-17174, 2023.

Introduction

Modelling potential sites for tidal range energy across the world Neill et al, (2018) estimate a theoretical annual output of 25,880 TWh across 11 countries. The predictability, availability and sustainability of tidal range energy makes it an ideal alternative to fossil fuels for producing baseload power whilst boosting the marine energy industry. Despite the presence of this plentiful resource across many countries, the development of Tidal Range Structures (TRSs) has so far been limited to a handful of locations globally due to technical, financial and environmental concerns. The environmental impacts of TRSs must be addressed in order for this technology to be actualised.

Method

Whilst most research into TRSs deploys numerical modelling, this research adds to the body of knowledge using physical modelling to investigate the hydro-environmental impacts of varying TRS designs. A 1:5000 scale model was built in the Hydro-environmental Research Centre at Cardiff University to test the effects of varying turbine spacing in TRS seawalls as well as comparing the impact of different shaped TRSs with the same area. Acoustic Doppler Current Profilers were used to record velocity, whilst water level data was obtained using pressure cells and fluorescent dye was injected into the TRS and filmed in order to visualise flow.

Results

Results showed that velocity patterns are most influenced by turbine spacing and that tight spacing leads to the greatest impact on baseline conditions due to concentrated wake effects. Wider spacing promotes slower circulation which would enable other activities to take place within TRSs but may lead to issues with water quality if flows are too slow to facilitate effective flushing. Both square and rectangular TRS designs showed similar results within the TRS but a rectangular TRS leads to greater blockage effects outside. This emphasises the need for site specific design to take coastal conditions into account. Overall, turbine spacing has a greater impact on flow conditions than the number of turbines, and central placement with wider spacing was found to be best for maintaining natural conditions.

Acknowledgments

This research is funded as part of the Water Informatics Science and Engineering Centre for Doctoral Training under a grant from the Engineering and Physical Sciences Research Council, grant number EP/L016214/1.

References

Neill, et al. (2018) Tidal range energy resource and optimization – Past perspectives and future challenges. Renewable Energy, 127, 763-778.

How to cite: Leech, C. and Ahmadian, R.: Hydro-environmental Modelling of the Impacts of Turbine Layout and Design Considerations of Tidal Range Schemes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17316, https://doi.org/10.5194/egusphere-egu23-17316, 2023.

EGU23-105 | ECS | Posters on site | GM6.3

Seismogenic event beds in perched basins during the last 20 kyr: Examples from offshore SW Taiwan 

Radha Krishna Pillutla, Andrew Tien-Shun Lin, Chih-Chieh Su, Shu-Kun Hsu, Nathalie Babonneau, Gueorgui Ratzov, and Serge Lallemand

The tectonic features of offshore SW Taiwan are dominantly controlled by the subduction and collision processes between the Eurasian and the Philippine Sea plates. Marine sediments may serve as archives of extreme events, including earthquakes, typhoons, submarine landslides, etc. The most common event bed is turbidite, while homogenites are relatively less well known. The distinction between various deposits like muddy turbidites, homogenites and hemipelagites has long been a matter of intricate controversy. Homogenites are one of the many event beds and are likely to develop in enclosed basins where suspended sediment clouds are trapped and deposited. They are very fine-grained sediments, initiated from re-suspended fine-grained sediments or from sediment gravity flows, and are transported and deposited from suspension fall-out. Two giant piston cores, MD18-3547 (35.27 m) and MD18-3548 (20.07 m), were collected in the perched/isolated basins of the Taiwan accretionary wedge, at a water depth of 1806m and 1752m respectively. A total of 29 event beds (homogenites and turbidites) are identified from the piston cores. Detailed grain-size analysis (1 cm resolution), 14C AMS dating and CT-scan of the above-mentioned cores were performed. CT scans reveal homogenites as thick structureless mud totally devoid of bioturbation while hemipelagites show bioturbation. The average thickness of homogenites and turbidites are ~250 cm and 5 cm, respectively, while the thickest homogenite layer is ~420 cm and the thickest turbidite layer is ~15 cm. All homogenite layers are floored by a thin (usually less than 10 cm thick) and fining-upward sandy unit. Grain size parameters like mean, mode, and median are highly constant for homogenites, excluding the basal sandy unit, between 6 and 8 µm. Both hemipelagite and homogenite are poorly sorted with homogenites displaying a uniform sorting throughout the unit. A total of 17 14C AMS dating of foraminifera were carried out from the two marine cores. The youngest homogenite is of ~2,375 BP cal yrs and the oldest one is ~ 17,926 BP cal yrs, while the youngest turbidite corresponds to ~2,375 BP cal yrs and the oldest one is ~18,871 BP cal yrs.

Keywords: perched basins; homogenites; turbidites; ct-scan; 14C dating; grain size

How to cite: Pillutla, R. K., Lin, A. T.-S., Su, C.-C., Hsu, S.-K., Babonneau, N., Ratzov, G., and Lallemand, S.: Seismogenic event beds in perched basins during the last 20 kyr: Examples from offshore SW Taiwan, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-105, https://doi.org/10.5194/egusphere-egu23-105, 2023.

EGU23-860 | ECS | Posters on site | GM6.3

Geostatistical study of Italian submarine landslides 

Marco Bianchini, Nora Markezic, Daniele Casalbore, Daniele Spatola, Silvia Ceramicola, and Francesco Latino Chiocci

Submarine landslides are very large events occurring across both active and passive continental margin. They are sediment transport processes caused by submarine slope’s instability and the result of both internal structure changes and external dynamic conditions. The genesis and evolution of slope failure is controlled by different geological factors which may be considered as predisposing factors (e.g., seafloor morphology, lithology, type of sediment, presence of fluid or weak layers) and triggering factors (e.g., earthquakes).

The Italian continental margins provide an excellent playfield to study submarine landslides because they have been identified and mapped in different morpho-tectonic and sedimentary contexts (e.g., accretionary prism, volcanic edifices, foredeep continental slope, upper slope in front of large deltas…). Between the 2007 and 2013, in the framework of MaGIC project funded by the Italian Civil Protection (DPC) a detailed mapping program of seafloor morphologies and features including landslides was carried out. The morphological features identified during the Magic Project will be used as a base to create a geodatabase of the Italian submarine landslides. This will include a careful reclassification of the different features, extraction of morphometric parameters and identification of triggering and preconditioning factors for the different case studies.  This work has been funded by  PNRR GEOSCIENCES IR project, and aim at use statistical methods to better classify the landslides that are relate than to different geological settings, and constrain the relation between different parameters and the triggers. When a relation will be established, we may build a step towards a better geohazard assessment, and may be define the likelihood of submarine landslide occurrences across the Italian Continental Margins, even in the areas when the landslides did not occurred yet. In fact, landslide hazard assessment requires the estimation of where, when (or how frequently) and how large a given landslide event may be. In marine realm this is very difficult because the cost of direct analysis is higher than in the subaerial counterpart. Therefore, a geostatistical approach on very large number of features could probably be the most realistic approach to the problem.

How to cite: Bianchini, M., Markezic, N., Casalbore, D., Spatola, D., Ceramicola, S., and Chiocci, F. L.: Geostatistical study of Italian submarine landslides, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-860, https://doi.org/10.5194/egusphere-egu23-860, 2023.

EGU23-1036 | ECS | Posters on site | GM6.3

Depositional Environment of the Late Cretaceous Rakopi Formation in the Deepwater Taranaki Basin, New Zealand 

Piyaphong Chenrai and Chawisa Phujareanchaiwon

The Late Cretaceous Rakopi Formation in the Deepwater Taranaki Basin is one of the most important source rocks and potential reservoirs in the Taranaki Basin. This study aims to interpret the depositional environments of the Rakopi Formation in the Deepwater Taranaki Basin by using seismic and well log interpretations. Based on seismic interpretation, the Rakopi Formation was interpreted to deposit in a delta setting which developed from the prograding delta into the distributary channels and swamps deposits on the delta plain. Sandstone distributions can be demonstrated from seismic attribute map in the prograding delta. Well log data provided significant source rock intervals consisting mainly of coal measures and were developed in the delta plain setting. The results from this study also shown that the coal intervals are generally corresponding to high negative amplitude reflections. Thus, integration of seismic and well log data can be used to reveal reservoir and source rock distributions in the petroleum exploration areas.

How to cite: Chenrai, P. and Phujareanchaiwon, C.: Depositional Environment of the Late Cretaceous Rakopi Formation in the Deepwater Taranaki Basin, New Zealand, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1036, https://doi.org/10.5194/egusphere-egu23-1036, 2023.

EGU23-1723 | Orals | GM6.3

Upslope migrating sand waves on sediment-starved shelves: An example from the southeastern continental margin of the Korean Peninsula 

Deniz Cukur, Gee-Soo Kong, David Buchs, Gwang-Soo Lee, Seong-Pil Kim, In-Kwon Um, Jong-Hwa Chun, and Senay Horozal

An uncharted field of sand waves was discovered in a low-relief submarine canyon incised in the outer shelf on the southeastern continental margin of the Korean Peninsula in water depths of 180–190 m. We characterize the nature and origin of the waves and the sand forming them using sub-bottom chirp profiles, eXpendable bathythermograph (XBT) profile, multibeam echosounder (MBES) data, and sediment samples from four piston cores. Two types of sand waves characterized by distinct height versus wavelength relationships were found in the study area. The sand waves in the upper, narrower part of the shelf-incised canyon are sinuous-crested, with amplitudes of 0.3–2.1 m (mean: ~1 m) and wavelengths of 10–45 m (mean: ~24 m). Their asymmetry indicates migration upslope in a southwesterly direction, opposite to the surface currents. In contrast, the lower part of the canyon that is wider and closer to the margin of the continental shelf hosts nine long (ca. 1 km) curvilinear-crested sand waves with symmetrical crests; these waves likely reflect transient bedforms forming under fluctuating current conditions.

The sediment of the sand waves consists of a variable mixture of siliciclastic and carbonate materials. The carbonate fraction (~22–55%; mean: ~34%) is derived mainly from the remains of bryozoans, bivalves, echinoderms, foraminifers, gastropods, and serpulids. Six bioclasts were dated by the radiocarbon method between ca. 41.3 and 11.8 ka BP. These relatively old ages and palaeontological data supports reworking from a shallow-marine environment during the last glacial transgression and limited sedimentation/sediment supply in the study area. The siliciclastic fraction (~44–79%; mean: ~37%) is composed of rounded to subrounded quartz and feldspar of moderate to good sorting and a mean grain size of ~1.3 phi (medium sand). The uppermost ~30 cm of all the sand wave cores reveals a decrease in the grain size of the siliciclastic fraction coupled with an increase in the carbonate/siliciclastic ratio, suggesting episodic sediment reworking and migration of the sand waves in response to fluctuating bottom currents. The coarser sediment that forms the core of the sand waves records bedload transport during periods of stronger currents. Finer carbonate-rich pelagic sediment (i.e., plankton) accumulated at the top of the sand waves during periods of weaker bottom currents. Significantly, our results show that the grain size and mineralogy of the sediment composing the sand waves are controlled by changes in hydrodynamic conditions. Our study provides novel geomorphological evidence for the influence of SW-flowing cold-water incursions (Korean Strait Bottom Cold Water) on the seafloor sediments.

How to cite: Cukur, D., Kong, G.-S., Buchs, D., Lee, G.-S., Kim, S.-P., Um, I.-K., Chun, J.-H., and Horozal, S.: Upslope migrating sand waves on sediment-starved shelves: An example from the southeastern continental margin of the Korean Peninsula, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1723, https://doi.org/10.5194/egusphere-egu23-1723, 2023.

EGU23-2529 | Posters on site | GM6.3

Case study on the detection and quantification of the gas flares on the southeastern continental shelf of the East Sea, Korea 

Young-Jun Kim, Jong-Hwa Chun, Gee-Soo Kong, Mario E. Veloso Alarcon, Deniz Cukur, Youngho Yoon, Jung-Ki Kim, and Joung-Gyu Choi

Since most of the shallow gas is composed of methane, studies on its availability as a resource and global warming are being conducted. A gas flare is called a phenomenon in which shallow gas escapes from the sub-bottom into the seawater. Gas flares cause seafloor deformation and can trigger large-scale geohazards such as landslides and tsunamis. We discovered the gas flares in 2021 and 2022 by conducting seismic and acoustic surveys using R/V TamaheⅡ seismic vessel at the southeastern continental shelf of the East Sea in Korea. The gas flares were detected on the water column data obtained by an EK60 of 38 kHz frequency and a multi-beam echo sounder of 20 – 40 kHz frequency bands (Kongsberg EM2040). We observed the deformation of the seafloor and sub-bottom using a Chirp sub-bottom profiler (SBP) of 2 – 7 kHz frequency bands (FalMouth HMS-622 CHIRPceiver). The water depth of the survey area ranges from 130 to 140 m. Four gas flares are distributed within approximately 3.5 km in a northwest-southeast direction. The height of the gas flare is about a maximum of 100 m from the seafloor. The seafloor where the gas escaped was observed to deform into dome shapes and pockmark. Additionally, we performed the seismic survey using a 60 in3 mini GI gun and a 48-channel streamer cable with a 12.5 m group interval to detect the source layer of shallow gas and the migration pathways. We tried using VBALab software to quantify the gas flow rate on the acoustic data of EK60.

How to cite: Kim, Y.-J., Chun, J.-H., Kong, G.-S., Alarcon, M. E. V., Cukur, D., Yoon, Y., Kim, J.-K., and Choi, J.-G.: Case study on the detection and quantification of the gas flares on the southeastern continental shelf of the East Sea, Korea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2529, https://doi.org/10.5194/egusphere-egu23-2529, 2023.

EGU23-2662 | Orals | GM6.3

The EuroMediterranean Submarine Landslide database: towards offshore geohazard quantitative assessement from submarine landslides and derived tsunamis 

Roger Urgeles, Davide Gamboa, Ricardo León, Finn Lovholt, Maarten Vanneste, Antonio Cattaneo, and Carla Vila

The Euro-Mediterranean Submarine landSlide (EMSS) database is a catalogue of submarine landslides of the Mediterranean Sea and the European continental margins of the Atlantic and Arctic Oceans. The catalogue is compiled from data available in the literature as well as information collected from geophysical data and so far not published in the scientific literature. A first version has been recently made available online (https://ls3gp.icm.csic.es/?page_id=553) and OGC services are being developed to be available soon through the EPOS data portal (https://www.ics-c.epos-eu.org/) in the frame of the EU funded project Geo-INQUIRE. Within Geo-INQUIRE we are currently working on a second version of the catalogue improving both areal coverage in the Atlantic Ocean and information relative to the source areas (as opposed to the previous version where only deposits and scars was considered). The aim of the latter improvement is to better characterize the failure and post-failure stages of submarine landslides. The new catalogue stores polygon and polyline geospatial features related to landslide deposits, landslide source areas and landslide scars as well as information relative to age, volume, area, runout, thickness, typology, scar elevation, relevant slopes and depths as well as related metadata. The catalogue includes submarine landslides that span from Miocene to Present day, although a clear bias exists towards submarine landslides of younger age, particularly for the smaller events. The reason for this is that the older and smaller events are difficult to identify on lower resolution geophysical data sets in deep-water and large sub-surface depths. The catalogue aims to offer improved understanding of mass-wasting processes, the potentially resulting tsunamis and derived geohazard. Recent case studies using a data subset (Gulf of Cadiz, SW Iberian Margin) portray the application of such type of databases in (probabilistic) analysis of submarine slope instability and tsunami-genesis from submarine landslides. We believe the current EMSS is the seed for the world ocean submarine landslide database. In this regard, we encourage the offshore geohazards community to contribute to enlarge the database. Shapefile templates will be made available to ease the task. This work is supported by the European Union’s Horizon Europe Research and Innovation Program under grant agreement No 101058518 (Geo-INQUIRE).

How to cite: Urgeles, R., Gamboa, D., León, R., Lovholt, F., Vanneste, M., Cattaneo, A., and Vila, C.: The EuroMediterranean Submarine Landslide database: towards offshore geohazard quantitative assessement from submarine landslides and derived tsunamis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2662, https://doi.org/10.5194/egusphere-egu23-2662, 2023.

EGU23-3829 | Posters on site | GM6.3

Study on the influence of seabed scour on monopile stability of offshore wind power by discrete element method 

Chia-Ming Lo, Yu-Sen Lai, and Kai-Chin Ma

At present, the construction technology of offshore wind power of Taiwan is mostly based on foreign case experience and related design standards. However, the long-term scour effect of the Taiwan current will take away the soil around the pile foundation with the current, thus reducing the embedding depth of the foundation and reducing the stability of the foundation. In addition to being affected by loads such as wind and waves, the offshore wind power foundation is also the key to the overall design of the interaction between the seabed soil and the offshore wind power foundation. Therefore, this study adopts the method of discrete element method coupled with fluid mechanics to deeply explore the pore water pressure and stress changes inside the seabed soil during the seabed scour process around the offshore wind power foundation, and also explores the seabed under different scour mechanism scenarios for offshore wind power foundations. The results of this study show that the sand density of the seabed has a significant impact on the development of the scouring pit. The greater the sand density, the smaller the scouring depth, and the horizontal and vertical development of the scouring pit will also be reduced. the higher the sand density of the seabed, the smaller the lateral displacement of the single pile foundation affected by the erosion effect, which means the higher the lateral bearing capacity that the seabed sand can provide to the monopile foundation.

Key words: scour effect, the offshore wind power foundation, discrete element method, scour process; monopile.

How to cite: Lo, C.-M., Lai, Y.-S., and Ma, K.-C.: Study on the influence of seabed scour on monopile stability of offshore wind power by discrete element method, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3829, https://doi.org/10.5194/egusphere-egu23-3829, 2023.

EGU23-4521 | Posters on site | GM6.3

Complex morphological changes in marine coarse sediment bedforms 

Marta Ribo, Sally Watson, Helen Mcdonald, and Lorna Strachan

On inner continental shelves, a variety of coarse grained bedforms, such as gravel dunes, are shaped by hydrodynamic and morphodynamic processes. Repeat, high-resolution, multibeam surveys are crucial to identify geomorphological changes on the seafloor, especially in the extremely dynamic shallow waters (< 200 m water depth). Timeseries bathymetric datasets allow us to measure and monitor spatial- and temporal changes in submarine bedforms and determine their evolution patterns. This is important for a better understanding of the sediment transport processes and the related hydrodynamics, but also to determine the settings for benthic ecosystems and identify changes in seafloor geomorphology to prevent potential damage of offshore infrastructure and maritime pathways.
We present three multibeam data sets acquired in 2017, 2020 and 2021 over a field of gravel-sand bedforms located in the high-energy Cook Strait / Te Moana-o-Raukawa. In this study we combine timeseries bathymetric data, ground-truth data (video footage and sediment samples) and oceanographic modelling to understand the sediment dynamics in the area. Results show that coarse sand and gravel field of dunes with superimposed megaripples have undergone intricate morphological changes. The ~100-m length and ~15-m height submarine dune crests bifurcate, becoming more complex between 2017-2020, followed by the reforming of dune crests between 2020-2021. Hydrodynamic modelling suggests there is an interaction between the tidal near-bottom currents and the sediment transport, creating a morphological positive feedback, which might be leading the complex bedform morphological changes observed in the repeated mapping surveys.
This study reveals the dynamic nature of the seabed over short time-scales (years) in highly dynamic areas, such as the tidally vigorous Cook Strait region. Our findings demonstrate the importance of repeat multibeam mapping in understanding of the rate and scale of changes on the seafloor.

How to cite: Ribo, M., Watson, S., Mcdonald, H., and Strachan, L.: Complex morphological changes in marine coarse sediment bedforms, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4521, https://doi.org/10.5194/egusphere-egu23-4521, 2023.

Submarine slope failures pose a hazard to seafloor infrastructure and coastal communities. Given the high population densities, slope failures can have a particularly significant impact around river deltas, generating damaging tsunamis and breaking critical telecommunications connections. Despite the risks they pose, a lack of detailed monitoring means that the factors that lead to slope collapse remain poorly constrained. Numerical modelling is typically used to assess future slope stability. Still, sparse existing data ensure that we cannot yet determine how submerged delta slopes evolve and progress to failure at the field scale. Here, we aim to close this gap by analysing repeat seafloor surveys of the submerged Squamish prodelta, British Columbia, to determine the physical controls on slope instability. Multibeam bathymetric surveys were performed on 93 consecutive weekdays in 2011, during which time at least five large (>50,000 m3) delta slope collapses occurred, as well as numerous smaller slope failures. These surveys allow us to determine how the delta slope and geometry changes on an unusually detailed timeframe (i.e. daily) in the build-up to slope collapse and how it relates to variable sediment supply from the feeding river and tidal fluctuations. Analysis of the five large collapses reveals that a single mechanism is not responsible for every failure. So, we investigated how different parts of the delta encounter major failure at different times and locations by measuring and mapping out the delta head and associating it with sediment input and tide high. From this, we found that slope failure is likely due to a combination of enhanced slope geometry due to delta lip progradation and pore pressure fluctuations relating to sediment loading and tidal effects.

How to cite: Zulkifli, Z., Clare, M., and Minshull, T.: What are the controls for delta front slope failure? Insights from detailed monitoring at Squamish Delta, British Columbia., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4582, https://doi.org/10.5194/egusphere-egu23-4582, 2023.

EGU23-5505 | Orals | GM6.3

Spatial-temporal development of paleo-pockmarks on the Chatham Rise from 3D imaging with subbottom profiler data 

Fynn Warnke, Ingo Pecher, Jess Hillman, Bryan Davy, and Lorna Strachan

Seafloor depressions, sometimes known as pockmarks, are commonly observed features on the ocean floor. Their shape and size can range from small, circular indentations (10s m) up to large, often irregularly shaped depressions (several kms in diameter). The origin of pockmarks is often attributed to focused fluid or gas seepage at the seafloor, but their formation mechanisms (e.g., gas/fluid composition, timing, physical processes) remain ambiguous in many cases. On the Chatham Rise, offshore New Zealand’s South Island, seafloor depressions cover an area >50,000 km², and appear to be bathymetrically controlled. For this region, it has been hypothesized that episodic release of geological CO2 resulted in the recurring formation of pockmarks at glacial terminations. Seismo-acoustic surveys allow the investigation of potential fluid-flow pathways and buried paleo-pockmarks. High-resolution imaging of shallow subsurface features can be conducted using hull-mounted, parametric subbottom profilers that are available on most larger research vessels. Higher frequencies (>1 kHz) and narrow acoustic beams provide very high vertical resolution (decimetre range) and small lateral footprints capable of resolving smaller structures than using conventional seismic. A recent voyage in 2020 acquired an extensive grid of densely spaced (~25 m) 2D subbottom profiles over a dense pockmark field on the Chatham Rise.

Here we present a novel approach to create a comprehensive pseudo-3D cube from high-resolution 2D echosounder profiles using a recently developed processing workflow. Based on this generated cube, we perform a preliminary analysis of seafloor pockmarks and paleo-pockmarks in the shallow subsurface up to 150 m below the seafloor. Our analysis includes insights into the recurrence of pockmark formation at different geological times and an assessment of morphological changes and varying spatial locations over time. Additionally, we investigate a potential polygonal fault network beneath the lowermost layer of paleo-pockmarks that might channel upward fluid migration in the area.

How to cite: Warnke, F., Pecher, I., Hillman, J., Davy, B., and Strachan, L.: Spatial-temporal development of paleo-pockmarks on the Chatham Rise from 3D imaging with subbottom profiler data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5505, https://doi.org/10.5194/egusphere-egu23-5505, 2023.

EGU23-6059 | Orals | GM6.3

Geomorphological and sedimentary features of an underwater lava tube: the Túnel de la Atlántida (Lanzarote, Spain) 

Javier Lario, Tamara Martín-Pozas, Sergio Sanchez-Moral, Juan Carlos Cañaveras, Angel Fernandez-Cortes, Roberto Cano, Cecilio Lopez-Tercero, Alvaro Roldan, Esther Martin, Carlos Perez-Mejias, and Hai Cheng

The Túnel de la Atlántida (Atlantida Tunnel), located in Lanzarote Island (Canary Islands, Spain), with a length of about 2000 m and a depth of 64 m, is the largest submerged lava tunnel in the world. It corresponds to the submerged part of the lava tube complex of the La Corona volcano, with a length of about 10 km. During the development of the Sublantida Project, using diving techniques, various forms associated with the formation of the volcanic tube have been catalogued and a study of its sediments, minerals and speleothems has been carried out, including XRD, ESEM and petrological microscopy. It has been possible to propose a paleoenvironmental reconstruction from the formation of the volcanic tube, ca.21 Ka ago, to the present. The geomorphological, petrological, and sedimentary characteristics associated with the formation of the lava tube justify its importance as a World Geological Site of Interest.

Acknowledgments: This project has received funding from the Spanish Ministry of Science and Innovation and the Spanish State Research Agency (grants CGL2017-91218-EXP and PID2019-110603RB-I00-SUBSYST). It is a contribution to the IGCP Project 725.

How to cite: Lario, J., Martín-Pozas, T., Sanchez-Moral, S., Cañaveras, J. C., Fernandez-Cortes, A., Cano, R., Lopez-Tercero, C., Roldan, A., Martin, E., Perez-Mejias, C., and Cheng, H.: Geomorphological and sedimentary features of an underwater lava tube: the Túnel de la Atlántida (Lanzarote, Spain), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6059, https://doi.org/10.5194/egusphere-egu23-6059, 2023.

EGU23-6826 | ECS | Orals | GM6.3

Submarine fans in the Kribi-Campo sub-basin, offshore Cameroon: Geomorphology and stratigraphic evolution during the Late Cretaceous 

Boris Secke Bekonga Gouott, Ovie Emmanuel Eruteya, Yakufu Niyazi, Mbida Yem, Joseph Quentin Yene Atangana, Adolphe Lorcin Maloh, Samuel Makoube Etame, and Elias Samankassou

Submarine fans are deposits of coarse sediments of continental origin in the deep sea, and are generally characterized by a complex depositional architecture, due to the multiple triggering mechanisms of deep-water sediment gravity flows. Consequently, this poses great challenges to deep water petroleum exploration and development. We analyzed the geomorphologic evolution and architecture of Campanian, deeply buried, submarine fans in the Kribi-Campo sub-basin, offshore Cameroon. Using a 3D seismic reflection data set and logs from two wells, we mapped seven horizons, including the fan base, fan top and five internal horizons. In cross-section, the fan is characterized by a high amplitude seismic facies exhibiting an aggradational pattern with parallel and continuous reflectors. The stacked fan-shaped morphology is up to 340 ms TWT thick, extends over an area of 600 km2 and oriented NE-SW, near the Kribi High. The analysis of lobes and channels on each horizon provided a timelapse that captures the major geomorphologic transformations of the submarine fan from its initiation, growth, and abandonment.  The submarine fan is composed of depositional lobes whose beds consist of sand, silt and mud. The detailed structure of these lobes has a finger-like morphology and is generally oriented at high angles to the channel that delivered the sediment to the lobes. The finger-like features are interpreted as thick massive sands, formed as a result of sediment-gravity flows which branched off the main flow eroding into pelagic clay substrate. Two types of channel morphology were identified (straight and sinuous). Our results show that channel and sand-body architecture evolve in a predictive manner, primarily controlled by fan aggradation. The elongated shape and morphology of the submarine fan may arise from the interaction of the fault-related folds and Kribi High, with sandstone deposition within the intervening topographic lows, sourced from the east. The 3D seismic geomorphological analysis of the submarine fan, as presented in this study, is essential to better understand their geometries, facies distribution, stacking patterns and depositional architecture to improve reservoir predictions.

How to cite: Secke Bekonga Gouott, B., Eruteya, O. E., Niyazi, Y., Yem, M., Yene Atangana, J. Q., Maloh, A. L., Makoube Etame, S., and Samankassou, E.: Submarine fans in the Kribi-Campo sub-basin, offshore Cameroon: Geomorphology and stratigraphic evolution during the Late Cretaceous, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6826, https://doi.org/10.5194/egusphere-egu23-6826, 2023.

EGU23-7464 | ECS | Orals | GM6.3

Modelling the seismic amplitude response to internal heterogeneity of mass-transport deposits 

Jonathan Ford, Angelo Camerlenghi, Francesca Zolezzi, and Marilena Calarco

Mass-transport deposits often show a low-amplitude, “acoustically transparent” seismic response compared to unfailed sediments. This amplitude signature is often interpreted as a lack of coherent internal reflectivity caused by a loss of internal structure during transport and emplacement, and is widely used to delineate mass-transport deposits in sub-bottom profiler data. An apparent contradiction is that cores penetrating such “acoustically transparent” deposits can sometimes retrieve well-stratified sediments that show little evidence of deformation.

In this study we examine the variation in the single-channel seismic amplitude response with changing heterogeneity using synthetic seismic modelling. We model the internal structure of mass-transport deposits as a two-component binarised random medium, where the lateral correlation length is used to artificially control the degree of internal deformation/scale of internal structure, while maintaining the magnitude of the internal reflectivity constant. We construct two synthetic models: i) a simplified single-source marine example and ii) a multi-source example based on a real world “acoustically transparent” mass-transport deposit imaged by a dense network of AUV sub-bottom profiles in the Black Sea. We use 2-D elastic finite-difference modelling to model the seismic response (at sub-bottom profiler bandwidths) of an ensemble of both synthetic models with varying geostatistical parameters and random seeds for the mass-transport deposit zones. For the single-source synthetic model a reduction in observed amplitude with reduced lateral scale length is consistently observed across a range of vertical correlation lengths. For the real world Black Sea example, with realistic elastic and geostatistical parameters based on cone-penetration tests and physical property measurements from sediment cores, we find that when the lateral scale length of the random medium is around 1 m, recorded seismic amplitudes are, on average, reduced by ∼15% relative to unfailed sediments.

We conclude that relatively small amounts of deformation at scales larger than the dominant seismic wavelength are, in general, able to a generate significant decrease in seismic amplitude, without requiring a reduction in the average reflectivity. Our synthetic modelling results should discourage interpretation of the internal structure of mass-transport deposits based on seismic amplitudes alone as “acoustically transparent” mass-transport deposits may still preserve coherent, metre-scale internal structure. In addition, the minimum scale of heterogeneity required to produce a reduction in seismic amplitudes is likely much larger than the diameter of sediment cores, meaning that such mass-transport deposits may still appear well-stratified and undeformed when cored.

How to cite: Ford, J., Camerlenghi, A., Zolezzi, F., and Calarco, M.: Modelling the seismic amplitude response to internal heterogeneity of mass-transport deposits, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7464, https://doi.org/10.5194/egusphere-egu23-7464, 2023.

EGU23-7610 | ECS | Posters on site | GM6.3

Submarine cable drifting and landslide investigation based on ship noise recorded by seismometer 

Yi-Chin Lin and Jing-Yi Lin

After the Ml 5.8 Hualien earthquake occurred the 4 February 2018, the power of the submarine cable seismic and tsunami observation system of Taiwan's Central Weather Bureau (CWB) has been shut down for several days, and the attitude of one of the OBS, EOS4, shown 37° rotation and an increase of pressure by an equivalent of 4 meters in depth after the power restoration. To find the actual position of this station, we applied the method of Trabattoni et al. (2020), which calculated the cepstrum based on the time difference between the direct and first reverberation wave of ship noise. However, the flat seabed assumption in this approach may not be suitable for EOS4 which is characterized by a dramatic topography variation. In our study, we developed a Fortran program to calculate the travel time curve by incorporating bathymetry variation and compared it with the result obtained by using active sources to assess the applicability of the program. The result shows the bathymetry variation does affect the OBS relocation. Apart from the position difference, the time difference between the observed and theoretical cepstrum curves could be induced by bathymetry variation. In addition, signal strength indicates the roughness and material of the area around the reflection point. To investigate the drift of EOS4, we select the AIS data of cargo ships within a radius of 30km from the EOS4 for two different time periods, which are 2/1-2/4 15:00 and 2/6-2/15, before and after the 2018 ML 5.8 earthquake. We select 27 and 76 ship traces has significant signals for two time periods, respectively. The minor change in the lateral direction of the cepstrum shows that the site location after the earthquake could not drift for a long distance, but the 0.2s time difference in the vertical direction of the cepstrum could indicate that the site has been buried, which is in the agreement of the pressure change of the station. The energy ratio of the hydrophone and the vertical channel of seismometer decreases at relatively lower frequencies and increases at higher frequencies. This phenomenon also supports our estimation. In addition, based on the cepstrum obtained from the ship tracks for a different direction, we obtained the time difference distribution in two dimensions, which may provide a new approach for bathymetry variation monitoring.

How to cite: Lin, Y.-C. and Lin, J.-Y.: Submarine cable drifting and landslide investigation based on ship noise recorded by seismometer, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7610, https://doi.org/10.5194/egusphere-egu23-7610, 2023.

Submarine canyons are the main conduits that transport material such as sediment, organic carbon, and litter from the continent to the deep sea. This transport of material is more efficient when the canyon heads incise into the shelf, as opposed to canyons that are confined to the continental slope. The specific controls on the distribution of these two canyon types along the world’s continental margins remain unquantified and we still lack knowledge about these seascape shaping processes.

Spatial statistics on a global scale help to reveal these processes.  In this study, we successfully predict the global patterns of submarine canyon occurrence along major continental margins based on terrestrial and marine environmental variables using point patterns on linear networks. We show that submarine canyon density of both types increases as a function of gradient of the continental slope which is the most important predictor. Subsequently, the locations of slope-confined canyons are best predicted by age of the adjacent ocean lithosphere with old ages corresponding to high canyon densities. Shelf-incised canyons are best predicted by the shelf gradient which correlates positively with shelf-incised canyon densities and, to a lesser extent, by high water discharge from the adjacent catchments.

Our results show that marine variables – primarily the continental slope gradient - are most crucial for spatially predicting submarine canyons while terrestrial variables are of lesser importance. The influence of terrestrial conditions and shelf morphology on slope-confined canyons is minimal. However, incision of canyons into the shelf is facilitated when shelves are steep and river discharge is high, highlighting the secondary role of canyon head erosion by terrestrially derived sediment. Our results underscore that the formation of submarine canyons worldwide is mainly governed by backward erosion along steep continental slopes by mass failure and/ or erosive sediment density currents.  Erosion by sediment flows carrying sediment directly from terrestrial sources is likely less important for the formation of submarine canyons.

 

How to cite: Bernhardt, A. and Schwanghart, W.: Controls on global submarine canyon occurrence and formation processe s– Insights from Spatial Point Pattern Analysis –, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7648, https://doi.org/10.5194/egusphere-egu23-7648, 2023.

EGU23-8508 | ECS | Orals | GM6.3

Shear Strength Development During Early Burial on Seismically Active Margins: A Geotechnical Investigation into Seismic Strengthening 

Bailey Fitzgerald, Derek Sawyer, Julia Reece, and Wyatt Scott

Recent work has demonstrated elevated shear strength in the uppermost 100 meters below seafloor (mbsf) on seismically active margins. This observation is consistent with the seismic strengthening hypothesis that repeated exposure to earthquake shaking progressively dewaters and densifies sediment, which leads to increased shear strength and slope stability.  However, the relative contribution of seismic strengthening versus intrinsic properties on shear strength remain largely unknown. Here, we compare sediments from seismically active and passive margins from scientific ocean drilling sites that exhibit significant shear strength differences. Active margin sites are Nankai (Site C0001), Cascadia (Site 1054), and Southern Alaska (Site U1418), and passive margin sites are Amazon Fan (Site 942), North Carolina Slope (Site 1054), and New Jersey (Site 1073). From each site, we sampled 500 g of sediment equally distributed throughout the top 100 mbsf. We combined samples to create a representative bulk sample per continental margin and reconstituted them with saltwater that matched field-measured salinity. We measured particle size (hydrometer), plasticity states (Atterberg limits), mineralogy (powder X-ray diffraction), compression behavior and permeability (1-D resedimentation experiments), and undrained shear strength (fall cone device). All samples are siliciclastic marine mud that classify as silty clay or clayey silt. Despite the apparent similarity in lithology, sand fraction varies from 0.8 wt. % (Amazon) to 10.3 wt. % (N. Carolina) and clay fraction (<2 mm) varies from 37.7 wt. % (N. Carolina) to 56.0 wt. % (Amazon). Void ratios, measured in resedimentation experiments range from 1.6 (porosity = 62%) (Nankai) to 1.0 (porosity = 50%) (S. Alaska) at a vertical effective stress of 100 kPa. Resedimentation experiments are followed by consolidation to 1 MPa (equivalent to 100 meters of burial depth) and undrained shear strength measurements, which are compared with field-measured shear strengths. We find the previously observed strengthening effect observed in the active margin field- strength is no longer present in the lab-strengths. This suggests that the exposure to seismicity in the field is potentially leading to enhanced shear strength during early burial.

How to cite: Fitzgerald, B., Sawyer, D., Reece, J., and Scott, W.: Shear Strength Development During Early Burial on Seismically Active Margins: A Geotechnical Investigation into Seismic Strengthening, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8508, https://doi.org/10.5194/egusphere-egu23-8508, 2023.

EGU23-8954 | Posters on site | GM6.3 | Highlight

Volcano-tectonic deformation of the submarine flank of Cumbre Vieja volcano, La Palma, Canary Islands 

Jacob Geersen, Felix Gross, Sebastian Krastel, Christoph Böttner, Olga Sánchez-Guillamón, Juan-Tomás Vázquez, Ricardo Leon, Luisa Rollwage, Henriette Sudhaus, Christian Sippl, and Morelia Urlaub

The land and seascape of the Canary Islands witnesses a long history of volcanic growth and volcano-tectonic deformation. This interplay has generated a spectacular morphology that stretches over almost 8 km (vertically) from the foot of the western volcanic islands at 4.000 m water depth to the top of the Pico del Teide at 3.718 m above sea level. On 19th September 2021, Cumbre Vieja volcano on the island of La Palma, experienced its longest eruption in historic times, lasting for three months. The eruption was accompanied by widespread deformation, expressed among others by tens of thousands of earthquakes, meter-scale vertical elevation changes, fractures and eruptive fissures that opened along the onshore flank, and the build-up and collapse of volcanic cones. It is now a major task for researchers to identify and untangle the different deformation patterns in order to learn about volcano-tectonic and related sedimentary processes before, during, and after the eruption. Because the largest volume of the volcano locates underwater, a comprehensive analysis of volcano-tectonic deformation requires marine data. Here we present a synthesis of legacy hydroacoustic data from the last century together with new data collected in recent years and especially after the 2021 eruption. The new data include multibeam bathymetry from VULCANA_1015, VULCANA_0318 and VULCANA_III_LP_0921/1021-0222 cruises which were supported by the Spanish Institute of Oceanography (IEO-CSIC) funds through the VULCANA project. These data cover the submerged flank down to a water depths of 1940 m with a 10x10 m grid spacing. We further collected multibeam and sediment echosounder data from the lower part of the island slope and adjacent abyssal seafloor between the islands of La Palma and El Hierro during RV MARIA S. MERIAN Cruise 113 in January 2023. Together the different data cover the western side of La Palma, which has collapsed repeatedly in a likely catastrophic manner over geologic times, with the Cumbre Nueva debris avalanche at 125–536 ka representing the youngest event. We use the data to map sedimentary and tectonic structures including fault outcrops, submarine canyons and channels, mass-transport deposits, landslide scars and blocks as well as folded and faulted strata between the coast and about 4500 m water depth. The results add to a land-to-sea analysis of volcano-tectonic deformation at Cumbre Vieja volcano including the spatial extent and outline of the mobile western flank, which seems to be moving into the Atlantic Ocean.

How to cite: Geersen, J., Gross, F., Krastel, S., Böttner, C., Sánchez-Guillamón, O., Vázquez, J.-T., Leon, R., Rollwage, L., Sudhaus, H., Sippl, C., and Urlaub, M.: Volcano-tectonic deformation of the submarine flank of Cumbre Vieja volcano, La Palma, Canary Islands, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8954, https://doi.org/10.5194/egusphere-egu23-8954, 2023.

EGU23-8985 | ECS | Orals | GM6.3

Compilation and processing of bathymetric data recorded along the Northwest African continental margin over several decades 

Qinqin Tang, Jens Schneider von Deimling, Jacob Geersen, and Sebastian Krastel

The Northwest (NW) African continental margin is well known for the occurrence of large-scale submarine landslides with prominent scarps exposed at the seafloor. Previous studies primarily focused on major landslides, but rarely covered small scarps. It is unclear if the distribution of landslides along the NW African continental margin is biased by the availability of processed data because data were collected mainly in designated surveys in areas of special interest. Numerous multibeam bathymetric data sets, however, are available for the area as data were also collected during transits and cruises where seafloor mapping was not a primary objective. We compiled such various datasets in the open-source MB-System software and implemented a cloud-based auto-processing and adaptive filtering workflow to handle the large bathymetric datasets (15,476 survey lines). The results show that our auto-processed bathymetric data provide a much-improved view of the seafloor (50 × 50 m), compared to EMODnet2020 and GEBCO 2022 GRID without having manually edited the data. Such a workflow allows to process large underway multibeam datasets of the given kind and therefore it resolves the unknown submarine landforms. Our results from NW Africa offer not only new insights into small-scale submarine landslides but also fulfill the missing piece from previous studies that focused on large-scale submarine landslides. Minor scarps are mainly found close to areas with major landslides, supporting the hypotheses that the NW African continental margin is characterized by large-scale but infrequent landsliding. Minor scarps are additionally identified in some other areas, such as the walls of the Agadir Canyon. Associated landsliding may contribute to the well-known Moroccan Turbidite System. The additional information on minor scarps allows us to gain a more comprehensive understanding of submarine landslides and the associated tsunami risk along the NW African continental margin.

How to cite: Tang, Q., Schneider von Deimling, J., Geersen, J., and Krastel, S.: Compilation and processing of bathymetric data recorded along the Northwest African continental margin over several decades, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8985, https://doi.org/10.5194/egusphere-egu23-8985, 2023.

EGU23-10006 | Orals | GM6.3

A two-part seabed geomorphology classification scheme: Part 2 – a geomorphic classification framework and glossary 

Rachel Nanson, Riccardo Arosio, Joana Gafeira, Mardi McNeil, Dayton Dove, Bjarnadóttir Lilja, Dolan Margaret, Guinan Janine, Alix Post, John Webb, and Scott Nichol

Maps of seabed geomorphology provide foundational information for a broad range of marine applications. To be most effective, geomorphic characterisation of the seabed requires standardised, multi-scalar and interjurisdictional approaches that can be applied locally, regionally and internationally using the best available data. An ongoing collaboration between geoscience agencies in the United Kingdom (BGS), Norway (GSN), Ireland (GSI; UCC) and Australia (GA; LU) has focused on developing a new standardised approach to meet this need. Dove et al (2016) first described a two-part approach for mapping the geomorphology of the seabed. Part 1 was subsequently published as an open access glossary that includes an illustrated list of terms and definitions that primarily draw on the International Hydrographic Organization standard (Dove et al, 2020). Morphology maps are created by applying Part 1 Morphological terms to bathymetry data. Part 2 classifies these mapped  shapes with their geomorphic interpretation; geomorphic unit terms are structured within 11 geomorphic Settings (Fluvial, Coastal, Marine, Glacial, Hard Rock) and Process (Current-induced, Biogenic, Mass movement, Fluid Flow, Karstic, Anthropogenic) categories. Consistent with Part 1, Part 2 terms are primarily sourced from established literature. The application of Part 2 requires further seabed data and/or contextual information and expert judgement, and is intended to constrain the uncertainty that is inherent to subsurface facies interpretation and prediction to this step. A draft version of Part 2 was the focus of a well-attended (>50 participants) workshop at the IAG’s International Seafloor Geomorphology Conference in Malta (July 2022: Nanson et al., 2022). Feedback from that workshop and from the broader community was integrated into a revised version of the report, which will be released early in 2023.  We will demonstrate the application of this method to several worked examples from coasts, continental shelves and the deep marine, and thereby demonstrate the utility of the two-part approach for mapping the distribution of sedimentary facies that form in these diverse marine environments.  

Dove, D., Bradwell, T., Carter, G., Cotterill, C., Gafeira Goncalves, J., Green, S., Krabbendam, M., Mellett, C., Stevenson, A., Stewart, H., 2016. Seabed geomorphology: a two-part classification system. 

Dove, D., Nanson, R., Bjarnadóttir, L.R., Guinan, J., Gafeira, J., Post, A., Dolan, M.F.J., Stewart, H., Arosio, R. and Scott, G., 2020. A two-part seabed geomorphology classification scheme:(v. 2). Part 1: morphology features glossary. https://zenodo.org/record/4071940#.Y7tURodBxPY 

Nanson, R., Arosio, R., Gafeira, J., Dove, D., Guinan, J., McNeil, M., Bjarnadóttir, L., Dolan, M., Post, A., Nichol, S., 2022. A two-part seabed geomorphology classification scheme: Part 2 Geomorphology - Version 0.9.

How to cite: Nanson, R., Arosio, R., Gafeira, J., McNeil, M., Dove, D., Lilja, B., Margaret, D., Janine, G., Post, A., Webb, J., and Nichol, S.: A two-part seabed geomorphology classification scheme: Part 2 – a geomorphic classification framework and glossary, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10006, https://doi.org/10.5194/egusphere-egu23-10006, 2023.

EGU23-11441 | ECS | Orals | GM6.3 | Highlight

Volcanic Island Sector Collapse: Reconstruction of volcanic activity and implications for subsequent mass movements from marine records drilled with MeBo70 offshore Montserrat (Lesser Antilles) 

Kristina Sass, Steffen Kutterolf, Tim Freudenthal, Sebastian Watt, Christian Berndt, Sebastian Krastel, and Katrin Huhn

Volcanic island sector collapses produce some of the volumetrically largest mass movements on Earth. They may trigger devastating tsunamis that pose hazards to coastal communities and endanger seafloor installations. However, very little is currently known about the interplay between volcanic activity and subsequent mass wasting (volume, source location, and trans­port dis­tance) as well as their specific em­place­ment pro­cesses (tim­ing, kin­emat­ics, and dy­nam­ics). Moreover, these are key information to de­vel­op­ a re­li­able tsunami haz­ard as­sess­ment for sec­tor col­lapses.

The volcanic island of Montserrat in the Lesser Antilles is an ideal target to study the timing, frequency, and kinematics of sec­tor col­lapses as well as subsequent mass wasting. In 2019, Meteor expedition M154 investigated the major landslide complex – Deposit 2, located in the southeast offshore sector of Montserrat and provided an outstanding geophysical (M154-1) and sedimentological dataset. Here, the second leg, M154-2, focused on sediment sampling. Within and in the vicinity of Deposit 2, drill cores were taken with the MeBo70 drill rig from up to 63 mbsf. Ad­di­tion­ally, 21 sup­ple­ment­ing grav­ity cores were taken in the vi­cin­ity of Me­Bo70 drill sites and along systematic transects across the slid masses. Sedimentological, geophysical, geotechnical as well as geochemical analyses of these sediment cores enable a unique opportunity to gain new insights into timing of mass wasting events and complement information on the volcanic island evolution.

Based on these sediment cores, this pro­ject aims at con­trib­ut­ing to the gen­eral com­pre­hen­sion of vol­canic is­land sec­tor col­lapses, par­tic­u­larly the in­ter­re­la­tion­ship of vol­canic pro­cesses and as­so­ci­ated mass move­ments by establishing an event chronostratigraphy for the marine sediment records off Montserrat volcanic island.

Samples from four MeBo70 drill sites at the undisturbed slope, the central and distal part of Deposit 2, and south of Montserrat were analyzed for their componentry and composition. The sediments predominantly comprise mud-rich facies interbedded with fine to coarse-grained, better-sorted sands. The sandy intervals sometimes show multiple units defined by normally-graded beds or sharp color changes with variable proportions of volcanic and biogenic clasts. In a small number, coarse volcanic sands to volcaniclastic gravels were encountered. Tuffaceous deposits are less frequent. Petrographic analyses of selected samples by polarized light microscopy enable the investigation of clast inventories to differentiate between sediment units. Geochemical fingerprinting of major elements of volcanic glasses by electron microprobe elucidates this differentiation. The geochemical analyses further show a mainly basaltic to rhyolitic volcanism in the range of Arc Tholeiitic and Calc-alkaline series. The analyzed samples represent different stages of volcanic island evolution with periods of increased volcanic activity and eruptions, flank collapses, submarine mass wasting events, and periods of relative inactivity. Moreover, trace element analyses by laser ablation inductively coupled plasma-mass spectrometry of selected potential primary volcanic layers enable the possibility to better distinguish between single eruptions and also to narrow down their source area(s) as well as that of the sedimentary material.

How to cite: Sass, K., Kutterolf, S., Freudenthal, T., Watt, S., Berndt, C., Krastel, S., and Huhn, K.: Volcanic Island Sector Collapse: Reconstruction of volcanic activity and implications for subsequent mass movements from marine records drilled with MeBo70 offshore Montserrat (Lesser Antilles), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11441, https://doi.org/10.5194/egusphere-egu23-11441, 2023.

EGU23-13496 | ECS | Orals | GM6.3

Underwater Scuba Photogrammetry VS. MBES Acoustic Sounding: how to integrate multiscale data for a better understanding of Coralligenous outcrops 

Andrea Giulia Varzi, Luca Fallati, Alessandra Savini, Pietro Bazzicalupo, Valentina Alice Bracchi, and Daniela Basso

Coralligenous (C) includes calcareous build-ups of biogenic origin, characterised by the association of calcareous algae and several invertebrates. This habitat is one of the most important at the Mediterranean scale; it is a hot-spot of biodiversity thriving from shallow waters down to the limit of the mesophotic zone. The Italian project “CRESCIBLUREEF - Grown in the blue: new technologies for the knowledge and conservation of the Mediterranean reefs” aims at studying  peculiar C outcrops found along a depth gradient offshore Marzamemi village (SE Sicily). 

During the first project expedition (June 2021), we performed a Multibeam Echosounder (MBES) survey of the target area by using a R2Sonic 2022 system. A new 17 km2 high-resolution morpho-bathymetric map was realised, which interpretation led to the identification and classification of five major habitats, including different C morphotypes. C habitat in the form of banks was found mainly distributed between 30 and 35 m of water depth (w.d.). This investigation allowed us to observe and quantify the overall C distribution along a depth gradient spanning between 20 and 100 m of w.d., giving us a broad-scale perspective of its extension at the seafloor. 

A third marine survey (September 2021) was focused on collecting video and still images by using a Sony α Alpha 7ii reflex coupled with the Easydive Leo3 Wi housing and the Easydive illumination system Smart Sea - Gold Plus 7000 Lumen, through scuba diving. Data collection was performed over selected areas suitable for the application of underwater photogrammetry, taking into account the presence of C build-ups  (as confirmed by the interpretation of the MBES dataset) and the operational depth (i.e.: no more than 35 m of w.d.). Data collected by adopting this technique and processed using Structure-from-Motion (SfM) algorithms allowed us to get more information at the community level of such complex habitats, coupling the seafloor scale with the smaller scale obtained by direct observations. 

In this work, our intention is to improve the understanding of the geospatial context of Coralligenous distribution and extent from a multiscale perspective. Specifically, we want to show how eco-geomorphological indexes calculated using the high-resolution outputs of the C photogrammetry (3D meshes, DTMs, and orthomosaics) may be used to perform resolute investigations of such habitat on a broader scale, by considering their spatial distribution extrapolated from the MBES data.

How to cite: Varzi, A. G., Fallati, L., Savini, A., Bazzicalupo, P., Bracchi, V. A., and Basso, D.: Underwater Scuba Photogrammetry VS. MBES Acoustic Sounding: how to integrate multiscale data for a better understanding of Coralligenous outcrops, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13496, https://doi.org/10.5194/egusphere-egu23-13496, 2023.

EGU23-13850 | ECS | Posters on site | GM6.3

Integration of ROV-based acoustic and optical high-resolution remote sensing survey for a multiscale geomorphological seafloor mapping approach: an Arctic Cold seep case study 

Luca Fallati, Alessandra Savini, Andrea Giulia Varzi, Claudio Argentino, Stephan Bunz, and Giuliana Panieri

Multibeam echosounders (MBES) mounted on remotely operated vehicles (ROVs) can acquire sub-metric resolution bathymetry in deep water environments. However, a general lack of complexity measurements of peculiar seafloor morphologies (sub-metric and centimetric resolution) represents a knowledge gap that can be mitigated through an innovative image analysis technique: Structure from Motion (SfM). 3D photogrammetry is becoming more relevant in land and marine imaging research, opening new opportunities for the extraction of fine-scale terrain variables and high-resolution habitat mapping that may contribute to understanding the functioning of extreme deep-sea environments, such as cold seeps habitats.

Cold seeps are seafloor areas where reduced compounds from subsurface hydrocarbon reserves either enrich sediment fluids or emanate freely as gas from the seabed. Numerous underwater landscapes and various chemosynthetic communities are associated with these biodiversity hotspots, which were uncovered during the last decades of seafloor exploration. 

In this work, we integrated ROV-based MBES bathymetric datasets with multi-dimensional, high-resolution seafloor models obtained from ROV photogrammetry to improve (i) the understanding of the geospatial context of Cold Seeps distribution and (ii) their spatial extent from a multiscale perspective.

An arctic cold seep on Svyatogor Ridge, offshore Svalbard, was explored using Ægir6000, a work-class ROV equipped with a Kongsberg EM 2040 MBES and 8 HD and composite video camera inputs, which provide a fully operational vision with a zoom and focus capability able to film the ocean floor at different angles. The lighting capacity includes ten dimmable lights and has a maximum total load of 2300 W.

ROV-based multibeam micro-bathymetry was performed on a selected area at 45 m of altitude from the seafloor at a speed of 0,5 knot to map the near bottom environments in detail. Sub-portions of the same areas were then mapped using a photogrammetric workflow. The ROV moved at a constant speed of 0,2 knot, following predefined routes to guarantee optimal lateral overlap between adjacent transects. A photogram every two seconds was automatically extracted from the nadiral camera's videos. The images were later processed in Agisoft Metashape®, following a well-established photogrammetry workflow. As final outputs, we obtained 3D meshes, orthomosaics and DTMs at ultra-high-resolution (mm), which allowed us to get detailed morphometric maps.

These data permit us to reconstruct accurate georeferenced 3D models representing a variety of small-scale seabed features. Such ultra-high-resolution models can provide essential information for a better understanding of the spatial pattern associated with seafloor biogeochemical and physical processes. Furthermore, the opportunity to accurately locate push core sampling sites on ROV photomosaic allows us to investigate closer spatial relationships between measured methane fluxes and associated seafloor habitats. 

This work was supported by the Research Council of Norway, for AKMA - Advancing Knowledge on Methane in the Arctic, project number 287869.

 

How to cite: Fallati, L., Savini, A., Varzi, A. G., Argentino, C., Bunz, S., and Panieri, G.: Integration of ROV-based acoustic and optical high-resolution remote sensing survey for a multiscale geomorphological seafloor mapping approach: an Arctic Cold seep case study, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13850, https://doi.org/10.5194/egusphere-egu23-13850, 2023.

EGU23-14045 | ECS | Orals | GM6.3

Experimental comparison between the turbidity and density currents 

Minori Kyoi, Shun Nomura, Ippei Oshima, Daisuke Nishiura, Mikito Furuichi, and Kazuo Tani

Understanding the mechanism of turbidity currents is important for siting submarine cables and pipelines. It is because the turbidity currents can transport a large amount of sediment in long distance that causes severe damages to these buried linear structures. It is not clear why turbidity currents can gain and sustain such a large amount of kinetic energy. One of possibilities to explain this process is a drag reduction which reduces the turbulent energy due to the inclusion of fine particles as previous studies reports. However, the influence of fine particles to their flow characteristics has not been fully elucidated. Thus, in this study, a series of model tests were conducted to compare the horizontal steady flows of silica suspension and NaCl solution in a flume. The test results show that the flow characteristics of silica suspension were different from that of NaCl solution. These differences are considered to be caused by silica particles, and it is suggested that drag reduction by fine particles would be taken place in turbidity currents.

How to cite: Kyoi, M., Nomura, S., Oshima, I., Nishiura, D., Furuichi, M., and Tani, K.: Experimental comparison between the turbidity and density currents, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14045, https://doi.org/10.5194/egusphere-egu23-14045, 2023.

EGU23-14238 | Posters on site | GM6.3

60,000 years of recurrent volcaniclastic megabed deposition in the Marsili Basin, Tyrrhenian Sea 

Derek Sawyer, Roger Urgeles, and Claudio Lo Iacono

Megabeds, or ¨megaturbidites¨, are exceptionally large submarine deposits interpreted to originate from significant geohazard events. Megabeds result from rapid discharges of large volumes of sediments from continental margins to the deep ocean. Using high resolution 3.5 kHz subbottom profiler data, we discover four megabeds constituting ~75% of the deposits in the upper 60 meters (~ last 60 ky) of the western Marsili Basin, Tyrrhenian Sea. The megabeds are widespread and imaged as distinct acoustically transparent units with ponded geometries, 10 to 25 m thick, separated by parallel-bedded strata. Each megabed is thinner and volumetrically smaller than the proceeding one. Minimum volume estimates of 1.3, 9.4, 11.8, and 13.3 km3, respectively.  A synthetic seismogram and well tie at Site 650 of Ocean Drilling Program Leg 107 demonstrates that megabeds correspond to a thick unit of mud lying on top of a high amplitude facies of normally graded volcaniclastic silt or sand. Mud deposits are structureless, consistent with a turbidite origin, except for the transparent facies of Megabed 3, which corresponds to a highly deformed muddy debris flow. The detailed well-tie together with previous chronological constraints from volcaniclastics glass chemistry, suggest that Megabeds 3, and possibly 4 may be associated with the 39.8 ka Campanian Ignimbrite super-eruption of the Campi Flegrei caldera, Italy, described among the largest eruptions on Earth. Most likely source areas for the most recent megabeds are the volcanic provinces to the north or south, and the Stromboli canyon-channel system to the east. Surprisingly, the deposit geometries suggest the megabeds are not sourced locally from the Marsili seamount, which is the largest active volcano in Europe. Regardless of source locality, the megabeds entered the Marsili Basin rapidly as evidenced by significant basal erosion and fluid escape structures, some of which remain active. The newly discovered megabeds of the Marsili basin may indicate significant geohazard events for the circum-Tyrrhenian Sea coastlines. 

How to cite: Sawyer, D., Urgeles, R., and Lo Iacono, C.: 60,000 years of recurrent volcaniclastic megabed deposition in the Marsili Basin, Tyrrhenian Sea, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14238, https://doi.org/10.5194/egusphere-egu23-14238, 2023.

EGU23-14647 | ECS | Orals | GM6.3

Micro-structural characterisation of weak layers of submarine landslides 

Ricarda Gatter, Madhusudhan BN Murthy, and Katrin Huhn

Submarine landslides are common on all sediment bearing submarine slopes worldwide. They have the potential to damage expensive subsea infrastructure such as pipelines or telecommunication cables, and generate hazardous tsunamis. Numerous studies have shown that weak layers embedded within the slope stratigraphy play a crucial role in controlling the formation of submarine landslides; however, very little is known about their internal structure and composition. Although weak layers seem to be an essential pre-conditioning factor for slope failure, many questions remain unanswered, such as where with respect to weak layers do failure planes form: within the weak layer, above or below it? Previous studies usually relied on sedimentological and geotechnical sediment core and in-situ analyses to investigate weak layers. These analyses, however, do not provide insights into the internal structure of the sediments on a micro-scale level and hence, lack information needed to qualitatively and quantitatively investigate weak layers.

Here, we present a new approach towards weak layer investigation that is based on high-resolution micro-Computed Tomography (µCT) imaging. µCT is used to visualise, and qualitatively and quantitatively investigate selected sediment samples taken from within weak layers and the background sediment of submarine landslides. Our results show clear compositional and structural differences between individual sub-units of the investigated weak layers, as well as the background sediment. These differences can be attributed partly to different sediment types, i.e. coarse- versus fine-grained sediments, but also reveal a dependency on the sedimentation regime. We find that pore space distribution is highly spatially variable and works on a sub-millimetre scale. Such high variability may be masked by standard bulk porosity measurements, which require larger (several centimetre) sediment samples and only provide information averaged over the entire sample. The identification of small-scale changes, however, appears to be crucial for the formation of weak layers. Our results therefore demonstrate the huge potential of µCT to investigate the internal structure of weak layers, obtaining information that is not resolved and lost in other analytical methods.

How to cite: Gatter, R., BN Murthy, M., and Huhn, K.: Micro-structural characterisation of weak layers of submarine landslides, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14647, https://doi.org/10.5194/egusphere-egu23-14647, 2023.

EGU23-15073 | ECS | Posters on site | GM6.3

Applying quantitative methods to identify and distinguish between extensional and compressional ridges in subaqueous landslide deposits 

Rachel Barrett, Philipp Held, Aaron Micallef, Felix Gross, Christian Berndt, and Sebastian Krastel

Morphometric features within subaqueous landslide deposits provide critical information about the process of failure – a factor that is directly linked to the hazard potential of a landslide. However, some morphometric features, such as compressional and extensional (spreading) ridges, have similar geomorphology even though they form through very different processes. Identification and classification of these ridges in subaqueous landslide deposits is typically carried out manually and, as such, is heavily dependent on interpreter experience and bias. In this study, we make use of bedform analysis techniques typically used to identify seafloor features, such as ripples and dunes, to quantitatively characterize and distinguish between spreading and compressional ridges in subaqueous landslide deposits in a variety of settings, both lacustrine and submarine. Our approach involves identifying local maxima and minima, grouping them using neighbourhood analysis, and then calibrating these ridges using a series of closely-spaced perpendicular profiles following existing methods for bedform analysis. We then compare the metrics (including wavelength, height, slope, symmetry, and sinuosity) of the two kinds of ridges, and use these to distinguish between them. The application of quantitative, semi-automatic methodology such as this is critical to enable a move towards a less subjective interpretation of subaqueous landslide deposits, and to ensure accurate identification of features formed through different morphological processes.

How to cite: Barrett, R., Held, P., Micallef, A., Gross, F., Berndt, C., and Krastel, S.: Applying quantitative methods to identify and distinguish between extensional and compressional ridges in subaqueous landslide deposits, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15073, https://doi.org/10.5194/egusphere-egu23-15073, 2023.

EGU23-15125 | ECS | Posters on site | GM6.3

High resolution fault analysis of the Vestnesa Ridge: a highly complex deep water fluid flow system in the east Fram Strait 

Frances Cooke, Andreia Plaza-Faverola, Stefan Buenz, Khalid Amrouch, Rosalind King, and Jean-Baptiste Koehl

Processes such as oblique mid ocean ridge spreading, glacial isostatic adjustment and slope instability provide a highly complex spatial and temporal record of stress in the Fram Strait. The Vestnesa Ridge is a contourite drift bounded by two slow spreading mid ocean ridges located beside a formerly glaciated margin. The total state of stress is difficult to separate into individual components therefore our focus is to ascertain whether there is a stress transfer from the deep crust into the shallow overlying (~200m) sedimentary cover. We use high-resolution P-cable 3D seismic volumes together with 2D seismic, to map deeper faults connecting with near surface deformation. We perform high resolution mapping of the ridge by examining the dip and strike of each distinct fault system. We use a pre trained 3D model to predict faults within each 3D volume and automatically extract faults at multiple intervals to capture temporal stress changes. To minimize noise, the model identifies faults based on edge preserved smoothing for a selection of peak frequencies. In our results we observe fault linkage between parallel faults that may become favourable locations for transtensional and transpressional stress expected in the strike slip regime predicted in the west of the ridge. Our results show that the east of the ridge has a dominant NW-SE fault strike and a present day tensile stress regime while towards the west, the NW-SE assemblage becomes less prominent and multiple fault systems dominate increasing the complexity of the system. We present a high detail comprehensive structural analysis of 3 study sites across the shallow ridge sediments and use our results to investigate differences in the strike and dip between sites to explore the influence of sedimentary faults and ridge geomorphology on the spatial evolution of seafloor seepage at a deep Arctic oceanic basin.

How to cite: Cooke, F., Plaza-Faverola, A., Buenz, S., Amrouch, K., King, R., and Koehl, J.-B.: High resolution fault analysis of the Vestnesa Ridge: a highly complex deep water fluid flow system in the east Fram Strait, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15125, https://doi.org/10.5194/egusphere-egu23-15125, 2023.

EGU23-15248 | ECS | Posters on site | GM6.3

Geohazard assessment of submarine canyon headwalls activity along the Ionian Calabrian and Apulian margin (Ionian Sea) 

Nora Markezic, Marianne Coste, Massimo Zecchin, Emanuele Forte, and Silvia Ceramicola

The Ionian Calabrian and Apulian margins are severely incised by a dense network of submarine canyon systems, that have formed in response to ongoing km-scale uplift of Calabria over the last ca. 1Ma. Despite their young age (Pleistocene) they incise the continental shelf and slope over lengths of tens of kilometres, with thalwegs up to 2 km wide, walls higher than 200m and headwalls, that can extend over more than 50 km.

Some of the canyon headwalls are very close to the coastline and in some cases, retrogressive features are observed from morphology and sub-bottom observations, representing a potential hazard for population and coastal infrastructures. Some of the canyons are isolated, others form hierarchic systems with five or more canyons merging into dendritic (cauliflower) systems that may or may not be connected to onshore drainage networks. They exhibit different characteristics in terms of headwall geometry, profile concavity and sinuosity.

We present new information on their geomorphic attributes to gain new understanding about the dynamic and evolution of the different canyon systems in the last 1Ma. In addition, we aim at extracting information regarding the grain size and sediment type from vintage backscatter geophysical data and subbottom data, to analyse canyon headwall enlargement and their erosive activity. The overall purpose of my study is to bring new insights about the inception and evolution of the different canyon systems in relation to tectonic and sea level changes and thus be able to assess the potential geohazards that retrogressive canyon headwalls may represent today for coastal areas and infrastructures.

How to cite: Markezic, N., Coste, M., Zecchin, M., Forte, E., and Ceramicola, S.: Geohazard assessment of submarine canyon headwalls activity along the Ionian Calabrian and Apulian margin (Ionian Sea), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15248, https://doi.org/10.5194/egusphere-egu23-15248, 2023.

EGU23-15255 | Orals | GM6.3

An underwater "wind-gap" in the Ionian offshore of northern Calabria 

Andrea Argnani, Claudio Pellegrini, and Marzia Rivere

Orographic reliefs are continuously created and modified in active continental tectonic settings, influencing the drainage pattern and interacting with it. It is not uncommon that stream capture occurs in these settings, causing major rearrangement of river courses. This process often produces a geomorphological feature known as wind gap, i.e. a gap through which a stream once flowed but that is now abandoned and dry as a result of the capture. Analizing a high resolution 3D seismic data set, kindly made available by ENI S.p.A., we discovered a similar feature in the Ionian offshore of the Crotone peninsula, northern Calabria. This underwater region is characterized by intense tectonic activity that is partly controlled by the occurrence of a mobile substrate, possibly overpressured shales. The relevant uplift affecting the nearby Calabria onshore can also contribute to promote gravitational instability. In this setting the "wind gap" is represented by a stretch of a downslope weakly incised channel that has soon been abandoned as a result of the growth of a tectonic structure. The course of the new submarine channel runs sub-parallel to the coast for a long strecth, before taking a downslope trajectory. The present-day submarine channel is deeply incised, showing at least two main phases: a deep valley incision containing an axial valley with a much lower relief, which likely represents the current route of turbidite flows. The main channel valley results from the major erosional episode that affected the continental slope offshore northern Calabria. The limited incision in the abandoned channel strecth suggests that drainage rearrangement occurred in the very early stage of channel incision. Therefore, the estimated age of the tectonic deformation that is responbile for originating the "wind gap" can offer a useful hint on the timing of onset of erosion in this area.

How to cite: Argnani, A., Pellegrini, C., and Rivere, M.: An underwater "wind-gap" in the Ionian offshore of northern Calabria, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15255, https://doi.org/10.5194/egusphere-egu23-15255, 2023.

EGU23-15935 | Orals | GM6.3

Toward the systematic exploration of the seabed morphology during transits after the ISOBatA project experience in the Southern Ocean 

Daniela Accettella, Mihai Burca, Marco Cuffaro, Paolo Diviacco, Luca Gasperini, Emanuele Lodolo, Filippo Muccini, Alessandra Savini, and Andrea Giulia Varzi

Transits during oceanographic expeditions constitute a potential huge amount of acquired bathymetric data that could be systematically integrated to increase the knowledge on submarine morphology, especially for planned surveys in the equatorial Atlantic, the Arctic, the Indian and the Southern Oceans. The recent PNRA ISOBatA project aims to efficiently exploit seafloor datasets collected during transfer times within the Antarctic region and the Ross Sea. Along the route from New Zealand to the Italian Mario Zucchelli Station in the Ross Sea, the Emerald Fracture Zone and the Macquarie Triple Junction, located in the SW Pacific Ocean, represent two selected areas to test the strength of transit acquisition in remote areas, normally affected by adverse weather conditions.

 

The ISOBatA project has the main purpose to contribute to the mapping of Antarctic waters developing best practices and dedicated workflows to implement QA in multibeam data acquisition procedures during transit times, as well as in the processing, analysis and archiving of data and metadata.

The ISOBatA experience in the Southern Ocean suggests there are several critical issues associated with collection of multibeam data in remote and ice-infested waters. Operating procedures need more standardization, to avoid the acquisition of redundant data along common routes and unreliable data.

Our work aims to open a discussion to address the need for standardization in data acquisition during transit times, which should include priority in accordance with the geomorphological/geographical nature of the working areas. The integration of bathymetric data acquired during research vessel transfers to remote regions could imply a common international effort for a systematic exploration of the seafloor, sharing coverage in real time to avoid redundancy.

How to cite: Accettella, D., Burca, M., Cuffaro, M., Diviacco, P., Gasperini, L., Lodolo, E., Muccini, F., Savini, A., and Varzi, A. G.: Toward the systematic exploration of the seabed morphology during transits after the ISOBatA project experience in the Southern Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15935, https://doi.org/10.5194/egusphere-egu23-15935, 2023.

EGU23-16236 | ECS | Posters on site | GM6.3 | Highlight

Estimations of the Ocean Wave Heights using terrestrial seismic data 

Samaneh Baranbooei and Christopher J. Bean

Traditionally, there are different approaches to monitoring the ocean wave field consisting of 1) measurements using insitu buoys, 2) numerical ocean wave modeling using wind forecast, and 3) satellite altimetry. Each of these ocean wave monitoring techniques has their own advantages and disadvantages associated with their spatial and temporal resolution. For example, buoys are physical point measurements with excellent temporal resolution (e.g., sub-hourly), but their spatial resolution is very poor (e.g., a single point in space). Buoys are also expensive to maintain; ‘Real-time’ wave height estimations from numerical wave modeling is based on forecast wind, hence the model accuracy is dependent on wind prediction accuracy.  Compare to buoys, the temporal resolution of available outputs from large-scale numerical models is usually low (e.g., every 3 hours), but the spatial resolution is much better (various resolutions depending on the grid size); Satellite altimetry looks over a large region so the spatial coverage is very good but the temporal resolution is very poor (e.g., once every four days). In this work, we consider terrestrial seismic (microseism) data as a proxy for wave heights. Under certain conditions, it has the potential for combined good spatial and temporal resolution, in quasi-real time. 

This technique is based on the relationship between secondary microseism amplitudes recorded on land and the ocean wave-wave interactions which excite the sea floor, generating these secondary microseisms.  Here we take a data-driven approach, implementing an Artificial Neural Network (ANN) to quantify the complex underlying relationship between ocean wave height and microseism amplitude. Thus far we trained the ANN using the available seismic and numerical simulated data and then used the trained ANN to estimate significant Ocean Wave Height (SWH) at a particular location(s) in the Northeast Atlantic using amplitudes from seismic stations distributed across Ireland.

Our preliminary results look very promising and show relatively small residuals for measured wave height using the ANN compare to the real buoy data for both small and moderate wave heights.  However, currently larger residuals are seen for the largest ocean wave heights. We expect this to improve as ever more data becomes available.  

How to cite: Baranbooei, S. and Bean, C. J.: Estimations of the Ocean Wave Heights using terrestrial seismic data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16236, https://doi.org/10.5194/egusphere-egu23-16236, 2023.

Sediment mobility is one of the key issues considered  during the design and construction process off offshore infrastructure ( Wind farms, cables, pipelines etc.).  Early understanding of the seabed mobility can significantly affect the project timelines, cost and, if not mitigated, can reduce the lifespan of already existing assets.  The most common approach to evaluate sediment mobility relies on repeated bathymetric surveys which aim to unravel the rate of change of the seabed over time. However, repeated surveys to be effective require to be performed over timelines allowing for confident detection of change above the uncertainty threshold and need to consider seasonal conditions within the area of interest. This time separation typically needs to be greater (several years)  the bigger the mobile bedforms across the area.  This means that it is unlikely that a result of a repeated bathymetric survey will be available early in the project life. Here, a public domain repeated bathymetric survey data from a deglaciated continental shelf area offshore N-E Scotland with moderate-to high-resolution(2-8m) data will be used to (1) identify mobile and immobile paleo bedforms, (2)quantify the rate of change of the seabed and (3) investigate the effect on different data resolution on the seabed mobility quantification.

How to cite: Kurjanski, B., Caruso, S., McGhee, C., Rea, B., and Spagnolo, M.: Effect of bathymetric data resolution on the understanding of sediment mobility: implications for offshore infrastructure projects on deglaciated continental shelves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16716, https://doi.org/10.5194/egusphere-egu23-16716, 2023.

EGU23-17221 * | ECS | Posters on site | GM6.3 | Highlight

Morphological evolution of the Hunga Tonga–Hunga Haʻapai submarine volcano after the explosive eruption 

Marta Ribo, Shane Cronin, Sönke Stern, Sung-Hyun Park, James Garvin, and Taaniela Kula

Submarine eruptions dominate volcanism on Earth, but the recent eruption of Hunga Tonga–Hunga Haʻapai volcano in January 2022 was one of the most explosive eruptions ever recorded. Many large calderas collapse during eruptions and the resulting morphology provides unvaluable information for understanding the processes during highly unpredictable eruptions.

Here we present a detailed analyses of the post-eruption morphology of the caldera of the Hunga Tonga–Hunga Haʻapai submarine volcano. We use the first multibeam bathymetry of the caldera, acquired only 5 months after the eruption on the MV Pacific Horizon, in May 2022.

The multibeam data shows landslides with 0.5-1 km wide scars, mainly on the southern rim, with the deposits extending to the central part of the caldera. However, the flat inner caldera suggests that most of the material was deposited simultaneously to the caldera drop following the eruption, on the order of 800 m. Sediment cores collected inside the caldera show repeated turbidity current sedimentation pointing to ongoing mass wasting, which could have potentially led to eventual breaching of the rim on the north and east side. Submarine ridges were preserved on these sites, separating the inner caldera and two erosional channels on the outer part, which point to the main debris transport paths during the eruption. More than 50 active gas plumes are observed on the eastern side, located following a straight W-E transect, and on the northern side, where the vents are covering the collapse walls close to the eastern Hunga Tonga–Hunga Haʻapai island. The presence of these vents and their distribution related to the morphology of the caldera, indicate the most energetic parts of the volcano, which can potentially still be hazardous. Our morphological analyses provide new insights of transport and depositional processes following highly energetic submarine eruptions.

How to cite: Ribo, M., Cronin, S., Stern, S., Park, S.-H., Garvin, J., and Kula, T.: Morphological evolution of the Hunga Tonga–Hunga Haʻapai submarine volcano after the explosive eruption, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17221, https://doi.org/10.5194/egusphere-egu23-17221, 2023.

EGU23-17288 | ECS | Posters on site | GM6.3

The footprint of ship anchoring on the seafloor 

Sally Watson, Marta Ribo, Sarah Seabrook, Lorna Strachan, Rachel Hale, and Geoffroy Lamarche

With the SARS-CoV-2 coronavirus came what media has deemed the “port congestion pandemic”. Since it began, thousands of ships have been reported waiting outside heavily congested ports relying on anchoring gear to hold fast. While the shipping industry is known to contribute to air, water and noise pollution, the physical impact of shipping practices, such as anchor use on the seafloor, has received much less attention. With a regional survey using high-resolution (1 m) bathymetry data of a comparatively low congestion port in New Zealand-Aotearoa, we demonstrate that high-tonnage ship anchors excavate the seabed by up to 80 cm and the associated impacts are preserved for at least 4 years. This is the first characterisation of the intensity and extent of damage to the seafloor and benthic environment caused by high-tonnage ship anchoring. We demonstrate that the observed seabed damage is attributed to high-tonnage passenger and cargo vessels. Anchor use in port regions has significantly changed the structure of the seafloor, with downstream impacts on benthic habitats and ecosystem functions. Extrapolating these findings to a global scale, we estimate that between 6,000 and 20,000 km2 of coastal seafloor is adversely affected. With the predicted increase in global marine traffic, a less destructive method of managing high-tonnage vessels awaiting port calls is necessary to mitigate the impact of maritime activities on chemically and biologically important shallow marine environments.

How to cite: Watson, S., Ribo, M., Seabrook, S., Strachan, L., Hale, R., and Lamarche, G.: The footprint of ship anchoring on the seafloor, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17288, https://doi.org/10.5194/egusphere-egu23-17288, 2023.

EGU23-1069 | ECS | Orals | SM2.1

Seismic Anisotropy from 6C Observations 

Le Tang, Heiner Igel, and Jean-Paul Montagner

A new approach is proposed for measuring the local dispersion curves of surface waves in weakly anisotropic media using a single, multi-component station, which consists of translation and rotation or strain. We directly extract the local azimuth-dependent phase velocity of the Rayleigh wave from the 6C amplitude ratio using seismic arrays deployed in Southern California. The extracted dispersion curves match well with the theoretical 2φ azimuthal anisotropy term. And the estimated fast wave direction is also consistent well with results calculated from SKS and beamforming methods which demonstrates the feasibility of studying local seismic anisotropy directly from 6C amplitude observations.

How to cite: Tang, L., Igel, H., and Montagner, J.-P.: Seismic Anisotropy from 6C Observations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1069, https://doi.org/10.5194/egusphere-egu23-1069, 2023.

Distributed Acoustic Sensing (DAS) in geothermal wells is a particularly attractive technology to implement as part of routine seismic monitoring of geothermal plant operations. It brings a large network of sensors close to the monitoring target – the operated reservoir – increasing the sensitivity towards low magnitude events and allows the application of processing procedures inspired by large network or array processing. However, the technical management of the large flow of produced data and the suitability of the strain-rate acquisitions to monitor locally induced seismicity was yet to be fully assessed.

We present the results of a continuous 6-month monitoring period that aimed at testing an integrated system designed to manage the acquisition, the processing and the saving of DAS data collected from behind casing at the Schäftlarnstraße (SLS) geothermal project (Munich, Germany). The data management system links the existing on-site infrastructure to a cloud Internet-of-Things (IoT) platform integrated into the company’s IT infrastructure. The cloud platform has been designed to deliver both a secure storage environment for the DAS records and optimized computing resources for their continuous processing.

With a special focus on seismic risk mitigation, we investigate the potential of the monitoring concept to provide sensitive detection capabilities, despite operational conditions, while ensuring efficient data processing in order to strive for real-time monitoring. Further analysis of the records confirm additional logging capabilities of borehole DAS. We also evaluate the ability of DAS to provide reliable seismic source description, in particular in terms of location, moment magnitude, and stress drop.

Using two detected local seismic events, we demonstrate the relevance of the system for monitoring the SLS-site in an urban environment, while complementing advantageously the surface seismometer-based monitoring network.

How to cite: Azzola, J. and Gaucher, E.: Continuous seismic monitoring of a geothermal project using Distributed Acoustic Sensing (DAS): a case study in the German Molasse Basin., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1292, https://doi.org/10.5194/egusphere-egu23-1292, 2023.

EGU23-2091 | Orals | SM2.1 | Highlight

Using DAS-fibres at ocean floor and lunar surface 

Martin Landrø

We have used two seabed fibre optic cables connecting Ny Ålesund and Longyearbyen at Svalbard, North of Norway, to track several whales for several weeks. Exploiting that we have access to two fibres we demonstrate that it is possible to track several whales in a fairly large region. It is possible to create sound records of whales that can be used for identification and discrimination between various species. The localization method has also been tested by using a small air gun to confirm the localization method used for whales. Examples of earthquake recordings, ship traffic monitoring and distant storms will be shown.

Based on the rapid and promising developments within DAS technology, there is a growing interest for using fibre optic cables at the moon. Some challenges and possibilities related to Lunar DAS applications will be discussed.

How to cite: Landrø, M.: Using DAS-fibres at ocean floor and lunar surface, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2091, https://doi.org/10.5194/egusphere-egu23-2091, 2023.

EGU23-2814 | Orals | SM2.1

Divergence-based estimation of Rayleigh wave dispersion curves 

Pascal Edme, David Sollberger, Tjeerd Kiers, Cedric Schmelzbach, Felix Bernauer, and Johan Robertsson

We present a novel seismic acquisition and processing technique to efficiently evaluate the local dispersion curves of Rayleigh waves for subsequent inversion of shear velocities and near-surface characterization.

The proposed approach consists of computing the ratio between the (time derivated) horizontal spectra H(f)=(∂tVx(f)2+∂tVy(f)2)1/2  and the pseudo-divergence spectra D(f), with D being the sum of the horizontal gradients of the horizontal components (i.e. D=∂xVx+∂yVy).

The processing method itself is comparable to the commonly used H/V approach, except that the H/D spectral ratio provides a direct estimate of the frequency-dependent phase velocities cR(f)  instead of the site frequency amplification(s). This is demonstrated using synthetic data.

We describe how the D component can be obtained in practice, i.e. by finite-differencing closely spaced horizontal phones or potentially using Distributed-Acoustic-Sensing (DAS) and fibre-optic deployed at the surface. Some limitations about wavelength dependency and impact of Love waves are discussed, as well as potential mitigation measures.

A field test on several hours of ambient noise data collected in Germany with multi-component geophones results in realistic values of Rayleigh wave velocities ranging from ~770 m/s at 10 Hz to ~500 m/ at 30 Hz. Thanks to the local and omni-directional nature of the estimation, the minimal number of required channels and the applicability to ambient noise, we believe that the proposed H/D method can be an attractive alternative to expensive array-based techniques.

How to cite: Edme, P., Sollberger, D., Kiers, T., Schmelzbach, C., Bernauer, F., and Robertsson, J.: Divergence-based estimation of Rayleigh wave dispersion curves, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2814, https://doi.org/10.5194/egusphere-egu23-2814, 2023.

EGU23-3061 | Orals | SM2.1

Nano-strain resolution fiber-optic Fabry-Perot sensors based measuring systems 

Simon Pevec and Denis Donlagic

A work describes a deeply etched, long active length, high sensitivity short Fabry-Perot cavity nano-strain resolution sensor. The presented sensors exhibit high spectral sensitivity, low intrinsic temperature sensitivity which is for about 40 times lower than in case of FBG, small size and mounting comparable to conventional Fiber Bragg gratings. The sensor high potential is not only high sensitivity and low temperature intrinsic sensitivity, but also in short cavity length and its tunability, which can be simply accomplished in one production step. This brings versatility in interrogation with different general purpose and cost-efficient VIS-NIR widely available linear detector array-based spectrometers, while still providing strain sensing resolution within the range of few 10 nε. A strain resolution of 20 to 70 nε was demonstrated when using a cost-efficient VIS spectrometer. Furthermore, the sensor structure can be combined with multimode telecom lead-in fibers and low-cost broadband LEDs intended for automotive/lightning applications, which allow production of cost efficient solutions.

How to cite: Pevec, S. and Donlagic, D.: Nano-strain resolution fiber-optic Fabry-Perot sensors based measuring systems, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3061, https://doi.org/10.5194/egusphere-egu23-3061, 2023.

EGU23-3437 | ECS | Posters on site | SM2.1

Monitoring temperature at the ocean seafloor with fibre optic cables and DAS 

Julián Pelaez Quiñones, Anthony Sladen, Aurelien Ponte, Itzhak Lior, Jean-Paul Ampuero, Diane Rivet, Samuel Meulé, Frédéric Bouchette, Ivane Pairaud, and Paschal Coyle

Ocean water temperature measurements are fundamental to atmospheric and ocean sciences. Obtaining them, however, often comes along with major experimental and logistic challenges. Except for the uppermost ocean surface temperature, which can be measured from satellites, temperature data of the ocean is often poorly sampled or nonexistent, especially in deep-water regions.

Although Distributed Acoustic Sensing (DAS) technology has become popular because its high sensitivity to strains and mechanical vibrations, our work focuses on its usage on tens-of-kilometer-long underwater fibre-optic (FO) telecommunication cables to measure temperature anomalies at the seafloor at millikelvin (mK) sensitivity. This is possible because of the lack of dominant strain signals at frequencies less than about 1 mHz, as well as the poor coupling of the fibre with these signals while remaining highly sensitive to slow ambient temperature variations that locally affect its optical path length. DAS allows us to observe significant temperature anomalies at the continental shelf and slope of the Mediterranean sea, South of Toulon, France over periods of several days, with variability remaining relatively low at the deep ocean. By means of this approach, oceanic processes such as near-inertial internal waves and upwelling can be monitored at unprecedented detail.

Our observations are validated with oceanographic in-situ sensors and alternative Distributed Fibre Optic Sensing (DFOS) technologies established for temperature sensing. We outline key advantages of DAS thermometry over the aforementioned sensors in terms of spatial coverage, sensitivity, versatility and highest attainable frequency. At the current state of the art, DAS can only measure temperature anomalies as opposed to absolute temperature, a drawback that could be compensated via single temperature calibration measurements.

How to cite: Pelaez Quiñones, J., Sladen, A., Ponte, A., Lior, I., Ampuero, J.-P., Rivet, D., Meulé, S., Bouchette, F., Pairaud, I., and Coyle, P.: Monitoring temperature at the ocean seafloor with fibre optic cables and DAS, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3437, https://doi.org/10.5194/egusphere-egu23-3437, 2023.

EGU23-3955 | ECS | Orals | SM2.1

Using Distributed Acoustic Sensing to Monitor and Investigate Eruptive Events at Stromboli Volcano, Italy 

Francesco Biagioli, Jean-Philippe Métaxian, Eléonore Stutzmann, Maurizio Ripepe, Alister Trabattoni, Pascal Bernard, Roberto Longo, Gianluca Diana, Lorenzo Innocenti, Yann Capdeville, Marie-Paul Bouin, and Giorgio Lacanna

Volcano seismology is essential for understanding, monitoring, and forecasting eruptive events. The use of distributed acoustic sensing (DAS) technology can be particularly useful for this purpose because of its high temporal and spatial resolution, which may help to overcome the challenges of deploying and maintaining seismic arrays on volcanoes.

Between 2020 and 2022, we installed 4 km of optical fibre on Stromboli volcano, Italy, whose persistent activity is well-suited for investigating the related dynamic strain rate. The cable was buried at a depth of 30 cm and the layout geometry was designed to provide wide coverage while being constrained by natural obstacles and topographical features. Seismometers were also installed along the fibre. DAS data were collected using a Febus A1-R interrogator, and the acquisition period increased from one week in 2020 to over four months in 2022. We recorded volcanic tremor, ordinary explosions (several per hour), two major explosions in 2021 and 2022, and the entire sequence of a pyroclastic flow in 2022. 

DAS and seismic data show good agreement in both time and frequency domains after converting strain rate to velocity and vice versa using different methodologies. Beamforming of DAS data shows a dominant signal in the 3-5 Hz frequency band coming from the active craters. We will also present preliminary results of major explosions and pyroclastic flow. This experiment demonstrates that DAS can be used for monitoring volcanic activity.

How to cite: Biagioli, F., Métaxian, J.-P., Stutzmann, E., Ripepe, M., Trabattoni, A., Bernard, P., Longo, R., Diana, G., Innocenti, L., Capdeville, Y., Bouin, M.-P., and Lacanna, G.: Using Distributed Acoustic Sensing to Monitor and Investigate Eruptive Events at Stromboli Volcano, Italy, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3955, https://doi.org/10.5194/egusphere-egu23-3955, 2023.

EGU23-4256 | ECS | Posters on site | SM2.1

Groundwater monitoring using fibre-optics and DAS: Application to the Lyon water catchment area. 

Destin Nziengui Bâ, Olivier Coutant, and Camille Jestin

Water resource management is a crucial socio-economic issue that requires developing high-resolution monitoring techniques, including non-invasive geophysical methods. Among them, passive seismic interferometry takes advantage of natural ambient seismic noise to recover the slight variations of the seismic wave velocity induced by changes in the groundwater level. In this study, we present the time and space monitoring of groundwater changes artificially generated by infiltration ponds at the exploitation field of Crépieux-Charmy (Lyon, France).  We deployed 3km of optical fibre and a dense array of fifty 3C geophones around infiltration basins. We recorded several cycles of filling-emptying with a DAS using a 2m spatial sampling (i.e., 1500 fibre sensors). The recorded signals are mainly associated with local anthropogenic noise (highways, trains, pumping, etc.). We could track seismic velocity variations with high temporal and spatial resolutions using ambient noise interferometry techniques. These variations are associated with the interaction between the water diffused from the basins and water table variations. This dynamic information helps understand and model water exchanges on the ground. The study confirms the possibility of groundwater monitoring using DAS records of ambient noise for seismic interferometry in a highly urbanized zone.

How to cite: Nziengui Bâ, D., Coutant, O., and Jestin, C.: Groundwater monitoring using fibre-optics and DAS: Application to the Lyon water catchment area., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4256, https://doi.org/10.5194/egusphere-egu23-4256, 2023.

EGU23-4769 | ECS | Orals | SM2.1

Arrival Picking for Distributed Acoustic Sensing seismic based on fractional lower order statistics 

Xiang Wang, Honghui Wang, Yuhang Wang, Shangkun Zeng, and Yiru Wang

In recent years, fiber-optic distributed acoustic sensing (DAS) has been gradually applied to seismology because of its long-distance and dense observation capability. It is a great challenge to effectively process the massive seismic data recorded by DAS. At present, the seismic data processing methods based on deep learning have achieved great success, especially in the tasks of seismic detection and arrival-time picking. However, due to the differences between DAS and geophone, such as sensing principles, spatial and temporal sampling rates, and noise intensity. The seismic arrival time picking model based on deep learning, which is trained by geophone seismic data with low spatial and temporal sampling rates and low noise intensity, severely degrades in performance on DAS seismic data with high spatial and temporal sampling rates and high noise intensity. In addition, a new seismic arrival time picking model is trained by fully supervised learning, which usually requires a large number of seismic data with accurate labels. However, the huge cost of manual picking and the lack of effective automatic picking models make it very difficult to build large-scale DAS seismic data sets with accurate labels. Therefore, it is very difficult to build an arrival time picking model based on fully supervised learning for DAS seismic data.

In this study, we propose a DAS seismic arrival time picking method based on fractional lower order statistics. Based on the difference of probability density function between noise and seismic signal, the proposed method uses alpha-stable distribution modeling noise (generally follow a Gaussian distribution) and seismic signal (generally follow a non-Gaussian distribution), and uses fractional lower order statistics under the assumption of alpha-stable distribution as the characteristic function to pick the arrival time.

Synthetic and actual DAS data tests show that the proposed method has better performance and robustness to random noise than other methods based on characteristic functions, such as STA/LTA, AR-AIC and kurtosis. Since the actual DAS seismic data has no ground truth of arrival time, we have further the performance of the proposed method on the geophone seismic data set. The proposed method provides better results on geophone seismic data and the data after up-sampling them to the typical time sampling rate of DAS.

How to cite: Wang, X., Wang, H., Wang, Y., Zeng, S., and Wang, Y.: Arrival Picking for Distributed Acoustic Sensing seismic based on fractional lower order statistics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4769, https://doi.org/10.5194/egusphere-egu23-4769, 2023.

EGU23-5455 | ECS | Posters on site | SM2.1

Active-source seismic experiments with DAS for monitoring reservoir rock in underground laboratories 

Katinka Tuinstra, Antonio Pio Rinaldi, Federica Lanza, Alba Zappone, Andreas Fichtner, and Stefan Wiemer

Underground laboratories have become indispensable in the understanding of physical processes during e.g., hydraulic stimulation and seismic monitoring of deep geothermal reservoirs or CO2 storage target reservoirs. They provide a test bench and constitute the bridge between small-scale laboratory studies and full-scale pilot sites. Here, we present results from multiple active source seismic campaigns in one of the Swiss underground laboratories: the Mont Terri Rock Laboratory. Here, DAS fibres are cemented behind the casing of multiple monitoring boreholes and active shots are taken with a P-wave sparker. This dense array of active seismic measurements enables us to obtain a baseline characterisation of the P-wave velocity of the rock before any activity (e.g., injection) takes place. During stimulations, dynamic measurements with an active sparker source are recorded, followed by a time-lapse monitoring approach where seismic measurements are collected through active seismic campaigns in set time intervals in the months after stimulations. In this way we can create high-resolution, four-dimensional monitoring and characterisations of the rock body and potential earthquakes during the full monitoring period. We show different configurations and measurements settings with their effect on the DAS recordings of active signals.

How to cite: Tuinstra, K., Rinaldi, A. P., Lanza, F., Zappone, A., Fichtner, A., and Wiemer, S.: Active-source seismic experiments with DAS for monitoring reservoir rock in underground laboratories, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5455, https://doi.org/10.5194/egusphere-egu23-5455, 2023.

EGU23-5701 | ECS | Posters on site | SM2.1

Investigating Vibroseis Sweeps using 6 Rotational Sensors in Fürstenfeldbruck, Germany 

Gizem Izgi, Eva Eibl, Frank Krüger, and Felix Bernauer

Rotational motions can be recorded directly or derived from translational motion recordings. Fairly new rotational sensors allow seismologists to directly record and investigate rotational motions. In order to further investigate and compare recently developed rotational sensors an experiment was made in Fürstenfeldbruck. Within this scope, a vibroseis truck was operated starting from 20 November 2019, 11:00 UTC until 21 November 2019, 14:00 UTC. We recorded 480 Sweep signals at 160 different locations. The truck was operating at 30%, 50%, and 70% relative to a peak force output of 276 kN exciting the ground vertically and each sweep lasted 15 seconds starting with 7 Hz increased up to 120 Hz. We derived back azimuths of each sweep from 6 rotational sensors and calculated root mean squares of each component. We observed that within the first day, the North component of all sensors recorded the largest ground motion energy SV type of energy is dominant. The sweep sources were distributed over two North–South profiles and two East–West profiles.  While the truck moved to the east and its location moved from west to south of the rotational sensors, the signals dominate more and more on the East component.. From our preliminary results, we state that although having different signal to noise ratios all rotational sensor calculated the direction of each sweep. Thus, we can follow the movements of vibroseis truck using all rotational sensors.

How to cite: Izgi, G., Eibl, E., Krüger, F., and Bernauer, F.: Investigating Vibroseis Sweeps using 6 Rotational Sensors in Fürstenfeldbruck, Germany, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5701, https://doi.org/10.5194/egusphere-egu23-5701, 2023.

EGU23-5955 | ECS | Orals | SM2.1

Two-dimensional phase unwrapping algorithm aided high-precision source positioning with DAS 

Jianhui Sun, Yuyao Wang, Jialei Zhang, Anchi Wan, Shibo Zhang, Zhenyu Ye, Fulie Liu, Gulan Zhang, and Zinan Wang

Seismic monitoring requires high temporal-spatial resolution and low deployment cost. Distributed acoustic sensing (DAS), as an emerging sensing technology for recording seismic data in recent years, can leverage communication cables for seismic monitoring, providing strong support for more intensive and real-time observation of geological activity. However, the traditional DAS phase unwrapping algorithms (PUAs) derived from Itoh requires the phase difference of adjacent pixels to be less than π, and thus make mistakes in the case of severe noise or large disturbance. In this paper, to the best of our knowledge, two-dimensional (2D) PUA is used to obtain seismograms in DAS for the first time. Satisfactory phase unwrapping is achieved by the 2D PUA method based on the transport of intensity equation (TIE), due to its robustness and noise immunity. Dynamic strain measurements in 80 m straight fiber-optic cable using homemade high-performance DAS, combined with TIE-based 2D PUA produce high-quality seismograms. Time Difference of Arrival (TDOA) Algorithm is applied based on the sensing signal of reliable channels in the seismograms, realizing the high-precision localization of the source. 2D PUAs apply to all phase-demodulation-based sensing techniques and are suitable for recovering spatially correlated objects such as seismic waves, thus having great potential in the field of seismic monitoring.

How to cite: Sun, J., Wang, Y., Zhang, J., Wan, A., Zhang, S., Ye, Z., Liu, F., Zhang, G., and Wang, Z.: Two-dimensional phase unwrapping algorithm aided high-precision source positioning with DAS, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5955, https://doi.org/10.5194/egusphere-egu23-5955, 2023.

EGU23-6189 | ECS | Orals | SM2.1

Contribution of spatial features for classifying seismic events from Distributed Acoustic Sensing (DAS) data streams 

Camille Huynh, Clément Hibert, Camille Jestin, Jean-Philippe Malet, and Vincent Lanticq

Distributed Acoustic Sensing (DAS) is an acoustic sensor instrument that turns a single optical fiber into a dense array of thousands of equally spaced seismometers. Geoscientists and companies have an interest in investing in DAS technologies for better understanding the Earth by observing natural and anthropogenic seismic events or assisting in large infrastructure monitoring with low installation and maintenance costs. However, this type of instrument generates a significantly larger amount of data than conventional seismometers, data that can be complex to store, exploit and interpret.

Several strategies for classifying seismic events from fiber-optics DAS data exist in the scientific literature. Conventional approaches rely on the use of features that describe the waveforms and frequency content of signals recorded individually at virtual stations along the fiber; they do not integrate the spatial density of information permitted by DAS. Several studies on dense seismological arrays have introduced similarity measures between the different time series data such as cross-correlations, dynamic time warping (DTW) or compression-based dissimilarity.

This study aims to quantify the contribution of spatial features for DAS data streams classification. We have chosen to explore spatial features related to both standard statistical measures (e.g., spatial mean, median, skewness, kurtosis), and advanced signal processing measures (e.g., auto-correlations, cross-correlations, DTW). This set of measures allows enriching a list of already used time series features which includes waveform, spectrum and spectrogram. A Random Forest (RF) classifier is then trained, and a Random Markov Field (RMF) algorithm is used after classification to account for redundant spatial and temporal information.

The evaluation of the spatial feature contribution is based on the output of the RF-RMF processing chain. Anthropogenically-triggered seismic data were acquired at the FEBUS Optics test bench. We consider five seismic sources: footsteps, impacts, excavators, compactor and fluid leaks. A class of noise is added as the RF-RMF algorithm is developed for processing DAS streams inherently affected by  noise.  Accurate  classification results can be obtained using only time features, and ongoing tests show a 2% increase in the correct classification rate with the use of both time and spatial features. The improvement allowed by the addition of spatial features is tangible but limited on our test dataset, but we think it should have a much greater impact on natural sources and we will discuss this perspective.

How to cite: Huynh, C., Hibert, C., Jestin, C., Malet, J.-P., and Lanticq, V.: Contribution of spatial features for classifying seismic events from Distributed Acoustic Sensing (DAS) data streams, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6189, https://doi.org/10.5194/egusphere-egu23-6189, 2023.

EGU23-6379 | Posters on site | SM2.1

Rotational ground motion recordings in the West Bohemia / Vogtland region for waveform inversion for seismic moment tensors 

Stefanie Donner, Johanna Lehr, Mathias Hoffmann, Frank Krüger, Sebastian Heimann, Rafel Abreu, and Stephanie Durand

In synthetic tests, rotational ground motion recordings proved to be beneficial for the wavefrom inversion for seismic moment tensors. In a next step, we want to verify these findings using real measurements. To do so, we installed two broadband rotational collocated to translational ground motion sensors in the West Bohemia / Vogtland area in summer 2022.

The area is characterised by regular seismic swarm activity, the last one occurring in December 2021. The seismic swarms are known to be connected with crustal flow of mantle fluids. However, the detailed mechanism of this connection is not well understood yet. Full seismic moment tensors, especially their non-double-couple part, will contribute to investigate the connection between swarm activity and fluid flow. So far, a lacking number of moment tensors and difficulties in the reliability of the non-double-couple part hampered the analysis in the study area. Including rotational ground motion recordings to waveform inversion will help to overcome these difficulties.

In seven months, we have recorded 120 events with magnitudes larger than M ≥ 0 in a distance of up to 35 km, thereof 35 around Nový Kostel, the center of the swarm activity. Considering that rotational sensors are about 2-4 times less sensitive than translational sensors (depending on the local phase velocity of the location) this is already a great success. Here, we show details of the sensor installations, first data analysis, and an estimate on the magnitude of completeness from rotational measurements.

How to cite: Donner, S., Lehr, J., Hoffmann, M., Krüger, F., Heimann, S., Abreu, R., and Durand, S.: Rotational ground motion recordings in the West Bohemia / Vogtland region for waveform inversion for seismic moment tensors, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6379, https://doi.org/10.5194/egusphere-egu23-6379, 2023.

EGU23-6422 | ECS | Posters on site | SM2.1

Effect of shallow heterogeneities on wavefield gradients measurements 

Mirko Bracale, Romain Brossier, Helle Pedersen, and Michel Campillo

In recent years, the use of rotational sensors and DAS has become a topic of increasing interest within the seismological community because of their increasing sensitivity and affordability. We analyze the sensitivity of wavefield gradients, in the form of normal strain and rotation, to localized shallow velocity changes in a homogeneous medium.
We performed several numerical simulations, using a suitably modified 3D-SEM code, to observe, in addition to wavefield itself, the normal strain and rotation as a direct output.
We analyzed two case studies in which a velocity anomaly is placed in a homogeneous medium. In the first case the velocity change between the anomaly and the surrounding medium is 10%, in the second case 70%. We analyzed the sensitivity of these new observables in terms of phase shift and amplitude change.
We observe a very local effect of the wavefield gradients, which show larger amplitude near the boundary between the medium and the anomaly, while away from it they behave like the displacement wavefield itself.

How to cite: Bracale, M., Brossier, R., Pedersen, H., and Campillo, M.: Effect of shallow heterogeneities on wavefield gradients measurements, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6422, https://doi.org/10.5194/egusphere-egu23-6422, 2023.

EGU23-6915 | ECS | Posters on site | SM2.1

Modeling and analysis of Distributed Acoustic Sensing (DAS) data in Geothermal environments 

Davide Pecci, Juan Porras, Michele De Solda, Francesco Grigoli, Eusebio Stucchi, and Renato Iannelli

DAS technology is particularly suitable for microseismic monitoring application in geothermal environments. This instrumentation can resist to high temperatures (up to about 100°C or more) higher than the operational temperature of standard acquisition instruments (e.g., geophones), allowing the fiber to be located very close to the reservoir. For this reason, DAS is particularly useful for induced seismicity monitoring of Enhanced Geothermal System (EGS). Being of recent development, this acquisition technology still lacks appropriate modeling and analysis tools able to handle such a large amount of data without losing efficiency. Furthermore, open-access DAS datasets are still a rarity, if compared to other geophysical datasets (e.g., seismological data). Therefore, we aim to generate an open-access synthetic (but realistic) DAS dataset that may help the geophysical community to develop “ad hoc” data analysis methods suitable for this kind of data. In the presented work we make use of the spectral element modeling software 'Salvus', developed by Mondaic, which also allows the simulation of DAS data. In particular, it outputs a strain measurement between all points defined as receivers in the simulation. Using the repositories of DAS data collected at the geothermal test site Frontier Observatory for Research in Geothermal Energy (FORGE) located in Utah (USA), we tried to simulate realistic DAS acquisition conditions of seismic events related to low-magnitude natural seismic activity from the nearby Mineral Mountains and microseismic events related to hydraulic stimulation operations for the generation of an EGS.

In order to obtain realistic synthetic data, we first analyze the spectral properties of real noise waveforms by using the Power Spectral Density (PSD) Analysis. Starting from observed PSDs we model the synthetic noise waveforms using a stochastic approach. Then we add it to the synthetic event traces and compare them with the observed ones. We finally test a semblance-based event detector on a 1-hour continuous waveforms of synthetic data to evaluate the performance of the detector in different operational conditions (e.g., different noise levels and inter-event times).

How to cite: Pecci, D., Porras, J., De Solda, M., Grigoli, F., Stucchi, E., and Iannelli, R.: Modeling and analysis of Distributed Acoustic Sensing (DAS) data in Geothermal environments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6915, https://doi.org/10.5194/egusphere-egu23-6915, 2023.

EGU23-6998 | ECS | Orals | SM2.1

Exploiting Terrestrial Meshed Optical Data Networks as Environmental Sensing Smart Grids 

Emanuele Virgillito, Stefano Straullu, Rudi Bratovich, Fransisco M. Rodriguez, Hasan Awad, Andrea Castoldi, Roberto Proietti, Andrea D'Amico, Francesco Aquilino, Rosanna Pastorelli, and Vittorio Curri

Optical networks for data transmission have become a pervasive infrastructure in the last years in order to cope with the increasing bandwidth request, thus there is a huge potential to be employed as a wide fiber optic sensing network. In the terrestrial scenario such networks are usually arranged on meshed topologies densely covering large areas of hundreths or thousands of kilometers. On the network's nodes, dedicated hardware is used to routed the data traffic between the connections' endpoints. Such nodes are interconnected by optical fiber links of hundreds of kilometers long, repeated every tenths of kilometers using optical amplifiers.

To fulfill the modern traffic requirements, optical networks are evolving towards multi-service autonomous, flexible, software defined entities based on a centralized intelligence orchestrating the networking functions and communicating with the network elements using standardized interfaces. This trend opens the perspective of using the optical network for evironmental sensing, such as earthquake detection or anthropic activities monitoring. 

Indeed, distributed acoustic sensing (DAS) systems based on Rayleigh scattering have demonstrated that optical fibers are excellent sensors of mechanical stress. However, such systems are expensive and pose some limitations on the maximum reach, so they cannot be deployed extensively. In this context, re-using the already deployed optical data infrastructure to support and integrate dedicated system sensing may be highly beneficial. In this work, we propose an optical data network architecture exposing sensing functionalities with minimum or no additional hardware simply by exploiting the pervasiveness of the telecommunication infrastructure and getting data from the physical quantities already monitored for data transmission purposes. Such architecture on a typical terrestrial optical data network is outlined in figure.

Modern coherent transceivers based on digital signal processing already track the evolution of the transmitted optical signal phase and polarization to recover the transmitted data at the receiver side. As those quantities are strongly affected by external strain, they already contain environmental information. Furthermore, some polarization-based processing can be implemented on cheaper non-coherent transceivers available at each amplifier site as data-service channel, providing several sensing sources.

In addition, further optical devices such as add-drop multiplexer or optical amplifiers typically have several other sensors already embedded (power monitors, temperature sensors) or they can be equipped with some others which can provide environmental data from other physical quantities.

The set of all such environmental data streams produced by the network elements constitutes the streaming telemetry fed to a network controller. A post-process agent may be implemented by exploiting the computational power available in typical network elements to perform local data analysis and reduce the amount of data sent to the sensing controller. By cross-processing the data coming from the network elements, a sensing controller is able to detect and localize events making the network act as a smart grid by continuously monitoring large areas and providing early warning signals.

To support our proposal, in this work we show the results of an experimental activity aimed at detecting and localizing anthropic activities in the city of Turin using a deployed fiber ring.

 

How to cite: Virgillito, E., Straullu, S., Bratovich, R., M. Rodriguez, F., Awad, H., Castoldi, A., Proietti, R., D'Amico, A., Aquilino, F., Pastorelli, R., and Curri, V.: Exploiting Terrestrial Meshed Optical Data Networks as Environmental Sensing Smart Grids, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6998, https://doi.org/10.5194/egusphere-egu23-6998, 2023.

EGU23-7309 | ECS | Orals | SM2.1

Effects of cable geometry and specific noise sources on DAS monitoring potential 

Emanuele Bozzi, Nicola Piana Agostinetti, Alan F. Baird, Carlos Becerril, Biondo Biondi, Andreas Fichtner, Sara Klaasen, Nate Lindsey, Takeshi Nishimura, Patrick Paitz, Junzhu Shen, Arantza Ugalde, Fabian Walter, Siyuan Yuan, Tieyuan Zhu, and Gilberto Saccorotti

The Distributed Acoustic Sensing (DAS) method re-purposes fiber optic cables into a very-dense array of strain/strain-rate sensors, capable of detecting different types of seismic events. However, DAS data are characterized by lower SNRs compared with standard seismic sensors, mainly because of a) strong directivity effects, 2) ground coupling inhomogeneities, and 3) site effects. Hence, beyond the array geometry, specific noise sources may reduce the potential of DAS for seismic monitoring. Previous research has already shown successful case-studies for event detection/location. Nevertheless, a coherent test on the performances of various arrays of different sizes and geometries is still lacking.

In this study, an extensive DAS database is organized for such a goal, including 15 DAS arrays that recorded at least one seismic event (located at a range of distances from the arrays). P wave arrival times are exploited to estimate the epicentral parameters with a Markov Chain Monte Carlo method. Then, to analyze the effects of cable geometry and potential sources of noise/ambiguity on the location uncertainties, a series of synthetic tests are performed, where synthetic traveltimes are modified as follows: a) adding noise with equal variance to all the DAS channels (SYNTH-01), b) adding noise characterized by an increasing variance with the distance from the event (SYNTH-02), c) simulating the mis-pick between P and S phases (SYNTH-03) and d) adding noise with a variance influenced by cable coupling inhomogeneities (SYNTH-04). Results show that the epicentral locations with automatic P wave arrival times have different degrees of uncertainty, given the geometrical relation between the event and the DAS arrays. This behavior is confirmed by the SYNTH-01 test, indicating that specific geometries provide a lower constraint on event location. Moreover, SYNTH-04 shows that simulating cable coupling inhomogeneities primarily reproduces the observed location uncertainties. Finally, some cases are not explained by any of the synthetic tests, stressing the possible presence of more complex noise sources contaminating the signals.

How to cite: Bozzi, E., Piana Agostinetti, N., F. Baird, A., Becerril, C., Biondi, B., Fichtner, A., Klaasen, S., Lindsey, N., Nishimura, T., Paitz, P., Shen, J., Ugalde, A., Walter, F., Yuan, S., Zhu, T., and Saccorotti, G.: Effects of cable geometry and specific noise sources on DAS monitoring potential, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7309, https://doi.org/10.5194/egusphere-egu23-7309, 2023.

EGU23-7563 | ECS | Posters on site | SM2.1

TwistPy: An open-source Python toolbox for wavefield inertial sensing techniques 

David Sollberger, Sebastian Heimann, Felix Bernauer, Eva P. S. Eibl, Stefanie Donner, Céline Hadziioannou, Heiner Igel, Shihao Yuan, and Joachim Wassermann

In the past decade, significant progress has been made in the acquisition and processing of seismic wavefield gradient data (e.g., recordings of ground strain and rotation). When combined with conventional multicomponent seismic data, wavefield gradients enable the estimation of local wavefield properties (e.g., the local wave speed, the propagation direction, and the wave type) and the reconstruction of spatially under-sampled seismic wavefields. However, the seismological community has yet to embrace wavefield gradient data as a new observable.

We present TwistPy (Toolbox for Wavefield Inertial Sensing Techniques), an open-source software package for seismic data processing written in Python. It includes routines for single-station polarization analysis and filtering, as well as array processing tools. A special focus lies on innovative techniques to process spatial wavefield gradient data and, in particular, rotational seismic data obtained from dedicated rotational seismometers or small-aperture arrays of three-component sensors. Routines currently included in the package comprise polarization analysis and filtering in both the time domain and the time-frequency domain (for three-component and six-component data), dynamic tilt corrections, and beamforming (Bartlett, Capon, and MUSIC beamformers).  

With TwistPy, we attempt to lower the barrier of entry for the seismological community to use state-of-the art multicomponent and wavefield gradient analysis techniques by providing a user-friendly software interface.

Extensive documentation of the software and examples in the form of Jupyter notebooks can be found at https://twistpy.org.

How to cite: Sollberger, D., Heimann, S., Bernauer, F., Eibl, E. P. S., Donner, S., Hadziioannou, C., Igel, H., Yuan, S., and Wassermann, J.: TwistPy: An open-source Python toolbox for wavefield inertial sensing techniques, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7563, https://doi.org/10.5194/egusphere-egu23-7563, 2023.

EGU23-8327 | Posters on site | SM2.1

Fibre-optic dynamic strain borehole sensing at Etna volcano 

Philippe Jousset, Gilda Currenti, Rosalba Napoli, Mario Pulvirenti, Daniele Pelligrino, Christian Cunow, Graziano Larocca, Alessandro Bonaccorso, Giuseppe Leto, and Charlotte Krawczyk

Volcano monitoring has been experiencing significant improvements in recent years, yet eruption forecasting and scenarios have still lack of understanding, due to the poor observations in low amplitude events and hindered by surface external noise of similar amplitudes. Volcanic events have been shown to be accurately recorded with fiber optic techniques at the surface. In this study, we present preliminary results of fibre optic cable deployed in a new 200 m deep borehole on the southern flank of Etna at about 6 km away from the summit crater. This borehole has been designed primarily for the future deployment of a new strain sensor type. We benefited from the drilling of this new borehole to deploy a single-mode fibre optic cable. We connected an interrogator and recorded dynamic strain rate during several periods: first, in 2020 for several days during the completion of the borehole and the final stage of the drilling; second, in 2021 for several weeks during an active volcanic period; and in December 2022 during a quiet activity period of several months. We present a selection of records of noise while drilling, local volcano-tectonic earthquakes and volcanic events and tremor that occurred during those periods. These examples show the benefit of deploying a fibre in a borehole far from the active area and demonstrate the great variety of signals fibre optic can record is such configuration.

How to cite: Jousset, P., Currenti, G., Napoli, R., Pulvirenti, M., Pelligrino, D., Cunow, C., Larocca, G., Bonaccorso, A., Leto, G., and Krawczyk, C.: Fibre-optic dynamic strain borehole sensing at Etna volcano, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8327, https://doi.org/10.5194/egusphere-egu23-8327, 2023.

EGU23-8569 | Posters on site | SM2.1

Monitoring a commercially operating submarine telecom cable network in the Guadeloupe archipelago (Lesser Antilles) using Brillouin Optical Time Domain Reflectometry (BOTDR) 

Marc-Andre Gutscher, Lionel Quetel, Giuseppe Cappelli, Jean-Gabriel Quillin, Christophe Nativelle, Jean-Frederic Lebrun, and Melody Philippon

Submarine telecom cables criss-cross the oceans, connecting islands to continents and providing internet, financial and media services to consumers all around the world. Laser reflectometry as well as other optical techniques can potentially transform the optical fibers in these cables into sensors which can detect vibrations and ground motion from earthquakes, ocean waves, currents as well as permanent deformation of the seafloor. The goal of the ERC (European Research Council) funded project - FOCUS is to apply laser reflectometry on submarine fiber optic cables to detect deformation at the seafloor using BOTDR (Brillouin Optical Time Domain Reflectometry). This technique is commonly used monitoring large-scale engineering infrastructures (e.g. - bridges, dams, pipelines, etc.) and can measure very small strains (<< 1 mm/m) at very large distances (10 - 200 km), but until now has never been used to study movements at the seafloor.

 

Within the framework of the FOCUS project, and in collaboration with the “Conseil Regional” of Guadeloupe, in 2022 we began long-term monitoring of a network of submarine telecom cables that link the islands of the Guadeloupe archipelago. These cables connect the larger island of Basse Terre and Grande Terre to the smaller southern islands of Les Saintes, Marie Galante and La Desirade, with segment lengths ranging from 30 to 70 km. This network was deployed recently (in 2019) and is the property of the Conseil Regional of Guadeloupe, operated with the assistance of Orange. All cables contain twelve fiber pairs, of which three pairs are in use by mobile phone operators and thus unused fibers were available for this scientific monitoring project. In June 2022, we established BOTDR baselines on 8 optical fiber segments, in several cases in both directions. In December 2022, we repeated the measurements of the same fiber segments, allowing us to detect any strain along the cable over this period.

 

Here, we report that using the BOTDR technique, we detect significant strain signals  (50 micro-strain and more) in several locations along the cable network. These signals, which can be positive (elongation) or negative (shortening) occur typically in areas of steep seafloor slopes or in submarine valleys/canyons. Our tentative interpretation is that stretching and shortening of the cable (representing about 1 cm over a few hundred meters) is occurring, most likely due to sea-bottom currents. These currents may be related to the late summer/early autumn hurricane season, with the passage of tropical storm Fiona in Sept. 2022 dropping heavy rains, causing torrential floods and debris flows in some of the larger rivers with possible impacts further offshore. A longer time-series and more detailed analysis are necessary to test this preliminary hypothesis.

How to cite: Gutscher, M.-A., Quetel, L., Cappelli, G., Quillin, J.-G., Nativelle, C., Lebrun, J.-F., and Philippon, M.: Monitoring a commercially operating submarine telecom cable network in the Guadeloupe archipelago (Lesser Antilles) using Brillouin Optical Time Domain Reflectometry (BOTDR), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8569, https://doi.org/10.5194/egusphere-egu23-8569, 2023.

EGU23-8851 | ECS | Orals | SM2.1

Using Rotational Motions to understand material damage in Civil Engineering structure 

Anjali Dhabu, Felix Bernauer, Chun-Man Liao, Celine Hadziioannou, Heiner Igel, and Ernst Niederleithinger

The increasing evidence of rotational motions due to earthquakes is now motivating civil engineers to investigate the effects of rotational ground motions on structures. With the advancement in instrumentation techniques, rotational sensors have been developed in the past few years, which can measure three components of rotational waves in addition to the translational waves. Conventionally, buildings are designed to withstand horizontal and vertical translational ground motions to minimize the damage to human life and financial losses during an earthquake. Damage to the structure is identified at two levels; (i) structural and (ii) material. The structural damage in reinforced concrete buildings is visible in the form of cracks and spalling concrete, which reduces the overall load-carrying capacity of the building. The damage at the material level is not visible to the human eye. This damage can be identified using coda wave interferometry techniques. In this method, a high cross-correlation between the coda of two waves passing a point on different days of experiment indicates a negligible change in the shear wave velocity of the material. In comparison, a lower cross-correlation signifies considerable change in the material properties.    

In order to understand how rotational motions affect reinforced concrete structures and how these can be simulated, the present work makes a novel attempt to use the newly developed rotation measuring sensors, BlueSeis 3A and IMU50, to understand the damage in a model concrete bridge structure (BLEIB). We employ advanced sensors in addition to conventional broadband and ultrasonic sensors on the 24m long two-span continuous reinforced concrete bridge equipped with various non-destructive sensing techniques and subjected to a variable pre-tension force of up to 450kN and various static loads. As an initial analysis, we first identify the bridge's first three fundamental frequencies and mode shapes from both recorded translational and rotational data. The analysis shows that the same fundamental frequencies are obtained from the recorded translational and rotational data. However, we expect to see a difference in the mode shapes. Theoretically, rotations are maximum at the bridge support and minimum at the centre of the bridge span. This behaviour is the reverse of what we observe from translational motions, where maximum translations are observed at the centre of the span while minimum at the supports. As the study plans to simulate rotational motions for reinforced concrete structures, a finite element model of the prototype bridge is also developed, and the fundamental frequencies and mode shapes of the model are validated with those obtained from the recorded data. This work shall be extended to applying coda wave interferometry to the rotational data recorded on the bridge to understanding the change observed in material properties when the bridge is subjected to active and passive forces.

How to cite: Dhabu, A., Bernauer, F., Liao, C.-M., Hadziioannou, C., Igel, H., and Niederleithinger, E.: Using Rotational Motions to understand material damage in Civil Engineering structure, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8851, https://doi.org/10.5194/egusphere-egu23-8851, 2023.

EGU23-9089 | ECS | Orals | SM2.1

Detecting seismo-volcanic events based on inter-channel coherency of a DAS cable 

Julius Grimm, Piero Poli, and Philippe Jousset

Distributed Acoustic Sensing (DAS) has been successfully employed to monitor volcanic seismicity and to infer volcanic subsurface structures. Here, we analyse data recorded in September 2018 at Mount Etna by the 9N seismic network. The multi-instrument network includes a 1.3 km long fibre-optic cable that was buried 2-2.5 km away from the main craters. Additionally, 15 geophones were installed along the trajectory of the DAS cable, allowing for a comparison of strain-rate and ground velocity data.
During the acquisition period, tiny seismic events, likely caused by fluid movement and degassing, are visible with inter-event times in the range of 1 min. Volcanic explosions and volcano-tectonic earthquakes also occur frequently. We detect events over all frequency ranges by calculating the coherence matrix for very short time windows (stacking 15 windows of 5 seconds length). An eigendecomposition of the coherence matrices allows to extract the first eigenvectors, corresponding to the dominant source in the time window. The principal eigenvectors can be clustered to find groups of events with similar source properties. We also use the principal eigenvector of already known events as a matched filter to scan the whole dataset. The results of the DAS cable are compared to the observations of the geophone array. While largely obtaining similar findings, the DAS cable seems to better capture high-frequency features of certain events. We also explore the effects of stacking and downsampling of the DAS data prior to detection, which influences both resolution and computational efficiency of the algorithm.

How to cite: Grimm, J., Poli, P., and Jousset, P.: Detecting seismo-volcanic events based on inter-channel coherency of a DAS cable, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9089, https://doi.org/10.5194/egusphere-egu23-9089, 2023.

EGU23-9312 | Orals | SM2.1

Six-component wave type fingerprinting and filtering 

David Sollberger, Nicholas Bradley, Pascal Edme, and Johan O. A. Robertsson

We present a technique to automatically classify the wave type of seismic phases that are recorded on a single six-component recording station (measuring both three components of translational and rotational ground motion) at the earth's surface. We make use of the fact that each wave type leaves a unique 'fingerprint' in the six-component motion of the sensor. This fingerprint can be extracted by performing an eigenanalysis of the data covariance matrix, similar to conventional three-component polarization analysis. To assign a wave type to the fingerprint extracted from the data, we compare it to analytically derived six-component polarization models that are valid for pure-state plane wave arrivals. For efficient classification, we make use of the supervised machine learning method of support vector machines that is trained using data-independent, analytically-derived six-component polarization models. This enables the rapid classification of seismic phases in a fully automated fashion, even for large data volumes, such as encountered in land-seismic exploration or ambient noise seismology. Once the wave-type is known, additional wave parameters (velocity, directionality, and ellipticity) can be directly extracted from the six-component polarization states without the need to resort to expensive optimization algorithms.

We illustrate the benefits of our approach on various real and synthetic data examples for applications such as automated phase picking, aliased ground-roll suppression in land-seismic exploration, and the rapid close-to real time extraction of surface wave dispersion curves from single-station recordings of ambient noise. Additionally, we argue that an initial step of wave type classification is necessary in order to successfully apply the common technique of extracting phase velocities from combined measurements of rotational and translational motion.

How to cite: Sollberger, D., Bradley, N., Edme, P., and Robertsson, J. O. A.: Six-component wave type fingerprinting and filtering, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9312, https://doi.org/10.5194/egusphere-egu23-9312, 2023.

EGU23-9314 | ECS | Orals | SM2.1

Using Distributed Fiber-optic Sensing for Tracking Caprock Fault Activation Processes 

Verónica Rodríguez Tribaldos, Chet Hopp, Florian Soom, Yves Guglielmi, Paul Cook, Tanner Shadoan, Jonathan Ajo-Franklin, Michelle Robertson, Todd Wood, and Jens Birkholzer

Identifying and monitoring the reactivation of faults and opening of fractures affecting low permeability, sealing formations in natural underground storage complexes such as Carbon Capture and Storage projects and Nuclear Waste repositories is essential to ensure storage integrity and containment. Although passive seismic monitoring can be effective for detecting induced failure, stress accumulation and fault reactivation can occur aseismically in clay-rich formations, preventing early failure to be recognized. Here, we investigate the potential of applying strain monitoring with fiber-optics sensing technologies to assess in-situ changing stress conditions at high spatial and temporal resolution.

We present results of fiber-optic sensing monitoring during the FS-B experiment, a controlled activation of a fault zone affecting the Opalinus Clay Formation in the Mont Terri underground Laboratory (Switzerland). Six constant flowrate water injections induced the hydraulic opening of the fault. A hydraulic connection between the injector and a monitoring borehole occurred, developing a flow path sub-parallel to the fault strike. A 2 km long fiber-optic cable looped through 10 monitoring boreholes surrounding and crossing the fault zone was used for distributed acoustic and strain sensing (DAS and DSS) before, during and after injection. Continuous low-frequency (< 1 Hz) DAS data reveals mechanical strain associated with fault reactivation. Increasing extensional strain is recorded near the point of injection and near the newly formed hydraulic flow path, reaching a value of ~150 μɛ. Post-activation residual strain of ~60 μɛ suggests irreversible fault zone deformation. Smaller strain changes are recorded above and below the high pressure flow path, suggesting a mechanically disturbed zone larger than the leakage zone. Low-frequency DAS data are consistent with co-located DSS strain data, local, 3D displacement measurements of fault movements and P-wave velocity anomalies derived from Continuous Active Source Seismic Monitoring (CASSM). Our results are promising and demonstrate the potential of fiber-optic sensing as a powerful tool for monitoring spatio-temporal evolution of fault reactivation processes and leakage in clay formations induced by fluid pressurization.

How to cite: Rodríguez Tribaldos, V., Hopp, C., Soom, F., Guglielmi, Y., Cook, P., Shadoan, T., Ajo-Franklin, J., Robertson, M., Wood, T., and Birkholzer, J.: Using Distributed Fiber-optic Sensing for Tracking Caprock Fault Activation Processes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9314, https://doi.org/10.5194/egusphere-egu23-9314, 2023.

EGU23-9629 | ECS | Posters on site | SM2.1

Monitoring material properties of civil engineering structures with 6C point measurements 

Felix Bernauer, Shihao Yuan, Joachim Wassermann, Heiner Igel, Celine Hadziioannou, Frederic Guattari, Chun-Man Liao, Ernst Niederleitinger, and Eva P. S. Eibl

Observing motion within a building in six degrees of freedom (three components of translational motion plus three components of rotational motion) opens completely new approaches to structural health monitoring. Inspired by inertial navigation, we can monitor the absolute motion of a building or parts of it without the need for an external reference. Rotational motion sensors can directly measure harmful torsional modes of a building, which has always been challenging and prone to errors when using translation sensors only. Currently, we are developing methodologies including rotational motion observations for monitoring of material parameters in order to locate and characterize structural damage. Within the framework of the GIOTTO project (funded by the German Federal Ministry for Education and Research, BMBF) we explore these approaches.

Here, we introduce a newly developed 6C sensor network for structural health monitoring. It consists of 14 inertial measurement units (IMU50 from exail, former iXblue, France) that were adapted to the needs of seismology and structural health monitoring. We performed experiments at the BLEIB test structure of the Bundesanstalt für Materialforschung und -prüfung (BAM), a 24 m long concrete beam serving as a large scale bridge model. We present results on detecting changes in material properties (seismic wave speed) of the beam with varying pre-stress and load, as derived from a novel approach by comparing amplitudes of translational to rotational motions at a single measurement point. We compare our findings to results obtained with coda wave interferometry using rotational as well as translational motions.

How to cite: Bernauer, F., Yuan, S., Wassermann, J., Igel, H., Hadziioannou, C., Guattari, F., Liao, C.-M., Niederleitinger, E., and Eibl, E. P. S.: Monitoring material properties of civil engineering structures with 6C point measurements, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9629, https://doi.org/10.5194/egusphere-egu23-9629, 2023.

EGU23-9641 | Posters on site | SM2.1

Loops of slack in dark fiber and their effect on interferometric analysis of ambient noise – symptoms, consequences and remedies 

Christopher Wollin, Leila Ehsaninezhad, Johannes Hart, Martin Lipus, and Charlotte Krawczyk

Seismic microzonation and ambient noise tomography via Distributed Acoustic Sensing (DAS) may contribute to the seismic hazard assessment and the exploration or monitoring of utilizable and utilised subsurface volumes at favorable costs. However, numerous technical aspects remain under investigation to further maturate this innovative seismological approach – particularly when applied to dark telecommunication fibers. For instance unknown coupling of the fiber to the ground or presence of loops of slack fiber may disturb the regular measuring of the stringed virtual sensors.

 

In this study, we investigate how loops of slack fiber affect the results of passive ambient tomography, a particularly appealing exploration approach due to its low footprint. We present results obtained with DAS recordings on purposefully installed as well as dark telecommunication optic fiber. Sledgehammer blows were recorded on an optic fiber laid out in an urban heating tunnel before and after introducing several loops of slack. The loops coiled up fractions and multiples of the utilized gauge length and were spaced in sufficient distance to independently analyze the surrounding wavefield. Discontinuous wavefronts can be observed once the coiled fiber exceeds the gauge length. Similar observations were made on the virtual shot gathers calculated along a 4.5 km long segment of dark fiber along a major road in the city of Berlin, Germany. We show how the loops of slack affect the further processing with respect to ambient noise tomography. On average, the removal of virtual sensors identified to be located in coiled fiber reduces the shear-wave velocities in the resulting model.

 

We conclude that the careful removal of virtual sensors within loops of slack is a mandatory processing step towards ambient noise tomography with linear DAS arrays. However, the calculation of virtual shot gathers can help to reveal the affected fiber segments.

How to cite: Wollin, C., Ehsaninezhad, L., Hart, J., Lipus, M., and Krawczyk, C.: Loops of slack in dark fiber and their effect on interferometric analysis of ambient noise – symptoms, consequences and remedies, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9641, https://doi.org/10.5194/egusphere-egu23-9641, 2023.

EGU23-10767 | ECS | Posters on site | SM2.1

Exploring multiscale nonlinear NDTs for damage detection in concrete structures 

Marco Dominguez-Bureos, Celine Hadziioannou, Niklas Epple, Camila Sanchez Trujillo, and Ernst Niederleithinger

It has been shown that non-destructive tests (NDTs) based on nonlinear wave propagation are more sensitive to detecting very small damages in concrete structures than linear techniques. With the aim of exploring the nonlinear effects in civil structures as a damage indicator, we perform a 1-day multiscale vibration monitoring of a test bridge equipped with a pretension system.

We used the pretension system to subject the specimen to eight compression states in its longitudinal direction (400kN at the highest, and 280kN at the lowest). At every compression state, we struck the structure in the vertical direction three times at two locations on the bridge with an impulse source. Throughout the whole experiment, we recorded seismic ambient noise at different frequency bands with a 14-IMU50-sensor array to measure the acceleration and rotation rate, a 14-geophone array with a 4.5 Hz natural frequency, a DAS system, and 4 pairs of ultrasound transducers; the internal temperature of the concrete was also recorded.

At the structural scale (from 1 to 40 Hz) we were able to observe different responses of the structure to pre-tension changes, depending on where the measurement took place in relation to the vertical support pillars by estimating relative velocity changes using the Coda Wave Interferometry stretching processing technique.

At the material scale (ultrasound regime) we can observe temperature-dependent slow dynamics features related to changes in the seismic velocity of the concrete as a consequence of vertical strikes, and its recovery process that returns its physical properties to a steady state after the action of the impulse source.

With this work, we work towards the development of new NDTs that are increasingly sensitive to small cracks and imperfections using conventional and non-conventional seismic instruments to measure linear and nonlinear wave propagation.

How to cite: Dominguez-Bureos, M., Hadziioannou, C., Epple, N., Sanchez Trujillo, C., and Niederleithinger, E.: Exploring multiscale nonlinear NDTs for damage detection in concrete structures, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10767, https://doi.org/10.5194/egusphere-egu23-10767, 2023.

EGU23-11782 | ECS | Posters on site | SM2.1

A workflow to generate DAS based earthquake catalog, applied to an offshore telecommunication cable in central Chile 

Marie Baillet, Alister Trabattoni, Martijn Van Den Ende, Clara Vernet, and Diane Rivet

Fiber-optic Distributed Acoustic Sensing (DAS) is of critical value for the expansion of seismological networks, particularly in regions that are hard to instrument. The work presented here is part of the 5-year ERC ABYSS project, which aims at building a permanent seafloor observatory to increase our ability to capture low magnitude seismic signals from the subduction fault zone in the DAS data recorded by offshore telecommunication cables along the central coast of Chile.

In preparation for this project, a first experiment named POST was conducted from October to December 2021 on a submarine fiber-optic cable connecting the city of Concón to La Serena. DAS data were recorded continuously for 38 days over a distance of 150 km from Concón, constituting more than 36700 virtual sensors sampling at 125 Hz. This experiment provided an opportunity to anticipate what will be recorded over the next 5 years of the project, and to allow us to develop routines that will be applied later for real-time data processing.

As a first step, we developed an automated routine for generating a preliminary earthquake catalog, comprising various conventional signal processing steps, including data denoising, change-point detection, and separating seismic events from transient instrumental noise making use of the two-dimensional character of the DAS data. Over a span of 38 days (worth 72 TB of data), our pipeline detected more than 900 local, regional, and teleseismic events with local magnitudes down to ML < 2 (based on the Centro Sismológico Nacional (CSN) public catalog). The size of our catalog, enriched with numerous off-shore events, is a significant improvement over the current CSN catalog, which may aid future studies into the Chilean margin subduction zone seismicity.

How to cite: Baillet, M., Trabattoni, A., Van Den Ende, M., Vernet, C., and Rivet, D.: A workflow to generate DAS based earthquake catalog, applied to an offshore telecommunication cable in central Chile, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11782, https://doi.org/10.5194/egusphere-egu23-11782, 2023.

EGU23-11842 | Orals | SM2.1

Using path-integrated strain in Distributed Acoustic Sensing 

Alister Trabattoni, Francesco Biagioli, Claudio Strumia, Gaetano Festa, Martijn van den Ende, Diane Rivet, Anthony Sladen, Jean-Paul Ampuero, Jean-Philippe Metexian, and Éléonore Stutzmann

Distributed Acoustic Sensing (DAS) is becoming a well-established technology in seismology. For historical and practical reasons, DAS manufacturers usually provide instruments that natively record strain (rate) as the principal measurement. While at first glance strain recordings appear similar to particle motion (displacement, velocity, acceleration) waveforms, not all of the seismological tools developed over the past century (e.g., magnitude estimation, seismic beamforming, etc.) can be readily applied to strain data. Notably, the directional sensitivity of DAS differs from conventional particle motion sensors, and DAS experiences an increased sensitivity to slow waves, often composed of highly scattered waves that are challenging to analyze. To address these issues, several strategies have been already proposed to convert strain rate measurements to particle velocity.

Based on a previously proposed mathematical formalism, we stress some fundamental differences between path-integrated strain and conventional displacement measurements. DAS inherently records arc length variation of the cable which is a relative motion measurement along a curvilinear path. We show that if the geometry of the DAS deployment is adapted to the wavefield of interest, path-integrated strain can be used to closely approximate the displacement wavefield without the need of additional instruments. We validate this theoretical result using collocated seismometers, discuss the limitations of this approach, and show two benefits: enhancing direct P-wave arrivals and simplifying the magnitude estimation of seismic events. While using path integrated strain is in some aspects more challenging, it achieves flat (hence lower) noise levels both in frequency and wavenumber. It also provides better sensitivity to high velocity phases, and permits the direct application of conventional seismological tools that are less effective when applied to the original strain data.

How to cite: Trabattoni, A., Biagioli, F., Strumia, C., Festa, G., van den Ende, M., Rivet, D., Sladen, A., Ampuero, J.-P., Metexian, J.-P., and Stutzmann, É.: Using path-integrated strain in Distributed Acoustic Sensing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11842, https://doi.org/10.5194/egusphere-egu23-11842, 2023.

EGU23-12213 | ECS | Posters on site | SM2.1

Near-surface seismic characterisation of a railway embankment slope using fibre-optic distributed acoustic sensing 

Giuseppe Maggio, Andrew Trafford, and Shane Donohue

The behaviour of geological slopes during seasonal weather patterns represents one of the challenges for assessing the geotechnical state of health of the ageing infrastructures. In the presence of man-made soil infrastructure slopes, rainfall and prolonged dry periods can cause cycles of swelling and shrinking of the ground that could potentially compromise their structural integrity. Recent research has found that time-lapse velocity monitoring, has the potential to provide information on climate-related deterioration of geotechnical infrastructure. Variations of the ground conditions could manifest as changes in seismic velocity, detectable through the seasons and after extreme weather events.

In this work, we perform seismic imaging and velocity-monitoring of a critical railway embankment in the United Kingdom using fibre optic distributed sensing (DAS). The study area is a 6 m tall, and 350 m long embankment slope built more than 100 years ago in the outskirts of London (Surrey). The railway is currently utilised mostly by commuter trains. Since August 2022, a passive DAS dataset rich in train signals has been acquired. data acquisition will continue until July 2023. Furthermore, periodic active surveys have been conducted along the slope.

Firstly, to validate the seismic response of the fibre (i.e., maximum usable frequencies based on the gauge length), we calculate and compare surface wave dispersion curves derived from both DAS and geophones using passive ambient noise, train signals and active sledgehammer shots. As a result, we obtain consistent and comparable dispersion curves ranging from ~200 m/s at 10 Hz to ~140m/s at 40 Hz. 

Secondly, we invert, using global search algorithms, DAS-derived dispersion curves for 1D depth-velocity models to identify and clarify the trend of the near-surface (top 10 m) seismic structures. 

Thirdly, we apply seismic interferometry and moving window cross-spectral techniques to measure changes in seismic velocity at the embankment using the 6-month passive DAS data acquired so far. 

The ultimate goal of this project is to develop a geophysical tool diagnostic of geotechnical deterioration of critical infrastructures by linking together DAS-based seismic observations, temporal seismic velocity changes, weather data and laboratory-based soil sample tests.

How to cite: Maggio, G., Trafford, A., and Donohue, S.: Near-surface seismic characterisation of a railway embankment slope using fibre-optic distributed acoustic sensing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12213, https://doi.org/10.5194/egusphere-egu23-12213, 2023.

EGU23-12740 | ECS | Orals | SM2.1

Coherence-based Amplification of Rayleigh Waves from Urban Anthropogenic Noise recorded with Distributed Acoustic Sensing 

Leila Ehsaninezhad, Christopher Wollin, Benjamin Schwarz, and Charlotte Krawczyk

At a local scale, e.g. in urban settlements, seismic subsurface characterization requires implementing experiments at high spatial resolution. Distributed acoustic sensing (DAS) provides the opportunity of using pre-existing fiber optic cables as dense receiver arrays, thus potentially reducing the effort for active seismic surveying in urban areas. Due to their small footprint, passive experiments appear particularly appealing. However, extracting coherent signals in an urban environment, i.e. in the presence of anthropogenic activity in the receivers' vicinity, remains a challenge.

 

In this study, we present results from combining the well known technique of Multichannel Analysis of Surface Waves (MASW) with the coherency-based enhancement of wavefields. The investigation is based on a DAS dataset acquired along a major road in Berlin, Germany. We analyse a 4.5 km long straight subsegment of a dark fiber that was sampled at 8 m intervals with 1000 Hz over a period of 15 days. After temporal decimation and the interferometric analysis, clear causal and a-causal branches of Rayleigh-surface waves emerge in the virtual shot gathers.

 

In the further processing, we employ coherence-based enhancement of wavefields to amplify the Signal to Noise Ratio of the virtual shot gathers. Compared to the traditional workflow of ambient-noise tomography the modified one yields improved dispersion curves particularly in the low-frequency part of the signal. This leads to an increased investigation depth along with lower uncertainties in the inversion result. The final velocity model reaches depths down to 300 m. We show that the application of coherence-based enhancement of the virtual shot gathers in the MASW-workflow may significantly relax the necessity of collecting long baselines for passive tomography in urban environments.

How to cite: Ehsaninezhad, L., Wollin, C., Schwarz, B., and Krawczyk, C.: Coherence-based Amplification of Rayleigh Waves from Urban Anthropogenic Noise recorded with Distributed Acoustic Sensing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12740, https://doi.org/10.5194/egusphere-egu23-12740, 2023.

EGU23-13600 | Orals | SM2.1

Long-awaited and delayed Transportable Highest grade of Fiber Optic Gyroscope for Seismology 

Frédéric Guattari, Guillaume Lenogue, Kevin Gautier, Arnaud Frenois, and André Couderette

First announced at EGU2021, and said to be “released soon”, the 1C rotation seismometer which complements the blueSeis product line on the high performance segment, will be finally disclosed at EGU2023.

2019 and 2020 results have been shared about large mockup of giant Fiber-Optic Gyroscope from iXblue, having diameter as large as 1.2 meters, and the development road to reach an industrial product had been drawn. But several critical additional issues raised on the track.

Keeping in mind all the requirement of the instrument, the need for a transportable, and easily deployable instrument, the calibration capability, the possibility to push the performance pilling up the sensors, and the need for an optional orthogonal structure, we finally come to an instrumental solution with high versatility at expected performances.

The full development story will be shared, and the tests results of first production units of blueSeis-1C will be disclosed. Explanation about the various way to use it will be offered too.

Perspectives and applications using this long-awaited sensor will be presented, from ocean-bottom system tilt denoising to improved inversion of the seismic source.

How to cite: Guattari, F., Lenogue, G., Gautier, K., Frenois, A., and Couderette, A.: Long-awaited and delayed Transportable Highest grade of Fiber Optic Gyroscope for Seismology, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13600, https://doi.org/10.5194/egusphere-egu23-13600, 2023.

EGU23-13803 | ECS | Orals | SM2.1

Magnitude Estimation and Ground Motion Prediction to Harness Fiber Optic Distributed Acoustic Sensing for Earthquake Early Warning 

Itzhak Lior, Diane Rivet, Jean-Paul Ampuero, Anthony Sladen, Sergio Barrientos, Rodrigo Sánchez-Olavarría, German Alberto Villarroel Opazo, and Jose Antonio Bustamante Prado

Earthquake Early Warning (EEW) systems provide seconds to tens of seconds of warning time before potentially-damaging ground motions are felt. For optimal warning times, seismic sensors should be installed as close as possible to expected earthquake sources. However, while the most hazardous earthquakes on Earth occur underwater, most seismological stations are located on-land; precious seconds may go by before these earthquakes are detected. In this work, we harness available optical fiber infrastructure for EEW using the novel approach of Distributed Acoustic Sensing (DAS). DAS strain measurements of earthquakes from different regions are converted to ground motions using a real-time slant-stack approach, magnitudes are estimated using a theoretical earthquake source model, and ground shaking intensities are predicted via ground motion prediction equations. The results demonstrate the potential of DAS-based EEW and the significant time-gains that can be achieved compared to the use of standard sensors, in particular for offshore earthquakes.

How to cite: Lior, I., Rivet, D., Ampuero, J.-P., Sladen, A., Barrientos, S., Sánchez-Olavarría, R., Villarroel Opazo, G. A., and Bustamante Prado, J. A.: Magnitude Estimation and Ground Motion Prediction to Harness Fiber Optic Distributed Acoustic Sensing for Earthquake Early Warning, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13803, https://doi.org/10.5194/egusphere-egu23-13803, 2023.

EGU23-14093 | Posters on site | SM2.1

Six-component records of local seismicity in the Long Valley Caldera, Californica, US 

Johana Brokesova and Jiri Malek

Long Valley Caldera in the eastern part of California is a depression 32 km long and 18 km width, which was formed during a supervolcano eruption 760 000 years ago.  Weak volcanic activity manifested by hot springs, CO2 emmanations and earthhquake swarms in the caldera and neighboring Mammoth Mountain volcanic complex has been continuing until present. The seismicity in the area is the subject of intensive study. In 2016 - 2017 the monitoring system was supplemented by small-aperture array consisting of three short-period Rotaphone-D seismographs. The instruments were deployed in vaults few hundred meters apart at depts from 3.2 to 2.2 m. They are new short-period seismographs measuring three translational and three rotational components. The array enabled new methods of microearthquakes investigation. The noise from surface sources (mainly traffic along nearby highway) can be suppressed significantly by non-linear summing of redundant translational data from each Rotaphone. This enabled detection of very weak microearthquakes in the vicinity of the array with good signal-to-noise ratio. The true azimuth and phase velocity along surface are determined by two methods:  the zero-crossing point beamforming and rotation-to-translation relations. Based on these quantities, location of microearthquakes was performed and it was compared to the locations from the USGS catalogue of local earthquakes.

The six-component records in the Long Valley Caldera are extremely complex. Strong phases between P- and S-wave onsets and namely within the S-wave group are visible in most seismograms. They probably originated as reflection and refraction waves at distinctive interfaces beneath the sediment filling of the caldera. Six-component records enabled analysis of individual wavetypes in the seismograms. The seismic array was reinstalled in the summer 2021 with new data-acquisition system with bigger dynamic range (32 bits A/D converter). We expect even more sensitive measurements from this new observation. 

How to cite: Brokesova, J. and Malek, J.: Six-component records of local seismicity in the Long Valley Caldera, Californica, US, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14093, https://doi.org/10.5194/egusphere-egu23-14093, 2023.

EGU23-14444 | ECS | Orals | SM2.1

Modelling of DAS cable and ground coupling response using Discrete Particle Schemes 

Nicolas Luca Celli, Christopher J. Bean, Gareth O'Brien, and Nima Nooshiri

Since its first applications in the past decade, the use of fiber optic cables as ground motion sensors has become a central topic for seismologists, with successful applications of Distributed Acoustic Sensing (DAS) in various key fields such as seismic monitoring, structural imaging and source characterisation.

The instrument response of DAS cables however is largely unknown. Instrument response is a combination of instrument design, local site effects and ground coupling, and for DAS, the latter ones are believed to have a strong, spatially variable, but yet largely unquantified effect. This limits the application of a large number of staple seismological techniques (e.g. earthquake magnitude estimation, waveform tomography) that can require accurate knowledge of a signal’s amplitude and frequency content.

Here we present a method for accurately simulating a DAS cable and its response. The scheme is based on molecular dynamic-like particle-based numerical modelling, allowing the investigation of the effect of varying DAS-ground coupling scenarios. At first, we compute the full strain field directly, for each pair of neighbouring particles in the model. We then define a virtual DAS cable, embedded within the model and formed by a single string of interconnected particles. This allows us to control all aspects of the cable-ground coupling and their properties at an effective granular level through changing the bond strengths and bond types (e.g. nonlinearity) for both the cable and the surrounding medium. Arbitrary cable geometries and heterogeneous materials can be accommodated at the desired scale of investigation.

We observe that at the meter scale, realistic DAS materials, cable-ground coupling and the presence of unconsolidated trench materials around it dramatically affect wave propagation, each change affecting the synthetic DAS record, with differences exceeding at times the magnitude of the recorded signal. These differences show that cable coupling and local site effects have to be considered both when designing a DAS deployment and analysing its data when either true or along-cable relative amplitudes are considered.

How to cite: Celli, N. L., Bean, C. J., O'Brien, G., and Nooshiri, N.: Modelling of DAS cable and ground coupling response using Discrete Particle Schemes, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14444, https://doi.org/10.5194/egusphere-egu23-14444, 2023.

EGU23-15048 | ECS | Posters on site | SM2.1

On Seismic Wave Equation Gradiometric Inversion for Density 

Marthe Faber and Andrew Curtis

It is of interest for environmental and resource applications to better characterise dynamic processes and properties of the near-surface critical zone of the solid Earth. Seismic wavefield gradiometry refers to a class of imaging techniques that estimate properties of the subsurface by calculating temporal and spatial gradients of incoming wavefields using dense array measurements, usually recorded at the Earth’s surface. One such method called wave equation inversion (WEI) has been shown to require only a few minutes of ambient seismic noise recordings to produce phase velocity maps, and shows promise for rapid field deployment.

Previous applications of WEI are based on the assumption that the 2D scalar Helmholtz wave equation adequately describes the dynamics of recorded wavefields. This approximation is severe for seismic waves because the Helmholtz equation fails to describe elastic wave dynamics. Since ambient noise recordings contain all kinds of interfering elastic wave types, the accuracy of subsurface material property estimates is compromised.

To investigate the potential to enhance the information available from WEI, we test the method synthetically using more sophisticated wave equations that represent wave propagation in the subsurface more accurately. Starting from a 3D seismic array geometry which provides wavefield gradient information both at the surface and at depth, WEI can be formulated in terms of the full elastic wave equation. From there we track approximations in both wave physics and field acquisition geometries that deplete information about the medium, eventually arriving at the conventional 2D scalar wave equation. These experiments highlight approximations that most deteriorate the solution, allowing us to target future effort to remove them.

One approximation made in all previous WEI studies is to assume that density is constant across the local array. In reality, subsurface density varies both laterally and with depth, yet remains poorly constrained in seismic imaging problems. Accurate density estimates would provide important insight into subsurface properties. This prompts us to test wavefield sensitivities to subsurface density contrasts via WEI. Synthetic results for 3D acoustic media suggest that it is possible to estimate relative density structure with WEI by using a full acoustic formulation for wave propagation along the surface. We show that using a constant density assumption for the medium can be detrimental to subsurface images, whereas the full acoustic formulation of gradiometry improves our knowledge of material properties. It allows us to estimate density as an additional material parameter as well as to improve phase velocity estimates by incorporating approximations to the density structure. By expanding this methodology to the elastic case, we will discuss the feasibility of estimating density with gradiometric WEI in the solid Earth.

How to cite: Faber, M. and Curtis, A.: On Seismic Wave Equation Gradiometric Inversion for Density, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15048, https://doi.org/10.5194/egusphere-egu23-15048, 2023.

EGU23-15050 | Orals | SM2.1

Low-frequency seismic wave sensing using coherent optical fiber networks for metrology 

Paul-Eric Pottie, Mads Tonnes, Maxime Mazouth-Laurol, Hendrix Montlavan-Leyva, Etienne Cantin, Benjamin Pointard, Hector Alvarez-Martinez, Rodolphe Le Targat, Olivier Lopez, Christian Chardonnet, and Anne Amy-Klein

Optical fiber networks are being implemented in several countries aiming at dissemination of ultra-stable time and frequency references. This enables the comparison of optical clocks, which is a key part of the roadmap towards the future redefinition of the International System of Units (SI) second. Furthermore, this enables uses in chronometric geodesy, where the sensitivity of the optical clocks to the gravitation field enables measurements of height differences as low as 1 cm [1].
The frequency signals in the optical fibers are sensitive to acoustic vibrations which are present in the ground, which is the main source of noise to the disseminated signals.
In recent years, this has enabled studies in the use of optical fiber links for the detection of earthquakes [2]. In such an approach, the measurement is the integrated noise over the fiber path. This typically allows for one to several orders of magnitudes longer range as compare to DAS techniques, but with the loss of localization along the fiber. Such integrated approaches include measurements of the total polarization change of the light along the fiber [3], or the total phase change of a coherent ultra-stable laser signal, potentially including distributed sensing techniques in submarine fibers [2,4].

Here, we will present the first quantitative studies on the use of coherent optical fiber links for seismic detection. Using a the fiber network REFIMEVE in France (see Fig. 1), we present studies on the sensitivity of coherent optical fiber links to seismic events. We describe the dependence of the sensitivity to a number of parameters like incident angle, magnitude and distance, and compare the sensitivity of a fiber link with that of conventional seismometers. We show, for a first time to our knowledge, the detection of seismic waves by a coherent optical fiber network, and we study the prospects of using such a network for the localization of earthquakes. Lastly, we discuss the principles and results of a machine learning algorithm, which enables automatic detection of earthquakes in a coherent optical fiber link.

Bibliography:
1. M. Takamoto et al., Test of general relativity by a pair of transportable optical lattice clocks, Nat. Phot., 14 (7), 411–415. doi:30210.1038/s41566-020-0619-8
2. G. Marra et al. , Ultrastable laser interferometry for earthquake detection with terrestrial and submarine cables. Science, eaat4458. doi: 10.1126/science.aat4458279
3. J.C. Castellanos et al. ,Optical polarization-based sensing and localization of submarine earthquakes. In Optical fiber communication conference (OFC) 2022, doi:26210.1364/OFC.2022.M1H.4
4. G. Marra et al., Optical interferometry–based array of seafloor environmental sensors using a transoceanic submarine cable. Science, doi: 10.1126/science.abo193

Figure 1 : Map of the French REFIMEVE fiber network, shown in red lines. Dotted lines indicates indicate the full scale of the planned network, and continuous red lines indicate links used in these studies. Blue lines indicates the linear approximations of the links. All seismometers of the RESIF network is shown by small green triangles, and seismometers used in theses studies are shown by larger, turquoise triangles.

How to cite: Pottie, P.-E., Tonnes, M., Mazouth-Laurol, M., Montlavan-Leyva, H., Cantin, E., Pointard, B., Alvarez-Martinez, H., Le Targat, R., Lopez, O., Chardonnet, C., and Amy-Klein, A.: Low-frequency seismic wave sensing using coherent optical fiber networks for metrology, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15050, https://doi.org/10.5194/egusphere-egu23-15050, 2023.

EGU23-15062 | ECS | Posters on site | SM2.1

Observing and analysing seismicity with a permanet 6C station 

Andreas Brotzer, Heiner Igel, Felix Bernauer, Joachim Wassermann, Robert Mellors, and Frank Vernon

In September 2022, a three-component rotational rate sensor (blueSeis-3A) provided by IRIS has been deployed at the underground vault of the Piñon Flat Observatory (PFO) near San Diego in California. A three-component broadband seismometer (Trillium 240s) is co-located on the granite pier, creating a 6C station for permanent observations of local and regional seismicity and wavefield studies. The permanent record is streamed online via IRIS and freely available with all required metadata (station: BlueSeis at Pinon Flat = BSPF). Additionally, the site offers observations of strain by optical fiber and vacuum laser strainmeters at PFO, allowing to study 7 components of the seismic wavefield in a quiet area with regard to seismic noise, but high seismicity (e.g. San Andreas fault zone, San Jacinto fault zone). Such a setup enables advanced studies of the seismic wavefield. Dense, large-N nodal experiments, temporarily deployed around PFO could provide dense sampling of the seismic wavefield for comparison studies. The seismic array of borehole sensors at PFO is well designed to compute array derived rotations with enables a direct comparison with the rotational record and applied methods. Moreover, the array is employed to compare array analysis with 6C methods (e.g. backazimuth estimation, wavefield separation, source tracking, local subsurface velocity changes). We present characteristics on the 6C station and preliminary analysis results.

How to cite: Brotzer, A., Igel, H., Bernauer, F., Wassermann, J., Mellors, R., and Vernon, F.: Observing and analysing seismicity with a permanet 6C station, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15062, https://doi.org/10.5194/egusphere-egu23-15062, 2023.

EGU23-15265 | ECS | Orals | SM2.1

Towards exploiting the advantages of a Standard telecom multi-fibre cable for volcano monitoring: an example from Mt. Etna 

Sergio Diaz-Meza, Philippe Jousset, Gilda Currenti, Air David, Andy Clarke, Anna Stork, Athena Chalari, and Charlotte Krawzcyk

Distributed Dynamic Strain Sensing (DDSS), also known as Distributed Acoustic Sensing (DAS), is becoming a popular tool for volcano monitoring. The sensing method relies on sending coherent light pulses into an optical fibre and measuring the phase-shift of Rayleigh back-scattered light due to strain on the fibre. This provides distributed strain rate measurements at high temporal and spatial sampling rates. Standard telecom fibres have been conventionally used for this purpose, however engineered fibres are being developed to enhance the back-scattered light, providing up to 100 times improved sensitivity in contrast to the conventional standard fibre. Despite the technical advantages of engineered fibres, standard fibres already have extensive coverage around the Earth surface, and so there is an interest in using the existing telecommunication infrastructure. In this study we compare stack DDSS data from a fibre loops made of several fibres within the same optical fibre cable, with DDSS data measured on an engineered fibre. We analyse how stacking can improve the signal quality of the recorded DDSS data. In an area located 2.5 km NE from the craters of Mt. Etna, we spliced 9 standard fibres together from a 1.5 km long cable to create a single optical path and interrogated using an iDAS unit. At the same time, we interrogated with a Carina unit a 0.5 km engineered fibre installed parallel to the standard multi-fibre cable. Both fibres were interrogated in a common period of 5 days. We use a spatial cross-correlation function to find the channel equivalences between each fibre and then stack them to evaluate the changes in the DDSS data and compare with the engineered fibre data. Our results show that, despite engineered fibres have lower noise, a stack of 5 fibres can achieve a maximum noise reduction of 20% outside of the optical noise band, in comparison to the engineered fibre. We achieved this noise reduction for our specific configuration, and so we show how the stack improvement is dependent on the type of configuration in terms of fibres stacked and length of the fibres. Our findings motivate the exploitation of multi-fibre cables in existing infrastructures, so-called dark fibres, for monitoring volcano and applications to other environments.

How to cite: Diaz-Meza, S., Jousset, P., Currenti, G., David, A., Clarke, A., Stork, A., Chalari, A., and Krawzcyk, C.: Towards exploiting the advantages of a Standard telecom multi-fibre cable for volcano monitoring: an example from Mt. Etna, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15265, https://doi.org/10.5194/egusphere-egu23-15265, 2023.

EGU23-15291 | ECS | Orals | SM2.1

Supporting the completion process of boreholes using combined fiber-optic monitoring technologies 

Johannes Hart, Martin Peter Lipus, Christopher Wollin, and Charlotte Krawzcyk

Efficient, safe and sustainable utilization of geothermal reservoirs depends on reliable well completion and monitoring technologies. Conventional borehole measurement methods can only be used after the completion process and usually show snapshots of the borehole conditions at discrete points in time. Therefore, the successful borehole completion is a risky process and mainly relies on the experience of the driller. By using distributed fiber-optic sensing technologies, it is possible to monitor all along the cable with dense spatial sampling and continuous in real-time.

In this presentation, we give insights into our newest case study in Berlin. A 450 m deep exploration well for an Aquifer Thermal Energy Storage was completed. We installed a fiber optic sensor cable along the whole production tubing, that contained several single-mode and multi-mode fibers in loose tube and tight buffered configuration. This cable allows to simultaneously measure distributed temperature (DTS), distributed acoustics (DAS) and distributed strain (DSS/DTSS) for the entire completion process.

Particularly with a combined analysis and interpretation of the different fiber-optic technologies, conventionally untraceable processes can be visualized. We are able to show changes of subsurface flow paths due to blockages. Processes to be prevented, like caving or bridging can be detected and the proper rise of gravel or cement can be surveyed. Provided to the driller in real time, subsurface uncertainties can be significantly reduced.

Monitoring geothermal wells with a fiber-optic sensing infrastructure is not only a powerful tool to reduce risks during well completion, which can lead to compromised well integrity. The installed equipment and technology can also be used to assess the well integrity over the whole cycle of the well, to ensure a longest possible lifespan.

How to cite: Hart, J., Lipus, M. P., Wollin, C., and Krawzcyk, C.: Supporting the completion process of boreholes using combined fiber-optic monitoring technologies, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15291, https://doi.org/10.5194/egusphere-egu23-15291, 2023.

EGU23-15325 | Posters on site | SM2.1

Observation of the microseismic peak from Distributed Acoustic Sensing (DAS) measurements at the LSBB underground Laboratory 

Olivier Sèbe, Camille Jestin, Amaury Vallage, Stéphane Gaffet, Daniel Boyer, Alain Cavaillou, Jean-Baptiste Decitre, Charly Lallemand, Vincent Lanticq, and Olivier Rousseau

Thanks to its ability to provide dense strain rate measurements along Optical Fiber (OF) cable, the Distributed Acoustic Sensing (DAS) technique spreads over different seismic and geophysical domains. They range from exploration geophysics (Mestayer et al. 2011, Daley et al. 2013), to underground structure imaging (e.g. Ajo-Franklin et al. 2019, Cheng et al. 2021) or seismic activity and background noise monitoring (Jousset et al 2018, Nayak et al. 2021). Beyond the advantage of its dense spatial sampling and given a better understanding of its instrument response (e.g. Lindsey et al. 2020), the detection performance of these new DAS measurements also depends on its ability to precisely characterize the amplitude and phase of the seismic background noise in different environments. According to recent offshore seismic noise studies (Ugalde et al. 2021, Lior et al. 2021, Guerin et al 2022), we propose a study based on DAS recordings of the seismic background noise in an on-land quiet environment.

In 2020, a temporary seismic experiment PREMISE (PREliminary MIga Seismic Experiment) was carried out on the site of the underground low noise Laboratory (LSBB, Laboratoire Souterrain Bas Bruit) at Rustrel, France, in order to study the 3D seismic wave field properties in a pretty well-known underground geological structure. During this experiment, we deployed several kilometers of different OF in the LSBB galleries in order to create a multidirectional DAS array with a total fiber length of 10.5km and several ground-coupling conditions. We reprocessed two hours of “raw” DAS data, recorded with a FEBUS A1-R instrument, with different acquisition parameters to find the best configuration for enhancing the DAS measurement Signal to Noise Ratio. The power spectral density (PSD) of these reprocessed strain time-series reveals a peak in the background noise frequency range [0.08-0.25Hz] for gauge lengths of 90m and 150m. Independently, an estimation of the local strain field has been derived by a geodetic analysis (Spudich et al 1995) of the records from the LSBB broadband seismometers antenna. The comparison of the DAS and seismometers array-derived strain PSD shows a very good agreement with the secondary microseism peak in terms of frequency band, amplitude, and the wave field polarization, especially for DAS strain records processed with gauge-length of several tens of meters.

How to cite: Sèbe, O., Jestin, C., Vallage, A., Gaffet, S., Boyer, D., Cavaillou, A., Decitre, J.-B., Lallemand, C., Lanticq, V., and Rousseau, O.: Observation of the microseismic peak from Distributed Acoustic Sensing (DAS) measurements at the LSBB underground Laboratory, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15325, https://doi.org/10.5194/egusphere-egu23-15325, 2023.

EGU23-15589 | Posters on site | SM2.1

Variations of the system properties of a high-rise building over 1 year using a single station 6C approach. 

Yara Rossi, Konstantinos Tatsis, Yves Reuland, John Clinton, Eleni Chatzi, and Markus Rothacher

We demonstrate that the dynamic response of an engineered structure, including modeshape identification, can be obtained from just a single measurement at one position - if rotation is recorded in combination with translation. Such a single-station approach can save significant time, effort and cost when compared with traditional structural characterization using horizontal arrays. In our contribution we will focus on the monitoring of a high-rise building by tracking its dynamic properties and their variations due to environmental (e.g. temperature) and operational (e.g. wind) conditions (EOCs) over a 1-year period. We present a real-case structural identification procedure on the Prime Tower in Zurich. This is a 36-story tower of 126 m height, with a poured-in-place-concrete core and floors and precast-concrete columns; this concrete core structure, surrounded by a triple-glazed facade, is the third highest building in Switzerland. 
The building has been continuously monitored, over a 1-year period, by an accelerometer (EpiSensor), a co-located rotational sensor (BlueSeis) and a weather station located near the building center on the roof. Roof and vertical seismic arrays were deployed for short periods. The motion on the tower roof includes significant rotation as well as translation, which can be precisely captured by the monitoring station. More than 20 structural modes, including the first 6 fundamental modes, where translations are coupled with rotations, are tracked between 0.3 – 14 Hz. We will also show the variation of natural frequencies due to seasonal but also more short-term effects, in an effort to understand the effect of environmental and operational variability on structural deformation and response. Additionally, an amplification of the modes, not only during strong winds, but also during a couple of Mw 4.0 - 4.4 earthquakes at regional distance has been observed and analysed. The frequency band between 0.3 and 10 Hz is of key interest for earthquake excitation, making an investigation thereof essential. The work closes with a summary of the main benefits and potential in adopting collocated rotation and acceleration sensing for geo-infrastructure monitoring purposes.

How to cite: Rossi, Y., Tatsis, K., Reuland, Y., Clinton, J., Chatzi, E., and Rothacher, M.: Variations of the system properties of a high-rise building over 1 year using a single station 6C approach., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15589, https://doi.org/10.5194/egusphere-egu23-15589, 2023.

EGU23-15841 | Orals | SM2.1

Monitoring of elastic properties using DAS and DTS in a controlled experiment during road construction 

CharLotte M. Krawczyk, Martin P. Lipus, Johannes Hart, Christopher Wollin, Christian Cunow, and Philippe Jousset

Maintenance of infrastructure is costly and difficult to implement systematically when it spreads over wide areas, such as road or pipeline networks. In the monitoring of road ways, conventional methods to control the road integrity rely on discrete measurements in space and time. There is a large demand for innovative technologies that are able to assess the structural integrity as a whole and in regular intervals or even continuously. Distributed fiber-optic sensing opens the opportunity to measure numerous physical quantities such as temperature and strain with high spatial and temporal resolution over tens of kilometers. In addition, it is easily deployable at reasonable cost.

In order to address the issue of asphalt aging due to exposure to heavy traffic loads, we installed a fiber-optic cable into a reworked road interval and recorded fiber-optic data in a controlled experiment with numerous test vehicles of different sizes and weights. The recorded data suggests that elastic properties of the asphalt can be retrieved from the bypassing traffic. Vehicles can be characterized by the number of axes and load on the asphalt composite. In the next phase, we will monitor the aging of the test field to deduce how varying matrial properties can be better identified for geotechnical and geoscience applications.

How to cite: Krawczyk, C. M., Lipus, M. P., Hart, J., Wollin, C., Cunow, C., and Jousset, P.: Monitoring of elastic properties using DAS and DTS in a controlled experiment during road construction, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15841, https://doi.org/10.5194/egusphere-egu23-15841, 2023.

EGU23-16307 | Orals | SM2.1

Local earthquake recordings using Distributed Acoustic Sensing (DAS) at BFO 

Nasim Karamzadeh Toularoud, Ya-Jian Gao, Jérôme Azzola, Thomas Forbriger, Rudolf Widmer-Schnidrig, Emmanuel Gaucher, and Andreas Rietbrock

The application of distributed acoustic sensing (DAS) in seismology is rapidly expanding due to its ability to perform a large number of high-density measurements, i.e., distributed sensing, without using many point sensors, which is cost-effective. DAS application includes vertical seismic profiling, microseismic measurements, and hydraulic fracturing monitoring and mainly focuses on the event detection capability of  DAS data. 

Febus optics DAS interrogator (A1-R) is continuously running at German Black Forest Observatory (BFO) since May 2021, recording RAW data (selectively stored) or strain-rate data (continuously stored). Our study is in the experimental phase and focuses on testing basic concepts of DAS data, i.e., the effect of gauge-length on the amplitude of measurement and comparing the amplitude of DAS with other seismological sensors such as strain-meter array and a STS2 broadband sensor as well as synthetic simulations. Such comparison is performed using background noise characteristics (power spectral density) and examples of local and regional events that are detectable at the BFO site. 

In this study, we show examples of strain rate measurements related to local earthquakes recorded by horizontal fiber optic cables, employing two different DAS interrogators, cable types and coupling of the cables to the ground. We compared simultaneous recordings using Febus A1 DAS interrogator and OptoDAS by Febus optic and Alcatel Submarine Networks (ASN), respectively, and, concluded about the frequency and gauge-length dependent sensitivity of recordings in two cases. In addition, we compare the amplitude of DAS recordings, for example of local earthquakes, with the synthetic strain simulated  at lower frequency bands using the spectral-element method (Salvus) based on 3D media and analytic approach (Qseis) for 1D model. 

 

How to cite: Karamzadeh Toularoud, N., Gao, Y.-J., Azzola, J., Forbriger, T., Widmer-Schnidrig, R., Gaucher, E., and Rietbrock, A.: Local earthquake recordings using Distributed Acoustic Sensing (DAS) at BFO, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16307, https://doi.org/10.5194/egusphere-egu23-16307, 2023.

EGU23-16459 | ECS | Orals | SM2.1

Deep learning approach for detecting low frequency events on DAS data at Vulcano Island, Italy 

Martina Allegra, Gilda Currenti, Flavio Cannavò, Philippe Jousset, Michele Prestifilippo, Rosalba Napoli, Mariangela Sciotto, Giuseppe Di Grazia, Eugenio Privitera, Simone Palazzo, and Charlotte Krawczyk3

Since September 2021, signs of unrest at Vulcano Island have been noticed after four years of quiescence, along with CO2 degassing and the occurrence of long-period and very long-period events. With the intention of improving the monitoring activities, a submarine fiber optic telecommunications cable linking Vulcano Island to Sicily was interrogated from 15 January to 14 February 2022. Of particular interest has been the recording of 1488 events with wide range of waveforms made up of two main frequency bands (from 3 to 5 Hz and from 0.1 to 0.2 Hz).

With the aim of the automatic detection of seismic-volcanic events, different approaches were explored, particularly investigating whether the application of machine learning could provide the same performance as conventional techniques. Unlike many traditional algorithms, deep learning manages to guarantee a generalized approach by automatically and hierarchically extracting the relevant features from the raw data. Due to their spatio-temporal density, the data acquired by the DAS can be assimilated to a sequence of images; this property has been exploited by re-designing deep learning techniques for image processing, specifically employing Convolutional Neural Networks.

The results demonstrate that deep learning not only achives good performance but that it even outperforms classical algorithms. Despite providing a generalized approach, Convolutional Neural Networks have been shown to be more effective than traditional tecniques in expoiting the high spatial and temporal sampling of the acquired data. 

How to cite: Allegra, M., Currenti, G., Cannavò, F., Jousset, P., Prestifilippo, M., Napoli, R., Sciotto, M., Di Grazia, G., Privitera, E., Palazzo, S., and Krawczyk3, C.: Deep learning approach for detecting low frequency events on DAS data at Vulcano Island, Italy, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16459, https://doi.org/10.5194/egusphere-egu23-16459, 2023.

In this study we use distributed acoustic sensing (DAS) on a 41-km-long submarine optical fibre (OF) cable located offshore Toulon, France. We record both the amplitude and frequency of seafloor strains induced by ocean surface gravity waves, as well as secondary microseisms. Combining the analysis of the two types of waves, we identify and localize local sources of secondary microseisms that manifest as Scholte waves generated by the reflection of oceanic gravity waves on the coastline. During the experiment, these local sources represent the most energetic contribution to the seismic noise recorded along the OF and by an onshore broad-band station located near the DAS interrogator. As a result, the characteristics of this noise are closely related to local wave conditions. One major challenge in performing seismic imaging using ambient seismic noise correlations using DAS data is that we cannot solve for the true seismic velocity because the noise wave field is dominated by local sources. To address this, we measure the incident angle of the dominant local noise sources, correct the apparent velocity using the incident angle retrieve from beamforming analysis and generate a 2D model. We then quantify the errors that arise from picking the dispersion curves of the most energetic velocities without correcting from the incident angle. Our results show that there are significant differences in velocities, with differences reaching up to several hundred meters per second. This highlights the importance of correcting these velocities before generating a tomography. Finally we evaluate an alternative strategy for a linear DAS fiber that cannot be use to localized the dominant noise source. We measure the dispersion curve of the slowest Scholte waves recorded and compare it to the corrected dispersion curves of the dominant source. Although this strategy suffers from limitation, it minimizes the error in the velocity model.

How to cite: Guerin, G. and Rivet, D.: Using localized microseismic noise sources to perform high-resolution seismic Imaging of seafloor using Distributed Acoustic Sensing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16640, https://doi.org/10.5194/egusphere-egu23-16640, 2023.

EGU23-17585 | Orals | SM2.1 | Highlight

Why high spatial resolution matters: narrow fault zone, but big effects observed by Taiwan Milun-fault Drilling and All-inclusive Sensing (Taiwan MiDAS) project 

Kuo-Fong Ma, Li-Wei Kuo, Hsin-Hua Huang, Sebastian von Specht, Chin-Jen Lin, Jing-Shan Ku, Chen-Ray Lin, En-Shi Wu, Chien-Yin Wang, and Wen-Yen Chang

Understanding fault zone dynamics in multi-scale is important to embrace the complexity of the earthquake behavior and its natural system. However, the opportunity to map and observe the fault zone behavior at depth with high spatial resolution are rare as also the challenge itself on targeting and identifying the fault zone at depth. We placed a 3D cross-fault fiber array with a downhole loop from surface to depth of 700m for Hole-A (Hanging wall site, crossing fault at depth), after drilling and coring to a frequent slip fault, Milun fault in a plate boundary zone, which ruptured during the 6 February 2018 Mw6.4 Hualien earthquake, and resulted in severe damage to several tall buildings with tens of casualties and injuries. Then, the surface segment crosses the surface fault rupture zone using commercial fiber, and to another downhole loop of 500m fiber for Hole-B (Footwall site). The high spatial resolution from distributed acoustic sensing (DAS) allows us to characterize the fault zone feature together with the retrieved core and geophysical logs after drilling through this frequent slip zone. This 3D route includes the experiment of using commercial fiber to the future application of surface rupture zone identification for seismic hazard mitigation. The project successfully retrieved the fault core associated with Milun fault zone, which could be also seen in geophysical logs with low velocity and resistivity, and mapped using Optical Fiber Sensing technique of the downhole fiber. Within the Milun fault zone, while a 20m thick fault core with grey and black gouge was discovered, a distinct seismic feature associated with this 20m fault gouge was found by its amplification of the strain records from DAS. This amplification ratio is about 2.5-3 when compared to the channels at deeper depth related to a consolidated rock material.  This amplification factor was frequency and azimuth independently, as genuinely observed from all events (e.g. local, and teleseismic earthquakes) with similar amplification factor. Our study shows that the amplification from this 20m fault gouge zone is mainly from the nature of the heterogeneous medium in elastic constant while crossing the fault zone, especially the fault core. Similar feature at surface but with wider surface rupture zone (~ 200m) was found in DAS data as well although less evidence using commercial fiber, while could be validated from the densely deployed geophones crossing the surface rupture of the 2018 Hualien earthquake. Through the depth, a high-resolution asymmetric feature of this active fault was evidenced from the downhole optical fiber and cores. This fault zone behavior would be hardly seen or confirmed without continuous viewing of the wavefields to this high spatial resolution to meter scale. Although the narrow fault gouge, the nature of its amplification in strain due to its strong material contrast from fault gouge was intriguing, and requires intensive attention to consider the contribution of the fault zone heterogeneity in the medium. This might give hints on the understanding of the observation of earthquake dynamics triggering reported worldwide after the occurrence of a mega-earthquake.

How to cite: Ma, K.-F., Kuo, L.-W., Huang, H.-H., von Specht, S., Lin, C.-J., Ku, J.-S., Lin, C.-R., Wu, E.-S., Wang, C.-Y., and Chang, W.-Y.: Why high spatial resolution matters: narrow fault zone, but big effects observed by Taiwan Milun-fault Drilling and All-inclusive Sensing (Taiwan MiDAS) project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17585, https://doi.org/10.5194/egusphere-egu23-17585, 2023.

OS5 – Short courses and Sessions of general interest for Ocean Science

EGU23-215 | ECS | Posters on site | EOS2.3

Variety and diversity in climate and ocean literacy activities 

Pariphat Promduangsri, Pimnutcha Promduangsri, Stacey Alvarez de la Campa, Farhad Bolouri, and Hüseyin Gökçekuş

Climate change (CC) and ocean degradation (OD) affect every living species on the planet.  CC and OD negatively impact marine life, plant life, soils and agriculture, animals and humans.  One way to fight against CC and OD is by learning from climate and ocean programmes and activities, both formal and informal.

Climate and ocean education is crucial as it helps people to better understand how climate is changing and how the ocean is degrading.  Such education will thus provide know-how and ways to act for individuals and for communities to adapt to and mitigate CC and OD.

In this poster, we survey some of the variety and diversity of climate and ocean literacy activities at personal and institutional levels.  At the personal level, we will show experiences that help people to learn about CC and OD, such as work with indigenous communities, attending conferences and studying in MOOCs.  Examples at the institutional level include working in an environmental association, attending workshops (eg, EN-ROADS) and participating in a participatory simulation (eg, IOCS).

We invite you to visit our poster and share your climate and ocean literacy activities.

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References

UNESCO. (n.d.).  Climate change education.  Paris, UNESCO. https://www.unesco.org/en/education/sustainable-development/climate-change

United Nations. (n.d.).  Education is key to addressing climate change.  United Nations. https://www.un.org/en/climatechange/climate-solutions/education-key-addressing-climate-change

How to cite: Promduangsri, P., Promduangsri, P., Alvarez de la Campa, S., Bolouri, F., and Gökçekuş, H.: Variety and diversity in climate and ocean literacy activities, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-215, https://doi.org/10.5194/egusphere-egu23-215, 2023.

EGU23-217 | ECS | Posters on site | EOS2.3

Climate and ocean literacy: Cultural dimensions 

Pimnutcha Promduangsri, Pariphat Promduangsri, Stacey Alvarez de la Campa, Farhad Bolouri, and Hüseyin Gökçekuş

Climate and culture influence each other.  On the one hand, climate change (CC) and ocean degradation (OD) have an impact on culture (with a small c).  According to UNESCO (2021), the negative impacts of CC on culture include loss of cultural heritage, local knowledge and language.  CC also reduces access by communities to their culture.

On the other hand, culture plays an essential role in helping communities to fight against, adapt to and mitigate CC and OD (UNESCO, 2021).  Culture includes knowledge, know-how and local practices in combating climate and OD.  Culture is informally and formally transmitted through society and education.  UNESCO (2021) illustrates the role of culture in fighting against CC:

Culture is a powerful resource for addressing climate change impacts.  …  Intangible cultural heritage practices have proven to be highly effective tools for helping communities prepare for, respond to and recover from climate change-related impacts and emergencies.

CC and ocean literacy methods encourage and embody cultural diversity.  This presentation will provide examples of the cultural dimensions of climate and ocean literacy.  These includes:

  • The views of indigenous communities about climate and ocean literacy (Barbados);
  • EN-ROADS (international and Iran), an online participatory simulation, often includes people from several cultures, especially in online workshops;
  • IOCS (intercultural and France), an online participatory simulation, specifically includes an intercultural dimension and encourages people from different cultures to participate. 

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Reference

UNESCO. (2021).  Culture & climate change, Question & answers.  Paris, UNESCO.  https://en.unesco.org/sites/default/files/info_sheet_climate_change.pdf

How to cite: Promduangsri, P., Promduangsri, P., Alvarez de la Campa, S., Bolouri, F., and Gökçekuş, H.: Climate and ocean literacy: Cultural dimensions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-217, https://doi.org/10.5194/egusphere-egu23-217, 2023.

Since the beginning of the military aggression of the Russian Federation in Ukraine on 24 February, 2022, military actions and rocket attacks caused a powerful devastating impact on the objects of the residential sector and industry, infrastructure of life support and energy sector as well as on the natural environment, ecosystems, life, and health of people. This factor had a significant impact on the educational process in the Kyiv-Mohyla Academy. On the one hand, aspects of the methodology and practice of assessing the environmental impact of military operations are reflected in the subjects taught to students of the master's program in Ecology. On the other hand, students of master's and PhD programs are involved in real surveys and environmental assessments of the state of deteriorated and polluted territories. The purpose of this study with students’ participation was to analyze the consequences of rocket and artillery shelling of oil depots in the villages of Kalynivka and Kryachky, Kyiv region, and the oil depot of the Aistra Enterprise in the city of Chernihiv. The article presents the results of the analysis of the impact of fires caused by shelling on atmospheric air, terrestrial ecosystems, and climatic characteristics of the Polissia region. The research and learning experience of the students are discussed additionally in terms of the capacity building of young researchers in extraordinary conditions.

How to cite: Karamushka, V., Boychenko, S., and Nazarova, O.: Fossil war impact on atmosphere air, terrestrial ecosystems, and climate: involvement of master’s degree and post-graduate students in Ukrainian Polissia case study, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-600, https://doi.org/10.5194/egusphere-egu23-600, 2023.

For a certain time since the beginning of the aggression of the Russian Federation in Ukraine, education in many Ukrainian universities has been suspended due to security reasons. Ffurther adaptation of the educational process within the Ecology program to the conditions of war included, inter alia, the integration in educational courses the research methodology, and environmental impact assessment of hostilities. The impact of the military actions on the environment in general and the atmosphere, in particular, was in the focus of the discussions during the course Climatology and Meteorology. Researchers and students analyzed powerful direct and indirect effects, namely due to changes in the optical characteristics of the atmosphere, atmospheric pollution as a result of the emission of products of detonation of missiles and shells and increasing emission of greenhouse gases and gas-aerosol impurities. Satellite data were used for this purpose.

Satellite observation of atmospheric concentrations of formaldehyde, aerosol, carbon monoxide, nitrogen oxide, and sulphur dioxide from the Sentinel-5P satellite was an important research method integrated into the educational process. Daily satellite observation data were analyzed using the Google Earth Engine platform for the period 2019-2022. Data were monthly and yearly averaged within the boundaries of rayons (second-level administrative units of Ukraine). In addition, shelling incidents data from the Armed Conflict Location & Event Data Project (ACLED) were analyzed. It helped to register dynamic of the air pollution in the conditions of war.

A full-scale war in Ukraine caused the suspension of many enterprises that were the main sources of gas emissions into the atmosphere, especially in the eastern and southern parts of Ukraine. Therefore, in recent months, the content of pollutants in the atmosphere over these regions is mainly tent to background values and as a result of hostilities. However, massive shelling, the use of military heavy equipment, and fires caused additional emissions of a number of pollutants into the atmosphere. It should be noted that in certain regions and certain months during the active phase of hostilities, these emissions were exceeded by several times compared to the average for the period 2019-2021.

 

How to cite: Boychenko, S. G., Kuchma, T., and Karamushka, V.: Integrating research in educational process: assessment of gas-aerosol atmospheric pollution over the southern and south-eastern regions of Ukraine due to military actions, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-659, https://doi.org/10.5194/egusphere-egu23-659, 2023.

 In communicating the science behind climate change, there is no single magic bullet. This is because different people process received information in different ways. Some communication-methods have been used far less than others, one in particular being narrative. Opportunities for narrative present themselves worldwide because of the large eustatic rise in sea levels following the Last Glacial Maximum, a well-understood phenomenon in terms of timing and rate. That rise flooded over fertile lowland plains, such as the mostly <30 metres deep modern-day Cardigan Bay, off the western coast of Wales. The advance of the shoreline towards modern-day land created many well-known coastal features. One such is the shingle-spit, dune hinterland and intertidal submerged forest at Ynyslas, Ceredigion, Wales (UK). Ynyslas is a National Nature Reserve with a Visitor Centre and ca. 250,000 visitors a year. A book describing how its landscape came into being has proved popular with almost 2000 copies having been bought since publication in August 2019 (despite closure during the COVID-19 pandemic of 2020-21). Interviews with some of those who read the book indicate that weaving climate science into an interesting narrative, explaining what actually happened, gives people important new insights into the processes involved and the threats now facing modern coastal communities.

How to cite: Mason, J.: The Making of Ynyslas: weaving hard scientific evidence into an understandable narrative, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2367, https://doi.org/10.5194/egusphere-egu23-2367, 2023.

 Ynyslas National Nature Reserve is a shingle-spit and sand dune complex on the western coast of Wales. In its hinterland are extensive estuarine flats, shifting sandbanks and deep channels. The shingle-spit fronts a wide sandy beach that uncovers at low tide, featuring extensive peat deposits of mid-Holocene and younger ages (6-4.7 KYA). Set in the peat are the stumps of the famous Submerged Forest, consisting of alder, birch, oak and pine that once flourished here before rising water-levels drowned them. Offshore in Cardigan Bay, although extensively reworked Quaternary glaciogenic sediments predominate, similar but either older or undated peatlands have been encountered sporadically in boreholes, one undated example being twenty meters beneath the sea bed in a water depth of 20 m. Clearly these and the Submerged Forest record parts of the post-glacial marine transgression that created the shallow (typically <<50 meters) Cardigan Bay over several thousand years following the onset of the Holocene. The fact that the results of the transgression can be so starkly seen at low tide, coupled with the offshore borehole records, provides a stark reminder of the effects of climate change, of which sea level rise is probably the greatest threat to communities along the Welsh coast. Such straightforward evidence for the effects of climate change provides an excellent opportunity to further explore topics around both its causes and its effects, using a narrative of what actually happened, based on the scientific literature. The Making of Ynyslas (2019) is that narrative and has proved to be an effective method of outreach based around this highly popular (250 K visitors per year) destination. Given that the post-glacial transgression was global in nature, other such science-communication opportunities are likely to present themselves elsewhere.

How to cite: Mason, J.: The Making of Ynyslas: communicating change through the visual impact of a drowned landscape, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3261, https://doi.org/10.5194/egusphere-egu23-3261, 2023.

EGU23-3485 | ECS | Orals | EOS2.3 | Highlight

Fostering the next generation of Arctic scientists, from five to 35 

Jenny Turton, Naima El bani Altuna, Charlotte Weber, Salve Dahle, Nina Boine Olsen, Elise Fosshaug, Katrine Opheim, and Julia Morales-Aguirre

Inspiring the next generation of scientists and science-policy makers is crucial for continued scientific development and to tackle the largest issues currently facing the Arctic and the globe. Outreach in the Arctic has an added importance by promoting future development of northern and Indigenous communities and inspiring educated individuals to remain living and working in the north, thereby providing value creation in the local areas. But at what age should we focus our outreach efforts? And how can we ensure that the children we inspire go onto careers in science and decision making?

Arctic Frontiers is a non-profit organisation based in Tromsø with the purpose of bringing together scientists, business leaders, policy makers and local communities for knowledge-based discussions. Each year, they organise a series of education and outreach activities for a range of audiences, from 'Science for Kids' and 'Science for Schools' for young children to 'Student Forum' and 'Emerging Leaders' for those up to 35 years old. As well as those in formal education (high school and university), outreach is also vital for those outside of academia and education, including in business, cultural fields and the public sector.

The main focus of the outreach and education is the Arctic: a broad and multidisciplinary topic spanning climate change, biodiversity, cultural preservation, sustainable development, energy transition and science-policy interactions. The science and activities that are planned are tailored to each age group. The youngest children focus on experiments and gaging an interest in science. For those in high school, the program lasts three months, from inspiration days to holding a science conference with findings of their research project. Collaborations and funding are necessary for these events to run, and this can alter the amount of scientific outreach as well as numbers and diversity of students they can reach.

The education and outreach components of Arctic Frontiers have been running now for over 10 years. Testimonials and feedback from attendees are largely positive, but efforts should now be made to increase the circle of impact. In this presentation we will focus on how we tailor the outreach to different groups and discuss how we use science at the heart of bringing together different audiences for holistic Arctic discussions. We also welcome feedback on new methods or activities for outreach, to ensure that we see scientific interest from childhood to career.

How to cite: Turton, J., El bani Altuna, N., Weber, C., Dahle, S., Boine Olsen, N., Fosshaug, E., Opheim, K., and Morales-Aguirre, J.: Fostering the next generation of Arctic scientists, from five to 35, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3485, https://doi.org/10.5194/egusphere-egu23-3485, 2023.

EGU23-4157 | Orals | EOS2.3 | Highlight

A journey to a cold seep: a paired teaching video lesson on how scientists study methane in the Arctic Ocean 

Vibeke Aune, Giuliana Panieri, and Solmaz Mohadjer

The knowledge generated through scientific research in the Arctic Ocean is often done with little input or communication with the public. In particular, school communities have few opportunities to engage in and contribute to knowledge generation and sharing related to the Arctic Ocean.

To address this issue, the 2022 AKMA OceanSenses expedition (11-23 May) brought together scientists and teachers to co-create educational materials that are scientifically accurate and pedagogically engaging. Here, we present an educational video about methane activity in the Arctic Ocean. The video follows a pedagogical model known as paired teaching. This approach enables scientists and teachers to create and instruct virtual lessons and activities that are carried out under the guidance of in-class teachers in school classrooms. The video is designed to be viewed in short segments. In each segment, the video scientist asks questions that will be explored through hands-on activities and group discussions under the guidance of the classroom teacher in between segments.

The video introduces students to methane and gas hydrates, their geographical distribution, and global significance. These topics are taught through lively discussions and observation-based exercises where students work together to relate scientific datasets to discover processes that produce methane and gas hydrates. The video and supporting materials are freely available on the YouTube channel of the European Geoscience Union (https://youtu.be/k0awmdQQlTA).   

How to cite: Aune, V., Panieri, G., and Mohadjer, S.: A journey to a cold seep: a paired teaching video lesson on how scientists study methane in the Arctic Ocean, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4157, https://doi.org/10.5194/egusphere-egu23-4157, 2023.

Marine insurers: cargo, shipping (hull and P&I) while insuring their insureds, aid and abet ocean biodiversity damage and climate change. In the process they are also a threat to the related planetary boundaries.

While marine insurance is a direct threat to the well-being of our oceans, insurers of land-based assets - with multiple forms of discharges - also critically and adversely impact the oceans need to be taken into account.

The author will highlight an overview on what these damages are, the possible corrective actions required, seek the insights from the participants and ideally agree upon a plan of action to mitigate this threat.

How to cite: Gupta, P.: How marine insurance causes damage with insurers aiding and abetting it!, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4214, https://doi.org/10.5194/egusphere-egu23-4214, 2023.

EGU23-7892 | Posters on site | EOS2.3

Activism as a tool for education and societal outreach: making action attractive and accessible for scientists and effective for a greater audience. 

Riccardo Riva, Elodie Duyck, Sylvain Kuppel, Odin Marc, and Marthe Wens

The current state of the climate and environmental crisis calls for science to be able to have a deep impact on society, and to have it quickly. Here we propose to discuss how scientists engaging in climate activism can contribute to educating the general public and press for urgent action, as well as under which conditions such scientific activism can be most effective. The classical way science has been interacting with society has mostly consisted in making scientific results public, without interfering in how politicians, business and the general public would make use of them. Similarly, the role of science educators has been often limited to spreading knowledge to students and broader audiences, independently from how this knowledge affects society. However, such a dynamic is clearly not enough for nowadays climate and environmental science education. Despite an overwhelming scientific consensus about the trajectory of the Earth’s climate and about what is going to happen in the coming decades unless humanity drastically changes its use of natural resources and cuts greenhouse gases emission, too little is still happening. As a result, many scientists, both within and outside academia, have been looking for other ways to communicate the urgency of the climate crisis, including outreach to policy makers and the general public. Notably, communication efforts have been increasingly extending to the public support of environmental action movements and the joining of protests and civil disobedience actions. Since it is good practice to adapt educational methods to both the audience and the message, we argue that activism can be seen as the result of a search for methods that produce viable results and the desired impact on society. 
Using recent examples of civil disobedience by scientists, including actions we joined and/or supported in national or international groups, we discuss how such activism can be complementary to classical approaches to public education about the urgency of the climate and environmental crisis. We also present the reception and reaction from other actors (politicians, companies) and how such actions are received, supported or criticized by the scientific community. We specifically discuss the relation between activism and the broader scientific community, since we believe that scientific activism can only become an efficient way to communicate science and enhance policy-makingif (i) it finds a way to be accepted and respected within the scientific community, and (ii) it follows some rules allowing such communication to maintain (or ideally increase) scientific reputation and position in the broader society. We also stress the important role of universities and research institutes in making possible, especially for early career scientists, to engage in such activism. Scientific institutions need to make clear that climate activism and advocacy is welcome among both researchers and teachers, that their freedom of speech is protected, and that such activities are recognized as valuable.
Finally, we will show some examples of how scientists engaging in climate action can build networks of support, contribute to normalizing such activism in the scientific community, and valorise this form of engagement.

How to cite: Riva, R., Duyck, E., Kuppel, S., Marc, O., and Wens, M.: Activism as a tool for education and societal outreach: making action attractive and accessible for scientists and effective for a greater audience., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7892, https://doi.org/10.5194/egusphere-egu23-7892, 2023.

EGU23-8324 | Orals | EOS2.3 | Highlight

Activism as a tool for education and societal outreach: legitimacy, efficiency and complementarity with classic science communication 

Sylvain Kuppel, Odin Marc, Riccardo Riva, and Marthe Wens

A classic conception held by many scientists is that their role is to produce and provide new and reliable information for use by the rest of society (public, decision-makers, media, etc). In the case of the ongoing climate and ecological crisis, this has been the dominant stance of many scientific actors, including the IPCC and IPBES. It has resulted in producing and making available syntheses of scientific results both on the “natural” processes and “societal” impacts. The relevance of this conception has been seriously challenged through decades of mismatch between expected and observed translation of scientific communication regarding the ongoing crisis into policy-relevant mitigation measures. At the same time, the urgency of current climate and ecological crisis calls more than ever for actionable science with a deep and immediate impact on society.
Effective communication requires that the recipients of knowledge (i) are able to understand, (ii) want to understand, and (iii) are not distracted by contradictory information (Oreskes, 2022). Most of the effort on science communication has focused on (i), ignoring that conditions (ii) and (iii) are often not met. Other cognitive or psychological issues with important political implications must also be carefully pondered, most notably the fact that popularity or acceptability of a discourse is judged by the public in relation to other discourses, and not in absolute terms, (e.g., Overton window, Simpson et al., 2022) and in relation to the position of the communicator (such as emotional state and personal actions in relation the message, e.g., Attari et al., 2019).
Here we contend that scientists joining environmental activist groups, including engaging in direct actions of civil disobedience, have the potential to enhance effective scientific communication on several levels. Indeed, scientists taking their share of discomfort and even breaking the law, is a strong signal of the emotional involvement of the scientists, of the magnitude of the crisis (e.g., the latter largely dwarfs the risk of receiving judiciary sanctions) and of the need to revise the interactions between science, media and politics. In addition to making more acceptable or even legitimizing more moderate ways of communication, such radical propositions of engagement may also raise media attention and therefore audience and support in the general public (Capstick et al., 2022).
We review recent non-violent actions involving scientists, and then discuss the complementary/synergistic aspects that such disobedience and related direct actions bring to the spectrum of scientific outreach, as a renewed way of communication and dissemination, especially about urgent challenges. Besides, the question of its complementarity with common ways (process of peer review, consolidation of scientific knowledge before dissemination at the University) is also evaluated. The targeted strategy may not replace the "ancient system" with a new one but rather lead to the development of a new system aimed at reinforcing the efficiency of the existing ones.

References

  • Attari, S. Z., et al., Climatic Change, 154, 529–545, https://doi.org/10.1007/s10584-019-02463-0, 2019.
  • Capstick, S., et al., Nat. Clim. Chang., 12, 773–774, https://doi.org/10.1038/s41558-022-01461-y, 2022.
  • Oreskes, N., Proc.Indian Natl. Sci. Acad., 88, 824–828, https://doi.org/10.1007/s43538-022-00121-1, 2022.

How to cite: Kuppel, S., Marc, O., Riva, R., and Wens, M.: Activism as a tool for education and societal outreach: legitimacy, efficiency and complementarity with classic science communication, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8324, https://doi.org/10.5194/egusphere-egu23-8324, 2023.

Armed conflict and military activity can be highly destructive for the environment. Russia’s invasion of Ukraine has unexpectedly elevated global media attention on the humanitarian, environmental and societal impact of the war, with media reporting on the environmental consequences beyond the scale of other contemporary conflicts.a However, while this attention on the carbon costs of conflict and military actives is welcome, significant data and knowledge gaps remain on the overall contribution that day-to-day military activities make to climate change.b Communicating the issues around military emissions is difficult, given both their complexity and because it is politically sensitive. This is particularly the case around military decarbonisation plans, which some regard as a low priority and a risk to military operational effectiveness or preparedness. This makes geoethics important and communication of the problem especially challenging during a time when military spending is increasing due to Russia’s aggression in Ukraine. 

This perceived political sensitivity has contributed to the exclusion of military emissions from mainstream climate discourse, despite their potential scale. A study - led by Scientists for Global Responsibility - suggests that the world’s militaries are responsible for 5.5% of global emissions.c This is considerable yet many governments do not yet publish or fully understand the contribution that their militaries make to climate change. The significant data gaps mean it is inherently difficult to estimate the emissions of the world’s militaries as a whole. In turn, this makes it challenging to communicate the importance of the topic. 

This presentation will set out some of the initiatives – such as https://militaryemissions.org - which have been developed by civil society to communicate the problem to the broad range of stakeholders, including the public, the military, civil society organisations and policy makers. Given the diverse audience, a spectrum of communication narratives has been used, including a podcast series with the military think-tank Royal United Services Institute,d policy briefs,e webinars,f blogs, papers, and media articles. Effective, ongoing communication and education is vital to increase awareness around the military’s contribution to climate change and seek to ensure that any emerging climate and decarbonisation plans for the military are properly implemented and their effectiveness scrutinised.

a CEOBS, 2022a. Sustainable recovery? First sustain interest in Ukraine’s environment.  https://ceobs.org/sustainable-recovery-first-sustain-interest-in-ukraines-environment/
b Rajaeifar, M. et al, 2022.  Decarbonize the military — mandate emissions reporting. https://doi.org/10.1038/d41586-022-03444-7
c SGR/CEOBS, 2022b. Estimating the Military’s Global Greenhouse Gas Emissions. https://ceobs.org/wp-content/uploads/2022/11/SGRCEOBS-Estimating_Global_MIlitary_GHG_Emissions_Nov22_rev.pdf
d Greening Defence podcast series, available at https://rusi.org/podcast-series/greening-defence-podcasts
e CEOBS, 2022c. Policy brief: Military greenhouse gas emissions – transparency, reporting and action. https://ceobs.org/wp-content/uploads/2022/11/CEOBS_briefing_note_military_GHG_reporting.pdf
f COP27 virtual panel: Military Emissions Gap annual update 2022, available at https://www.youtube.com/watch?v=wRi5Apxht5M&t=3621s

 

How to cite: Cottrell, L., Parkinson, S., and Kinney, E.: Communicating the need for better understanding of the military’s contribution to climate change and action to be taken, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8483, https://doi.org/10.5194/egusphere-egu23-8483, 2023.

EGU23-15590 | ECS | Posters virtual | EOS2.3 | Highlight

Time to recognize the geoscience disclosure as the tool to face climate change impacts: can we care about something that we do not know? 

Alan Maria Mancini, Alessandra Negri, Marco Tonon, and Francesca Lozar

Human-induced climate alteration is impacting ecosystem functioning and services. Ocean acidification and deoxygenation, mass extinction, rising sea level and extreme meteorological events are related to the rise of atmospheric CO2 and the consequent increase in temperature. The rate of environmental change is extremely fast, hampering the biota to adapt to the ongoing new conditions, therefore increasing the potential impact on the ecosystem. The geological record is a powerful tool to investigate past trends in order to better understand the current climate change. The ability of geosciences to reconstruct the whole “evolutionary history” of past extreme events, from their onset to their conclusion and the consequent recovery of the ecosystem is something that must be exploited to increase awareness. As an example, the environmental reconstruction of the main events related to abrupt (natural) emissions of CO2 during Earth history underlines that the current climate change is outstanding in terms of rate of environmental change and impact on ecosystems. Understanding and disclosing these findings is crucial in order to increase the population’s awareness of the current ecosystem threat and therefore, contributing to mitigate the impact. This because, trivially, “people cannot care about something that they do not know”. Anthropogenic pressure mostly derives from governance regime; this can be changed if population consciousness boosts governance actions for climate change mitigation. In this perspective, the geoscience, with its potential to explore and constrain past environmental changes, necessitate to be more considered in the educational career both at school and in the mass media worldwide. Clear examples of how, and how much, the awareness of the population regarding the current climate change plays a fundamental role in stimulating sustainable governance actions derive from the “Youth for climate” movement. Here we propose easily performable, inclusive and proactive educational tools for mitigation strategies to face possible future impacts deriving from the climate evolution, as pointed out in the United Nations 2030 Agenda (Sustainable Development Goal 13: Climate Action). We mainly focus our activities on marine sediments, in order to draw the attention to this widely unknown environment and to show how climate change affects the oceans; this also supports the UN Ocean Decade. In order to assess the knowledge and perception on climate change and ocean life evolution, we will present some data collected among the secondary school students reached by a public engagement project devoted to the dissemination of these subjects.

How to cite: Mancini, A. M., Negri, A., Tonon, M., and Lozar, F.: Time to recognize the geoscience disclosure as the tool to face climate change impacts: can we care about something that we do not know?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15590, https://doi.org/10.5194/egusphere-egu23-15590, 2023.

EGU23-15886 | Orals | EOS2.3

Innovative tools to narrate the importance of climate literacy 

Selvaggia Santin, Mauro Buonocore, Ottavia Carlon, and Agnese Glauda

Climate literacy means making individuals aware of the daily interactions we all have with the world around us and, consequently, supporting them in making responsible and informed decisions on how to make such interactions sustainable and not harmful to the environment. The idea behind climate literacy is not only to educate people on such principles but also to provide learners with practical applications and equip them with tools they can use to become active change agents in their communities. CMCC is actively taking part in this ambitious challenge through an innovative, interactive platform in which climate change information, tools and data are narrated in a new, multidisciplinary way to help people understand what climate literacy is and what is the meaning of successful adaptation to climate change - and how to practically do it.

Focused on the Adriatic area, the multimedia platform collects a series of nine success stories taking place in the context of the Italy-Croatia Interreg AdriaClim project, which involves local authorities, experts, scientists and citizens in a common effort to adapt to climate change impacts in coastal areas.

The nine stories are presented through the use of new - or different - words, images,  unheard voices and multimedia contents to provide a new narration for innovative solutions. We simplify scientific jargon, giving new life to the words of climate science and sharing information that appeals to facts, and data but also emotions. We dived into the heart of the climate change discourse to extract the most useful keywords to talk about adaptation: we collected and organised them in a simpler, non-canonical dictionary, with practical examples, general context scenarios, differentiated sources and more. Images represent reality but can also be used as access points to knowledge, and impactful visual narratives to explain and illustrate complex concepts and phenomena. Getting in touch with experts and institutional representatives who are at the forefront of the adaptation activities carried out in their areas gives life to a peer-to-peer process that can be an inspiration for different stakeholders. 

Our Climate Literacy platform narrates stories that are born within science but are able to reach non-experts and citizens and help them understand and act about the challenges and solutions of coastal adaptation. Through a multimedia and interdisciplinary dialogue, the platform provides a unique hub for the contamination of knowledge and ideas to act in the face of future impacts.

 

How to cite: Santin, S., Buonocore, M., Carlon, O., and Glauda, A.: Innovative tools to narrate the importance of climate literacy, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15886, https://doi.org/10.5194/egusphere-egu23-15886, 2023.

What questions can clarify our thinking so that we understand our technosphere more fully and can actually reduce our ecocidal impacts? Starting by naming our assumptions, say that our biosphere is the world of flora and fauna that can reproduce and biodegrade. Say that our technosphere is anything fabricated—including the Internet, motorized vehicles of all kinds, solar PVs, industrial wind turbines and battery energy storage systems. What are the technosphere’s main energy guzzlers? What kind of water use, extractions, greenhouse gases, electromagnetic radiation, abusive labor practices and toxic waste are involved in manufacturing, operating and discarding the technosphere? What regulations could promote safety and limit ecocidal growth? Katie Singer will sketch what we take from the biosphere to manufacture, operate and discard our technosphere. She’ll propose questions and activities for reducing our digital footprint. For example, could every smartphone user trace the supply chain of one substance in their smartphone or laptop—and share their research?

 

How to cite: Singer, K.: Mapping Our Technosphere: what questions make it (and our biosphere) more sustainable?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15965, https://doi.org/10.5194/egusphere-egu23-15965, 2023.

EGU23-16102 | Orals | EOS2.3

Getting to impact at scale: A dynamic analysis to guide propagation of educational innovations in climate change 

Florian Kapmeier, Juliette N. Rooney-Varga, Charles Henderson, and David N. Ford

In order to successfully address climate change, society needs education that scales rapidly, transmits scientific information about its causes and effects, and motivates sustained commitment to the problem and science-based action to address it. For decades, government agencies in the US and elsewhere have funded the development of innovative, evidence-based pedagogies and curricula to teach STEM fields, including climate change and sustainability. Research shows that many of these innovations deliver strong gains in learners’ knowledge, sense of urgency, and desire to learn more about climate change and sustainability. To build capacity needed to meet the climate and related grand challenges, rapid scaling of educational innovations is needed in higher education. However, current practices of outreach and word-of-mouth propagation mostly fall short. We develop and analyze a simple computational model to understand why and, using the model and conducting sensitivity analyses, test other, more promising strategies. Our dynamic analysis reveals that outreach has limited impact and does little to accelerate word-of-mouth adoption under conditions typical in higher education. Instead, we find that community-based propagation can rapidly accelerate adoption, as is also shown by successful real-world scaling efforts.

How to cite: Kapmeier, F., Rooney-Varga, J. N., Henderson, C., and Ford, D. N.: Getting to impact at scale: A dynamic analysis to guide propagation of educational innovations in climate change, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16102, https://doi.org/10.5194/egusphere-egu23-16102, 2023.

EGU23-16618 | Posters virtual | EOS2.3

Perfect storm for green economy and fossil fuels alike 

Will Dubitsky

Fuel prices, inflation and war have created the perfect storm for the green economy and fossil fuels alike.  

The presentation is special in its global focus on the perfect storm interconnections of components, much like a huge jigsaw puzzle for which all the pieces fit together, but in a complicated way.

Renewables are expected to represent 90% of newly installed electrical generation capacity between 2022 and 2027, overtaking coal in the process. 

Electric vehicle (EV) sales are growing hastily in China and Europe.  By contrast, North American targets are weak, leaving much room for automakers to continue to favour the more profitable gas-powered vehicles.  Another constraint is the lack of availability of many EV models, with delivery wait times as long as 2 years or more.

The U.S. Inflation Reduction Act (IRA) and the Bipartisan Infrastructure Law (BIL) combined, will catapult U.S. clean energy production plus close American EV and clean tech gaps with China and Europe.  There was a mind-boggling momentum for green economy projects, existing, under construction and planned, prior to the IRA and BIL.  The new legislative initiatives promise to stimulate massive investments green economy research, applications and R & D unparalleled elsewhere, with the possible exception of China.

The IRA and BIL are complex and likely to give the U.S. a North American green advantage at the expense of Canada.

Concurrently, with trillions in profits, the oil and gas sector is headed for gargantuan fossil fuel agenda.  Though the sector was writing off tens of billions of dollars in 2020 and all signs point to peak oil and gas nearby, the short-term sector view has taken precedence. 

This oil and gas industry tunnel vision perspective is propelled by executive bonuses linked to production increases, 41% in the case of ExxonMobil and 20% for Shell.  While the bonus criteria include transition positive elements, many of these elements may actually increase production and/or are greenwashing.  Such is the case with characterizations of natural gas as a bridge fuel, howbeit shale gas methane emissions could render this fuel as bad as coal.  Notwithstanding, greater production trumps all other considerations.

This is what it is like in a transition, the path is bumpy with much tugging in opposite directions.  Not unlike the long history of the struggle for women’s rights.  The green transition shakedown is tramping ahead, but gamechangers are only noticed when tide is omnipresent.

There are reasons that give hope for a green metamorphosis, but the foundation is shaky.

How to cite: Dubitsky, W.: Perfect storm for green economy and fossil fuels alike, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16618, https://doi.org/10.5194/egusphere-egu23-16618, 2023.

EGU23-16704 | Posters on site | EOS2.3 | Highlight

Education for climate change - Utilizing atmospheric research facilities 

Nikos Kalivitis, Dimitris Stavrou, Mihalis Vrekoussis, Olivia Levrini, Giulia Tasquier, Laura Riuttanen, Athina Ginoudi, Giorgia Bellentani, Georgios Mavromanolakis, and Maria Kanakidou

In order to face the challenges of climate change, coordinated actions and efforts are required on global, regional and local scales. To succeed, they must be conveyed to informed, conscious and active citizens who understand the challenges and are ready to alter their way of living and thinking toward protecting our planet. Therefore, educating young people is one of the most effective tools for combating climate change. However, the increasing interest in climate change education by stakeholders, policymakers and the research community is not yet broadly incorporated into science education activities.

Atmospheric research stations provide valuable information about evolving climate change. Long-term observations of atmospheric parameters provide scientific evidence for the connections between the anthropogenic effect on atmospheric composition and the resulting changes in the planet’s climate.

Here we present educational activities at well-established atmospheric observatories part of international observational networks like ACTRIS, LTER, GAW and ICOS. The stations in those networks provide the necessary data and the links between atmospheric composition changes and climate perturbations. At the same time, these stations host at their premises local hubs where teachers and students have the chance to receive hands-on training on using environmental data in education and, ultimately, in school classrooms. The atmospheric research stations support networking, training and community building by stimulating personal engagement and out-of-school education of trainees.

How to cite: Kalivitis, N., Stavrou, D., Vrekoussis, M., Levrini, O., Tasquier, G., Riuttanen, L., Ginoudi, A., Bellentani, G., Mavromanolakis, G., and Kanakidou, M.: Education for climate change - Utilizing atmospheric research facilities, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16704, https://doi.org/10.5194/egusphere-egu23-16704, 2023.

EGU23-17036 | ECS | Posters virtual | EOS2.3

The European Teach-In On Climate And Justice, March 2023 

Rossen Petkov and Evelina Van Mensel

Achieving the Sustainable Development Goals is essential to resolving the climate crisis. Higher education is critical in preparing climate-resilient societies and preparing students for careers in sustainable development. But how can universities reach more students in a larger variety of disciplines, outside of the dedicated climate or sustainability studies? The key is to show how their chosen field contributes to just and fair solutions. Since 2019, the Center for Environmental Policy at Bard College in New York has led a global initiative in collaborative climate education, The Worldwide Teach-In on Climate and Justice www.WorldwideTeachIn.org. In March 2022, more than 350 universities, high schools and other organizations held climate education events in 60 countries, directly engaging over 50,000 participants. The theory of change behind the initiative is that, at every school in the world, there are dozens of deeply climate-concerned faculty and staff. How do we empower these faculty to reach students across campus-- beyond the few dozen students who are directly studying climate-- in discussion about climate solutions and justice? The key is creating opportunities for faculty who are not climate experts to teach about climate from their disciplinary perspective—to focus on how artists, economists, chemists, philosophers, or business experts and others, are all working to resolve the climate crisis. For the March 2023 Teach-In, Bard is working with universities worldwide to help their climate-concerned faculty to #MakeClimateAClass. In this presentation, the local coordination team for Europe will provide insights into promoting campus-wide conversation about climate solutions in all disciplines.

How to cite: Petkov, R. and Van Mensel, E.: The European Teach-In On Climate And Justice, March 2023, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17036, https://doi.org/10.5194/egusphere-egu23-17036, 2023.

Science-inspired art has recently gained momentum as an effective communication tool for educating the public about scientific topics, benefiting from the intrinsic abilities of art to reach a broad audience, convey ideas in novel ways, and inspire on a deep, emotional level.  An upcoming science-art exhibition furthers this concept by offering an immersive, interactive experience to the public. Titled Seas & Oceans, the two-month event seeks to educate and inspire the public about the environment, climate change, sustainability, biodiversity, and related topics through a variety of activities:

  • 1) an art exhibition containing artwork produced by collaborations between scientist and artist pairings,
  • 2) scientific talks given to the public by scientists from a range of disciplines,
  • 3) workshops for local schools and children’s organizations,
  • 4) informal chats between scientists and the public through a “Science Café”, and
  • 5) other interactive performances and activities.

Serving as the scientific coordinator of the event, I will present the strategies used to prepare the event, challenges faced in its organization, feedback from scientists and artists about their collaborations, and methods / performance indicators used to gauge its success in educating the public and energizing interest in the associated scientific topics.

How to cite: Baker, N.: “Seas & Oceans”:  An interactive, immersive science-art exhibition for communicating science and educating the public, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17490, https://doi.org/10.5194/egusphere-egu23-17490, 2023.

The PARADeS project uses participatory approaches to contribute towards enhancing Ghana’s national flood disaster risk reduction and management strategy. The project was initiated by practitioners from Ghana and the problem setting was developed during a definition phase of the project. When the project started, commitment and strong partnership and involvement of partners were already established - a prerequisite for collaborative and non-extractive research.

Multiple workshops and focus group discussions were ‘successfully’ conducted in collaboration with our local partners. Despite the sound basis of the project (e.g. shared goal(s), strong and committed partnership), we experienced challenges before, during and post fieldwork. In this contribution, we particularly reflect and focus on including and managing different types of participants. On the one hand, we engaged with representatives from different governmental institutions and non-governmental organizations with mostly academic background during the workshops. On the other hand, flood-affected urban and rural citizens with strongly differing educational backgrounds and socio-economic assets elaborated on their flood experiences during the focus group discussions. Here, three main themes and challenges arose:

  • Selection of participants: Identifying blind spots of researchers and local partners, e.g. the risk of missing out marginalized voices,
  • Expectations management: Coping with expectations of participants and communicating own room of action, and
  • Feedback processes: Preventing extractive research by feedbacking information relevant to the participants

During the session, these themes are discussed using the guiding principles for fieldwork with participants (see Rangecroft et al. 2020) by highlighting ethics, communication, power dynamics and positionality. For this, we share our experiences and lessons learned e.g. how we deal with the problem of getting a gender balanced participant list or how we manage unexpected structures of focus groups. Furthermore, we would like to share our uneasiness when, for example, a focus group discussion turned into a community talk or unrealistic though understandable expectations were raised. By sharing our successes and pitfalls, we would like to contribute to a broader discussion on how to improve fieldwork, prepare for surprise and, especially, to meet expectations of participants, partners and researchers without compromising each other’s needs and integrity. 

 

Rangecroft, S., M. Rohse, E. W. Banks, R. Day, G. Di Baldassarre, T. Frommen, Y. Hayashi, B. Höllermann, K. Lebek, E. Mondino, M. Rusca, M. Wens and A. F. Van Loon (2020). "Guiding principles for hydrologists conducting interdisciplinary research and fieldwork with participants." Hydrological Sciences Journal: 1-12.

How to cite: Höllermann, B. and Ntajal, J.: Managing participants, expectations and surprises during fieldwork – Experiences from collaborative flood risk management in Ghana, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-207, https://doi.org/10.5194/egusphere-egu23-207, 2023.

EGU23-851 | ECS | Orals | EOS4.1

Organisational preparedness for the physical risks of climate change in the UK 

Denyse S. Dookie, Declan Conway, and Suraje Dessai

Understanding local perceptions of preparedness, risk and response to climate change is important for effective adaptation-focused actions and policy design. While there have been national surveys of the public’s concern, organisational perspectives are less studied. This research presents findings of a national survey of UK-based organisations’ perceptions about adapting to a changing climate. The survey covers awareness among organisations of climate change, its physical risks and how organisations are taking action to prepare for perceived risks. Administered in spring 2021, our survey summarises the insights of 2,400 respondents in roles related to organisational planning. The majority of respondents (69%) were from the private sector, while others came from public health authorities, local authorities, public educational establishments, and third sector or charitable organisations. 58% of respondents identified the effects of climate change as a concern. While the survey results support a picture of UK organisations taking steps to prepare for similar extreme weather events in the future, action is strongly informed by dealing with the effects of extremes already experienced. There is a much lower proportion of organisations taking measures to deal with the physical risks of future climate change. In terms of future action, organisations perceived a strong role for leadership from government and collective responsibilities for adaptation, signalling a need to recognise this in efforts to promote adaptation. These findings, though UK-centric, provide insight to societal responses, options and pathways, especially at the organisational level for the less widely studied private sector, as noted in IPCC AR6 WGII Chapter 13: Europe. 

How to cite: Dookie, D. S., Conway, D., and Dessai, S.: Organisational preparedness for the physical risks of climate change in the UK, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-851, https://doi.org/10.5194/egusphere-egu23-851, 2023.

Professional experiences led geoscientists initially to put together epistemic-moral hybrids [1], e.g. The Cape Town Statement on Geoethics  [2]. Then, combining geosciences and political philosophies more comprehensively, geo-philosophical assessments of human practices as part of the Earth System emerged [3] [4]. These assessments describe the Human-Earth Nexus amalgamating insights into (i) the dynamics of the Earth System; (ii) socio-historical features of human societies; (iii) philosophical appraisals of socio-political choices.

Scholars of the history of science recently developed a theory of the evolution of knowledge [5] [6] [7]. Applied to societies experiencing anthropogenic global change, they discern the concept of an ergosphere to depict the essence of the Human-Earth Nexus. “With their rapidly evolving culture, humans have introduced an “ergosphere” (a sphere of work, as well as of technological and energetic transformations) as a new global component of the Earth system, in addition to the lithosphere, the hydrosphere, the atmosphere, and the biosphere, thus changing the overall dynamics of the system.“ [6, p. 7].

The historians’ theory of evolution of knowledge offers geoscientists notions (e.g. borderline problem, economy of knowledge, and external representation) for assessing human practices, e.g. (i) a ‘borderline problem’ defined as: “problems that belong to multiple distinct systems of knowledge. Borderline problems put these systems into contact… (and sometimes into direct conflict) with each other, potentially triggering their integration and reorganisation” [7, p427]; (ii) an ‘economy of knowledge’ defined as: “societal processes pertaining to the production, preservation, accumulation, circulation, and appropriation of knowledge mediated by its external representation” [7, p.429]; (iii) an ‘external representation’ defined as: “any aspect of the material culture or environment of a society that may serve as an encoding of knowledge” [7, p. 224].

Concluding: (i) taking a geo-philosophical perspective means, per se, specifying a borderline problem, an economy of knowledge, and an external representation; (ii) the theoretical findings of the history of science offer a standardised methodology for geo-philosophical studies, namely asking: What borderline problem? What economy of knowledge? What external representation? Responses will discern sharper the socio-historical features of geo-philosophical topics, be it geoheritage or the Human-Earth-Nexus.

[1] Potthast T (2015) Toward an Inclusive Geoethics—Commonalities of Ethics in Technology, Science, Business, and Environment. In: Peppoloni MW (ed) Geoethics. Elsevier, pp 49–56

[2] Di Capua G, Peppoloni S, Bobrowsky P (2017) The Cape Town Statement on Geoethics. Ann Geophys 60:1–6. https://doi.org/10.4401/ag-7553

[3] Di Capua G, Bobrowsky PT, Kieffer SW, Palinkas C (2021) Introduction: geoethics goes beyond the geoscience profession. Geol Soc London, Spec Publ SP508-2020–191. https://doi.org/10.1144/SP508-2020-191

[4] Bohle M, Marone E (2022) Phronesis at the Human-Earth Nexus: Managed Retreat. Front Polit Sci 4:1–13. https://doi.org/10.3389/fpos.2022.819930

[5] Rosol C, Nelson S, Renn J (2017) Introduction: In the machine room of the Anthropocene. Anthr Rev 4:2–8. https://doi.org/10.1177/2053019617701165

[6] Renn J (2018) The Evolution of Knowledge: Rethinking Science in the Anthropocene. HoST - J Hist Sci Technol 12:1–22. https://doi.org/10.2478/host-2018-0001

[7] Renn J (2020) The Evolution of Knowledge - Rethinking Science for the Anthropocene. Princeton University Press, Oxford, UK

How to cite: Bohle, M.: Takings from the History of Science for Geo-philosophical Studies, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1204, https://doi.org/10.5194/egusphere-egu23-1204, 2023.

EGU23-1385 | Posters on site | EOS4.1 | Highlight

An expanded definition of geoethics 

Giuseppe Di Capua and Silvia Peppoloni

Geoethics incorporates instances, categories, concepts, principles, and values already present in the cultural debate, and develops an original theoretical and interdisciplinary framework that merges reflections and considerations that animate philosophical, political, sociological, economic, and (geo)scientific discussions. Geoethics analyses critically and rationally theoretical and practical issues of local and global importance (from climate change, to defense against geohazards and the use of geo-resources), in order to guide social stakeholders towards more inclusive, sustainable, and ecologically-oriented choices.

Geoethics can be qualified as:

  • universal and pluralist (it defines an ethical framework for humanity, in the awareness that the respect of the plurality of visions, approaches, tools is essential to assure dignity to all agents and to guarantee a wide range of opportunities for developing more effective actions to face common threats).
  • wide (its issues and reflections cover an extensive variety of themes);
  • multidisciplinary (its approach favors cooperation and overcoming the sectoral languages of the individual disciplines, to reach the intersection and integration of knowledge);
  • synthetic (it expresses a position of synthesis, definable as ecological humanism, between various existential concepts and different conceptions regarding the nexus between human being and Earth system);
  • local and global (its topics of interest concern both local and regional dimensions, as well as the global one related to the entire Earth system);
  • pedagogical (it proposes a reference model to cultivate one's ethical dimension, to reach a greater awareness of the value of human identity, not in terms of exercisable power over the other by oneself, but of respect of the dignity of what exists);
  • political (it criticizes the materialism, egoism, and consumerism of capitalism, prefiguring a profound cultural change of economic paradigms, and supports the right to knowledge as the foundation of society).

By contributing to change the perception of the nexus between the human being and the Earth system and consequently the social and legal structures of the organization of human communities, geoethics defines educational and political horizons for reaching a global reform of society (Peppoloni and Di Capua 2021: https://doi.org/10.3390/su131810024).

Based on these considerations, the definition of geoethics, as included in the Cape Town Statement on Geoethics (Di Capua et al. 2017: https://doi.org/10.4401/ag-7553) and internationally adopted, can find a new, broader formulation, which also describes better its theoretical structure and operational logic:

Geoethics is a field of theoretical and applied ethics focused on studies related to human-Earth system nexus. Geoethics is the research and reflection on principles and values which underpin appropriate behaviors and practices, wherever human activities interact with the Earth system. Geoethics deals with ways of creating a global ethics framework for guiding individual and social human behaviors, while considering human relational domains, plurality of human needs and visions, planetary boundaries, and geo-ecological tipping points. Geoethics deals with the ethical, social, and cultural implications of geoscience knowledge, education, research, practice, and communication and with the social role and responsibilities of geoscientists.

How to cite: Di Capua, G. and Peppoloni, S.: An expanded definition of geoethics, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1385, https://doi.org/10.5194/egusphere-egu23-1385, 2023.

EGU23-1391 | Posters on site | EOS4.1

Proposal of ethical guidelines for the European Research Infrastructure EPOS 

Silvia Peppoloni and Giuseppe Di Capua

In the science and technology domain, common methods, procedures, and protocols (rules allowing to make science) guarantee the quality and reliability of scientists’ and technicians’ work. When those rules are adequately followed, there should not arise any problems in deciding what is the best action to take while carrying out research and technological activities. But this is not enough to ensure that activities are conducted ethically.

Ethics influences personal and collective conduct and thereby shapes relationships and resulting outcomes. Research institutions/networks/organizations and their operators have societal responsibilities since their activities may have an impact on stakeholders, partners, and general end users with consequential effects on the economy, society, culture, public policy or services, health, the environment, or quality of life that goes way beyond a purely academic impact. Science, technology, and ethics are closely interconnected and they mutually influence the subject of their analyses and reflections. Thus, research and technological activities have to consider ethics to develop their full potential.

The mission of EPOS is “To establish and underpin a sustainable and long-term access to solid Earth science data and services integrating diverse European Research Infrastructures under a common federated framework.” This mission encapsulates ethical aspects that must be considered by the EPOS community (scientists, technicians, and data providers, who have different roles and therewith responsibilities within the EPOS community) and that are reflected in EPOS’ goals (https://www.epos-eu.org/about-epos).

In the EU H2020 EPOS-SP project, we developed first draft of the ethical guidelines for the EPOS community, that considers the following EPOS key-concepts:

  • multidisciplinary research;
  • integrated use of data, models, and facilities;
  • appropriate legal solutions;
  • common and shared data policy;
  • open access policy;
  • transparent use of data;
  • mutual respect of intellectual property rights.

The ethical guidelines are essential for establishing an informal “contract” between all members of the EPOS community for managing the relationships within the research infrastructure and with partners by defining principles and values to be shared for building a community of purposes, that is a set of individual and institutional subjects who share an organization, a language, a mission, goals to be achieved, a working method and operational tools.

These guidelines shall ensure that the research conducted within EPOS and services operated in this context are done in an ethical way.

The ethical guidelines are an orienting document for the implementation of the EPOS ERIC’s (European Research Infrastructure Consortium) tasks towards its reference community and stakeholders and are preparatory to the drafting of the final version of the EPOS ERIC ethical guidelines on which to develop subsequent ethical codes for managing specific activities or issues concerning EPOS activities.

How to cite: Peppoloni, S. and Di Capua, G.: Proposal of ethical guidelines for the European Research Infrastructure EPOS, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1391, https://doi.org/10.5194/egusphere-egu23-1391, 2023.

EGU23-2805 | Posters on site | EOS4.1

Study on the effective disaster risk management and communication for resilient community 

Mo-Hsiung Chuang, Kuo-Chen Ma, and Yih-Chi Tan

This 27th United Nations Climate Change Conference clearly pointed out that global warming is progressing. The threat of climate change and extreme disasters will increase rapidly, and the risk of community disasters will increase significantly. Therefore, effective disaster risk management and risk communication can enable community residents in disaster potential areas to understand disaster risks and build disaster prevention organizations, which has become a Practitioner in Disaster Risk Management. This study aims to explore training methods for resilient Communities. These include community environment diagnosis map making, including natural disaster risk and vulnerability discussion and disaster prevention map drawing, and secondly, how to train resilient community to conduct disaster risk control and disaster management measures before or during disaster events and recovery periods. Finally, combine the geographic information of the public sector and volunteers to conduct public-private cooperation to build disaster risk management and practice with resilient communities as the key players.

How to cite: Chuang, M.-H., Ma, K.-C., and Tan, Y.-C.: Study on the effective disaster risk management and communication for resilient community, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2805, https://doi.org/10.5194/egusphere-egu23-2805, 2023.

EGU23-3462 | Posters on site | EOS4.1 | Highlight

How to collectively engage in reducing the carbon footprint of a research lab? 

Jean-Philippe Vidal, Céline Berni, Marina Coquery, Alexandre Devers, Leslie Gauthier, Claire Lauvernet, Matthieu Masson, Louise Mimeau, and Martin Turlan and the RiverLy Downstream team

This communication aims at testifying how individual commitments of researchers can be combined to engage a whole research lab – in this case INRAE RiverLy – in a carbon transition path. INRAE RiverLy is an interdsciplinary research unit for the management and restoration of river systems and their catchments. In 2020, a group of RiverLy people started questioning the downstream impacts of their research practices. An official internal action called RiverLy Downstream was thus launched to address these issues. A first lab-scale carbon accounting for the year 2019 was performed thanks to the GES 1point5 tool (https://apps.labos1point5.org/ges-1point5). It showed a large contribution of air travel to the total carbon footprint. Further carbon accounting for 2020 and 2021 however highlighted the even larger impact of purchases (equipment, consumables, etc.) thanks to newly implemented features in GES 1point5. An open “climate day” was organized in the lab in September 2022 for (1) raising awareness through a general-public-oriented tool, (2) provide live feedback from other research labs engaged in a carbon transition, and (3) collectively identify propositions of local actions on different themes: purchases, travels, premises, computing, food, and research activities. These propositions fed a lab-wide survey that will help defining a few carbon footprint reduction scenarios based on their social acceptability. These scenarios will then be submitted to the lab board for implementation. The whole process benefited from rich interactions with INRAE national to regional strategy for reducing its environmental footprint (https://www.inrae.fr/en/corporate-social-responsibility-inrae), and with the French national initiative Labos1point5 (https://labos1point5.org/).

How to cite: Vidal, J.-P., Berni, C., Coquery, M., Devers, A., Gauthier, L., Lauvernet, C., Masson, M., Mimeau, L., and Turlan, M. and the RiverLy Downstream team: How to collectively engage in reducing the carbon footprint of a research lab?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3462, https://doi.org/10.5194/egusphere-egu23-3462, 2023.

EGU23-4066 | Posters on site | EOS4.1

Supradisciplinary approach: a (geo)ethical way of producing knowledge and guiding human actions in the XXI Century. 

Eduardo Marone, Martin Bohle, and Rika Prieser

Once upon a time, super-specialization and intra-disciplinary approaches were highly rated, although implying divisions of knowledge1. How to challenge such epistemic boundaries? The disciplinary methodology for creating knowledge is important, particularly when subject to solid quality control. However, it is often faulty when handling broad complex systems, such as Natural or Social ones, despite scholars building elaborated methodologies, such as multi-, inter, trans-, and cross-disciplinary practices2. They provided insights and knowledge generation, although showing limitations3,4,5 (epistemic, field domination, egos, etc.).

Geoethics, looking into appropriate behaviours and practices wherever human activities interact with the Earth system6, is an example of the above, which requires overcoming limitations of disciplinary approaches by aiming at supradisciplinary7: engaging with a subject matter across a range of discourses/fields without giving rise to an interdisciplinary hybrid or sui generis discipline.

Exploring what a supradisciplinary practice means, a networkn of scholars proposes a tactic to assemble fellows from the People Sciences and the Natural Sciences: (i) A respectful epistemic trespassing8 allows crossing traditional disciplinary boundaries, and applying proper supradisciplinary collaboration seems more ethical than other methodologies. (ii) Organizing the team under a rhizomatic structure9 does not allow any scientific field hierarchy, avoiding the dilemma of preferring transdisciplinary approaches versus interdisciplinary or multidisciplinary ones and vice versa. Epistemic trespassing is a powerful tool for creating new supradisciplinary knowledge, avoiding the usual hyper-protection (and egos) related to any disciplinary epistemic backyards. It must be considered that supradisciplinary collaboration depends strongly on the quality of the given scientific problem and the proper promotion of the needed epistemic metamorphosis, which seems a more ethical and efficient way of producing knowledge.

 

1 Klein, J. T., & Miller, R. C. (1983). The Dialectic and Rhetoric of Disciplinary and Interdisciplinary. Issues in Interdisciplinary Studies.

2 Van den Besselaar, P., & Heimeriks, G. (2001). Disciplinary, multidisciplinary, interdisciplinary: Concepts and indicators. In ISSI (pp. 705-716).

3 Okamura, K. Interdisciplinarity revisited: evidence for research impact and dynamism. Palgrave Commun 5, 141 (2019). https://doi.org/10.1057/s41599-019-0352-4

4 Editorial. How to avoid glib interdisciplinarity. Nature 552, 148 (2017). DOI: https://doi.org/10.1038/d41586-017-08465-1

5 Kotter, R., Balsiger, P. W., Bailis, S., & Wentworth, J. (1999). Interdisciplinarity and transdisciplinarity: a constant challenge to the sciences. Issues in Interdisciplinary Studies.

6 Peppoloni, S., Bilham, N., & Di Capua, G. (2019) Contemporary Geoethics Within the Geosciences. In: Exploring Geoethics. Springer International Publishing, Cham, pp 25–70

7 Balsiger, P. W. (2004). Supradisciplinary research practices: history, objectives and rationale. Futures, 36(4), 407-421.

8 Ballantyne, N. (2019). Epistemic trespassing. Mind, 128(510).

9 Deleuze, G., & Guattari, F. (1987) [1980]. A Thousand Plateaus. Translated by Massumi, Brian. University of Minnesota Press. p. 21. ISBN 0-8166-1402-4.

n The Network: Alexandra Aragão, Alessia Rochira, Anamaria Richardson, Antony Milligan, Bruno Costelini, Carlos A.S. Batista, Carlos Murillo, Carsten Herrmann-Pillath, Claire A. Nelson, Cornelia E. Nauen, Eduardo Marone, Francesc Bellaubi, Jas Chambers, Javier Valladares, Luis Marone, Martin Bohle, Nic Bilham, Paul Hubley, Rika Preiser, Sharon Stein, Silvia Peppoloni, Vincent Blok, Will Steffen.

How to cite: Marone, E., Bohle, M., and Prieser, R.: Supradisciplinary approach: a (geo)ethical way of producing knowledge and guiding human actions in the XXI Century., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4066, https://doi.org/10.5194/egusphere-egu23-4066, 2023.

EGU23-4384 | ECS | Posters on site | EOS4.1

Social safety in the field – preparing the students, our future colleagues 

Kalijn Peters, Steye Verhoeve, and Wiebe Nijland

Watching the documentary ‘The Leadership’ led to a consentient discussion amongst colleagues. In this documentary a group of female scientists set off on a cruise to learn about and experience leadership. Personal experiences, what happens on board and statistics about social safety, show that feeling socially safe and included is still an issue amongst (female) scientists, especially when working in the field. The significantly high numbers of female field scientists in STEM research having experienced discrimination, gender inequality and (sexual) harassment cannot be ignored, so we decided this subject has to be embedded in our bachelor curriculum.

In order to enhance social safety in our earth sciences program, we set up a workshop on this subject for our bachelor students as part of a 15ECTS fieldwork course. In the field, students are physically and mentally challenged, while operating in an often unfamiliar environment, working in bigger and smaller groups, for longer periods of time and integrating all they have learned over the past year(s). With the many challenges this encompasses, they will likely face the boundaries of their comfort zone. This makes them more vulnerable and increases the risk of creating an unsafe working, studying/living environment. However, when treated with care, these experiences can have a significant positive impact on the students personal growth and become beneficial to their professional skills and learning.

The workshop we designed starts with discussing daily practicalities and individual responsibilities, including sanitary hygiene and proper field-equipment, and continues with professional attitude, an exercise on group dynamics, how to function in a team that is not your own choice, and getting to know your teammates in a playful manner. We finish with the discussion of (sexual) harassment, providing tools to become an active bystander, and giving the students case studies of socially (un)safe settings in the field. They present these case studies to each other on how they would react, reflecting on their own capabilities and responsibilities.

After this first year, student evaluations and discussions with field staff point out that this is a valuable part of the fieldwork. For example the staff could more easily refer to some manners discussed in the workshop, and the students could recognize the case studies and use this to tackle unsafe situations at an earlier stage. We now continue with optimizing the existing workshop, and would like to exchange experiences about this subject with colleagues to enhance improvement of social safety and personal growth in the field for both students and teaching staff.

How to cite: Peters, K., Verhoeve, S., and Nijland, W.: Social safety in the field – preparing the students, our future colleagues, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4384, https://doi.org/10.5194/egusphere-egu23-4384, 2023.

The unprecedented acceleration of human extractions of living and mineral resources particularly after WWII and their wasteful transformation in an expanding technosphere is now estimated to exceed living matter[1]. This fossil fuel driven acceleration has led to exceeding planetary boundaries in several dimensions [2], including the on-going mass extinction of species particularly in the warming and overfished ocean. Catch reconstructions since the beginnings of global statistics in 1950 are revealing the extent of unsustainable extractions from the ocean[3]. Two decisions at global negotiations in 2022, one on harmful fishing subsidies and the landmark target 3 on the protection of 30% of ocean and land by 2030, have potential to slow down the excesses and gradually rebuild fully functional ecosystems. How can scientists enhance their contribution towards shifting the emphasis to implementation? We know from cognitive science, e.g. that excessive car speed and other forms of sensory overload stress humans and reduce quality of life while also harming the environment[4]. Yet even in the face of evidence, it has often been impossible to act decisively on this evidence. Similarly, it has so far been been difficult to overcome widespread cognitive dissonance about climate change and species extinctions in the ocean. Contrary to widely held beliefs, here it is postulated that different attitudes are not impervious to scientific information and learning. Historically these judgemental processes are not fixed, even when reinforced by social norms[5]. However, the accumulation of facts and their presentation in the scientific literature is not enough to bring about what may be considered desirable behavioural change. This is reflected in considerable effort put into policy briefs and other dissemination formats in recent years, including video and social media e.g. by the IPCC. Art of hosting and collective leadership are other proven approaches for building understanding and trust necessary to develop robust solutions through enabling collective action. In their various context-adapted formats they have been successfully deployed for joint learning and action in settings as diverse as largely illiterate small-scale fishing communities and government organisations. They could benefit research and academic institutions in their search for promoting more stakeholder engagement and fostering greater inter- and transdisciplinarity.

[1] Elhacham, E., Ben-Uri, L., Grozovski, J. et al. Global human-made mass exceeds all living biomass. Nature 588, 442–444 (2020). https://doi.org/10.1038/s41586-020-3010-5

[2] Steffen, E., Richardson, K., Rockstroem, J. et al. Planetary boundaries: Guiding human development on a changing planet. Science 347(6223) (2015). DOI: 10.1126/science.1259855

[3] Pauly, D. & Zeller, D. Catch reconstructions reveal that global marine fisheries catches are higher than reported and declining. Nature Commun. 7, 10244 (2016). doi: 10.1038/ncomms10244

[4] Knoflacher, H. Zurück zur Mobilität! Anstöße zum Umdenken. Ueberreuter, Wien (2013)

[5] Sparkman, G., Howe, L., Walton, G. How social norms are often a barrier to addressing climate change but can be part of the solution. Behavioural Public Policy 5(4), 528-555 (2021). DOI: https://doi.org/10.1017/bpp.2020.42

How to cite: Nauen, C. E.: Art of hosting approaches with greater participation of scientists can support robust solutions for increased societal resilience, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4421, https://doi.org/10.5194/egusphere-egu23-4421, 2023.

EGU23-4443 | Posters on site | EOS4.1

Minerals as lenses to illustrate the relationships between Geology and colonialism 

Selby Hearth and Carrie Robbins

When the core ideas of Geology were being developed in the 19th century, geologists used colonial expeditions for transport, access, data, and -- critically -- specimens. Mineral specimens were sent from colonized and mined localities around the world to centralized collections in Europe and European settler states, forming diverse repositories of minerals, rocks, and fossils that geologists could then draw on without having to leave their home country. The accumulation of these specimens contemporaneously spurred the growth of museums and formed the collections at the heart of object-based pedagogy. As curators of these collections today, how can we use these specimens and their histories to illustrate these connections? This presentation will examine how the Bryn Mawr Mineral Collection is using mineral specimens in cataloging, display, and teaching to provoke reflection on this critical social dimension of our science. One of these strategies has been to recruit student research into mine sites and the provenance and provenience of individual specimens. Activating historical collections in this way helps make them relevant to today’s students. It also helps students recognize that geo-colonialism is not restricted to the past. Lithium, cobalt, and other rare minerals will be central to the production of batteries and anti-carbon technologies for the new “green economy” in the coming decades. It is important that mineral collections begin to use specimens to teach broader social histories of mining, extraction, and Western colonial relationships so that differential distributions of power are taken into account.

How to cite: Hearth, S. and Robbins, C.: Minerals as lenses to illustrate the relationships between Geology and colonialism, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4443, https://doi.org/10.5194/egusphere-egu23-4443, 2023.

Scientists remain citizens and human beings. As so, they keep their critical mind and have visions for society and opinions on related crucial issues. The climate and ecological crisis makes no exception and has become the subject of more and more discussions among scientific communities. The bond between scientific research and societal issues can be seen in the common practice of national funding agencies asking scientists to explicitly define the societal values of their research activities (the so-called “knowledge utilization”). On such occasions, scientists need to prove that their findings will bring parts of technical, scientific, social, or even political solutions to a range of stakeholders, including decision-makers. Such a peculiar position raises many issues. In democracies, scientists and other experts are usually asked to remain neutral and only provide scientific and technical knowledge to support decision-makers (i.e., governments) who will make the decision.

The question of neutrality has particularly animated scientific communities for decades. May we, as scientists, activate only the rational part of our brains when doing science and activate the emotional one when we return to our daily personal and civic life? Should we remain neutral at all costs? When "business as usual" means making the ecological and social crisis more profound, does the concept of neutrality even exist? Is that ethical if doing nothing means supporting "business as usual"? Or should we admit that this is neither doable nor desirable?

In this paper, we suggest that being neutral and inactive is neither doable nor desirable for the sake of science and society. First of all, scientists are people, and their actions cannot remain completely value-free or independent from societal influences. Instead, the notions of objectivity, scientific rigor, and transparency, which all make part of scientific integrity, may be much more relevant to define good research practices. As long as these practices are followed, many ways of communicating with peers, stakeholders, and the public sphere may be considered, from appeased recommendations to stakeholders all the way down to (illegal) civil disobedience, as those may only differ by their degree of engagement in reporting the same facts. To which the ethics of responsibility should be added: we must say what we know (Resnik and Elliot, 2016).

We collected several testimonies from scientists from the earth and climate sciences engaged in activism and civil disobedience. The description of the several types of intellectual trajectories will help us understand how scientists connect their values to science and how, at their scale, their vision helps them disseminate science to improve societies and reduce their impacts on global changes.

Resnik, D. B. and Elliott, K. C.: The Ethical Challenges of Socially Responsible Science, Accountability in Research, 23, 31–46, https://doi.org/10.1080/08989621.2014.1002608, 2016.

How to cite: Lassabatere, L., Kuppel, S., and Vitón, Í.: Engaged scientists and the question of neutrality and integrity: illustrative intellectual trajectories of geoscientists, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5456, https://doi.org/10.5194/egusphere-egu23-5456, 2023.

EGU23-5570 | ECS | Orals | EOS4.1

Decarbonising conference travel: testing a multi-hub approach 

Sabrina Zechlau, Stefanie Kremser, Andrew Charlton-Perez, Jadwiga Richter, Jose Santos, Julia Danzer, and Stefanie Hölbling

As the global research enterprise grapples with the challenge of a low carbon future, a key challenge is the future of international conferences. An emerging initiative which combines elements of the traditional in-person and virtual conference is a multi-hub approach. Here we report on one of the first real-world trials of a multi-hub approach, the World Climate Research Programme/Stratosphere-troposphere Processes And their Role in Climate (WCRP/SPARC) General Assembly held in Qingdao-Reading-Boulder during the last week of October 2022. Based on travel surveys of participants, we estimate that the multi-hub approach reduced the carbon footprint from travel of between a factor of 2.3 and 4.1 times the footprint when hosting the conference in a single location. This resulted in a saving of at least 288 tCO2eq and perhaps as much as 683 tCO2eq, compared to having the conference in one location only. Feedback from participants, collected immediately after the conference, showed that the majority (85%) would again attend another conference in a similar format. There are many ways that the format of the SPARC General Assembly could have been improved, but this proof-of-concept provides an inspiration to other groups to give the multi-hub format a try.

How to cite: Zechlau, S., Kremser, S., Charlton-Perez, A., Richter, J., Santos, J., Danzer, J., and Hölbling, S.: Decarbonising conference travel: testing a multi-hub approach, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5570, https://doi.org/10.5194/egusphere-egu23-5570, 2023.

Paul Crutzen’s concept of the Anthropocene in Nature in 2002 stressed that “a daunting task [lay] ahead for scientists and engineers to guide society towards environmentally sustainable management” and that “this will require appropriate human behaviour at all scales”. The proposal by the Anthropocene Working Group of the International Commission on Stratigraphy’s Subcommission on Quaternary Stratigraphy for an ‘Anthropocene Epoch’ with an isochronous mid-20th century start has been recently challenged by another group of researchers. Mindful of the diachronous impacts of human evolution, they favor a much longer and still ongoing ‘Anthropocene Event’.

In sync with IUGS goals to promote public understanding of the Earth and contribute to international policy decisions, the Anthropocene debate offers an unprecedented opportunity for the geoscience profession to become proactively relevant to the UN’s next-step vision for Planet Earth. Arguably, its 2015-2030 agenda of 17 Sustainable Development Goals each focused on a facet of society and the environment needs a more holistic successor with realistic thinking about sustainability, “one of the most overused and ill-defined words in conversations about the environment” in the view of Andrew Revkin at Columbia University’s Earth Institute. Ideally, the UN’s successor plan would be aligned with the interdependent subsystems of the Earth-Human System and propelled by transdisciplinary involvement of the sciences and humanities.

Echoing an observation by Stanley Finney and Lucy Edwards in GSA Today in 2016 that the terms Anthropocene and Renaissance have similar characteristics as “richly documented, revolutionary human activities”, an ‘Anthropocene Renaissance’ would highlight the need for greater harmony among and between environmental and societal movements. In this vision, the past-framed ‘Anthropocene Event’ underpins the future-framed ‘Anthropocene Renaissance’ as a boldly integrated effort to ‘protect our planet’, one of twelve commitments made by world leaders in 2020 at the UN’s 75th Anniversary Meeting. In a profile of the Anthropocene debate in The New York Times on 18 December 2022, the conclusion featured my interview: “I always saw it not as an internal geological undertaking but rather one that could be greatly beneficial to the world at large”. The UN’s ‘Summit of the Future: Multilateral Solutions for a Better Tomorrow’ will take place in New York City on 22-23 September 2024.

 

 

 

 

How to cite: Koster, E.: Defining the Anthropocene for the greatest good as an Event-based Renaissance, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6182, https://doi.org/10.5194/egusphere-egu23-6182, 2023.

EGU23-6356 | Posters on site | EOS4.1

Ma Terre en 180 Minutes: a transition support system to build decarbonization scenarios in the academic community. 

Nicolas Champollion and the Ma Terre en 180 Minutes team

A growing portion of scientists realized the need to not only alert about climate change, but also change their professional practices. A range of tools have emerged to promote more sustainable activities, yet many scientists struggle to go beyond simple awareness-raising to create concrete transition actions. This study proposed the use of a new game-based transition support system called " Ma Terre en 180 Minutes ", which is, to our knowledge, the first tool developed by and for the academic community. It has been designed to build scenarios of greenhouse gases (GHG) emissions reduction in the academic community, and present its deployment during the year 2021, including six hundred participants from 9 countries and 50 cities.

 

After the phase 1, called awareness, that aims to build a common scientific background about the context (global warming, its causes and consequences, planetary boundaries) and challenge (50% reduction of our carbon budget by 2030), the participants, with the phase 2 called role-playing, immerse themselves into fictional characters, to simulate the behavior of real research groups. Phase 1 and 2 are separated by a few days interphase helping participants to embody their fictional characters and be comfortable with the virtual research group they will simulate, as well as having time to perform their personal carbon footprint. Finally, an important final phase after the game-playing phase 2 take place to discuss, analyze and assess the results of phase 2.

 

Results show clear pathways for GHG reductions between 25 and 60%, and a median reduction of 46%. The alternatives allowing the greatest reduction are video communication tools (36%), followed by mutualization of professional activities and voluntary cancellation or reduction, thatrepresents 22 and 14% of reduction, respectively. The remaining 28% of reduction is composed by the use of trains as a transport alternative, the relocation of professional activities, the duration extension of some missions, etc… In addition, the analyses pointed out the importance of guided negotiations to bring out some alternatives such as relocation, local partners and computing optimization. An added value of this transition support system is that the information it collects (anonymously) will be used to answer pressing research questions in climate change science and environmental psychology regarding the use of serious games for promoting changes in attitudes and behaviors towards sustainability, and including broader questions on how network structures influence “climate behavior”, knowledge, and the governance of the commons.

How to cite: Champollion, N. and the Ma Terre en 180 Minutes team: Ma Terre en 180 Minutes: a transition support system to build decarbonization scenarios in the academic community., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6356, https://doi.org/10.5194/egusphere-egu23-6356, 2023.

EGU23-7063 | Posters virtual | EOS4.1

The evolving Code of Conduct at the National Institute of Geophysics and Volcanology of Italy: a participatory process to combine law compliance and geoethics principles 

Giuliana Rubbia, Daniele Bravi, Valeria De Paola, Sergio Gurrieri, Maria Valeria Intini, and Silvia Peppoloni

According to the current legislation of Italy (e.g., Law No. 165/2001) public organizations must have a code of conduct in place, which specifies and complements the General Code of Conduct for public employees, embedding issues that are typical for the specific context. 

The Authority aimed at disseminating a culture of integrity and legality, the Italian National Anti-Corruption Authority (ANAC), provided a set of directives over time that specifies key actors and procedures, drafting methods, and fundamental principles that the Code must contain.

In this framework, public research institutes are no exception. At the National Institute of Geophysics and Volcanology of Italy (INGV) an interdisciplinary working group with diverse experiences and profiles has been created and committed to reviewing the current code of conduct and proposing a new one.

The drafting process progressed through a thorough examination of fundamental principles and compliance with laws, on the one hand, and with an in-depth analysis of areas of application in the context of the institute and its activities. 

Once drafted, the first version has been proposed for provisional approval by the Board of Administrators (CdA), and submitted for stakeholder consultation.  INGV personnel commented on the first version, expressed their concerns, and proposed various amendments. These comments have all been addressed, partially or completely accepted, or refused; an updated version has been created and submitted for a further round of approval by the Independent Evaluation Body (OIV), a body assessing the performance, clearness, and integrity of the administrative action.

The values on which the Code is structured refer to four geoethical domains: 1) the individual dimension, which concerns the ethical action of each individual recipient of the Code in the context of his/her specific work activity; 2) the interpersonal/professional dimension, which refers to relationships with colleagues; 3) the societal dimension, which includes relations with all the various components of society; and d) the relationship with the natural environment, which includes actions aimed at minimizing negative impacts on ecosystems and promoting eco-sustainable behaviors. Moreover, the code benefits from the principles expressed in the European Code of Conduct for Research Integrity and the European Charter for Researchers.

At present, the Code contains both ethical and legal norms, i.e. both principles underpinning appropriate behaviors and rules, which if violated give rise to sanctions.  Code recipients are called to observe them in order to ensure workplace well-being, quality of research and services, prevention of corruption phenomena, compliance with the constitutional duties of diligence, loyalty, impartiality, care of the public interest, and achievement of INGV institutional goals. The Code will be updated according to the structure of a new General Code of Conduct to be issued by the Italian Government.

How to cite: Rubbia, G., Bravi, D., De Paola, V., Gurrieri, S., Intini, M. V., and Peppoloni, S.: The evolving Code of Conduct at the National Institute of Geophysics and Volcanology of Italy: a participatory process to combine law compliance and geoethics principles, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7063, https://doi.org/10.5194/egusphere-egu23-7063, 2023.

EGU23-7377 | Posters on site | EOS4.1

For a sustainable future: a survey about geoethics and 2030 Agenda among the Italian geosciences community 

Elena Egidio, Andrea Gerbaudo, Manuela Lasagna, Francesca Lozar, and Marco Davide Tonon

The annual Congress of the Società Geologica Italiana (SGI) and Società Italiana di MIneralogia e Petrologia (SIMP), held in Turin in September 2022 and dedicated to Geosciences for a sustainable future, has been the occasion to critically think on the role of the Geosciences for our society and planet, on the position geoscientists deserve and the role they must take in the formation of citizens, protection from natural hazards and preservation of cultural and natural heritage. In continuation of our previously published work Are we ready for a sustainable development? A survey among young geoscientists in Italy , the present study broadens the sample analyzed to include the entire Italian community of geoscientists and aims to highlight: 1) The relevance of the ethical aspects connected to the work of professionals and scholars, in accordance with the values of geoethics; 2) the most widely held views about the connections between the Earth Sciences and the 17 Sustainable Development Goals of the UN 2030 Agenda; 3) which initiatives have been put in place by Italian Earth Sciences departments on education for sustainability and which can be the best strategies for developing sustainability education related to geoscience issues. Based on 230 answers to a questionnaire with open and closed questions sent to the participants at the Congress, the results show that the Italian geocommunity has great awareness of the ethical implications of its work and research, in particular of the responsibility towards the environment; despite this consciousness, the average level of knowledge about the 2030 Agenda and its goals is still scarce. To fill this gap, the need for sustainability education initiatives in departments is recognized as urgent, as well as the use of inter- and transdisciplinary educational approaches that can train scholars and professionals capable of addressing the complex challenges of our time.

How to cite: Egidio, E., Gerbaudo, A., Lasagna, M., Lozar, F., and Tonon, M. D.: For a sustainable future: a survey about geoethics and 2030 Agenda among the Italian geosciences community, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7377, https://doi.org/10.5194/egusphere-egu23-7377, 2023.

This communication aims at presenting how transitions are being made at different organizational scales at INRAE (French National Research Institute for Agriculture, Food and Environment): (1) at the scale of a research lab through the perspective of a sustainable development contact person, (2) at the scale of a regional research centre through the perspective of the sustainable development regional manager, and (3) at the national and institutional level with the view of the sustainable development director of INRAE. The overall institutional context is first introduced to further develop viewpoints of the three persons involved on the on-going transitions, the strengths of the implemented approach, but also the points of attention. This communication aims at triggering exchanges on how to make sustainable development reach all organizational levels while ensuring a global coherence, and notably across all professions including administration staff, scientists, engineers, etc.

How to cite: Gauthier, L., Vidal, J.-P., and Carnet, A.: How to make a sustainable development approach successful across all scales of a research institute? Crossed views at INRAE, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7600, https://doi.org/10.5194/egusphere-egu23-7600, 2023.

EGU23-7601 | Orals | EOS4.1

Reducing environmental impact at NERSC (Bergen, Norway). 

Julien Brajard and Christine Due Sivertsen

NERSC is a non-profit research foundation established in Bergen (Norway) in 1986. Besides cutting-edge research in climate science, the NERSC has for a long time been very attentive to the working conditions, diversity, inclusion, and environmental impact of its activities.

In this poster, we will present the different efforts taken at the NERSC initiative to take the path of reducing its environmental impact, especially the GHG footprint, of its activities. We have divided the analysis into big compartments including the travels, the numerical computations, the field campaigns, and the premises. For each compartment, we are in the process to assess the GHG emissions, and some actions have already been taken to already minimize the impacts, for example, a travel policy, and opportunity campaigns.

In addition to the details of the work done by NERSC for reducing GHG emissions, we will reflect on challenges and problems encountered while taking those actions, some being general to the scientific or geoscience field (e.g., travel injunction), others being specific to NERSC (fundings, geographic location, low-carbon electricity).

Finally, we will draw perspective to the experience, and try to bring recommendations into the debate, such as a better inclusion of climate impact in the European research calls.

How to cite: Brajard, J. and Sivertsen, C. D.: Reducing environmental impact at NERSC (Bergen, Norway)., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7601, https://doi.org/10.5194/egusphere-egu23-7601, 2023.

EGU23-7612 | ECS | Orals | EOS4.1

My earth in 180 minutes: A transition support system for reducing the carbon footprint in Academia. Experimental design for evaluating its impact on academic practices 

Claudia Teran-Escobar, Nicolas Becu, Nicolas Champollion, Nicolas Gratiot, Benoit Hingray, Géremy Panthou, and Isabelle Ruin

Some practices embedded in academic culture (international conferences, scientific instruments...) are  important sources of greenhouse gases (e.g., van Ewijk & Hoekman, 2021). Although the scientific community have started to propose ways to reduce the impact of international conferences (e.g., Warner et al., 2022), collective efforts should be pursued to reduce the carbon footprint of the entire academic world. Serious games have been used in the encourage climate change attenuation practices (Fernández Galeote et al., 2021). Nevertheless, to our knowledge, the deployed evaluations have only measured the changes on knowledge and not on actual practices.

My Earth in 180 Minutes (ME180, https://materre.osug.fr/) is a collaborative role-playing game aiming at raising awareness, stimulating interactions in groups and constructing scenarios of professional carbon footprint reductions with multiple stakeholders. The game sessions place staff (researchers, technical and administrative staff, etc.) in a situation of social interaction in which each person plays two characters (inspired from real life observations) of a research team needing to reduce its carbon footprint by 50%. The game allows to build scenarios to reproduce as much as possible the complexity of interactions and the level of inequality existing within academic world. With 85 games played between November 2020 and June 2021, My Earth in 180 Minutes collaborative workshop has shown robust results, in particular Academia’s capacity to reduce its own carbon footprint and propose concrete alternatives: video communication, mutualization and reduction of professional activities (Gratiot et al., 2022).

This communication will describe the methods designed to a) evaluate the effectiveness of the serious game “My Earth in 180 Minutes” in academic practices and b) investigate the factors (e.g., career status, family engagements) that enable or constrain changes in academic practices.

The protocol for a future study is described. Participants working in French research centres (N = 970) will be recruited and randomly split in two groups: a) a group who will participate to the ME180 workshop, or b) control group using another approach for discussing about Academic carbon footprint. Participants will complete online surveys about their professional practices (air travelling, commuting ...) and about the psychological, institutional and, sociodemographic factors related to these practices (intention towards reducing professional air travelling, number of children). The surveys will be repeated six times over the 2 years of the study: before the experiment, one, 6, 12, 18 and 24 months after the beginning of the study. Data will be analysed by using mixed linear methods.

We expect that carbon footprint reduction and related practices would be more important in the ME180 group. Mediation and moderation analysis will be used to identify psychological, institutional and, sociodemographic factors (career status, intention to change practices) that may facilitate or block the transition of professional practices.

The previous deployments of “My earth in 180 minutes” help in identifying Academic transition paths (Gratiot et al., in revision). The present study will allow to assess the effects of ME180 in Academic carbon footprint reduction to provide insights about the obstacles and levers of carbon footprint reduction in academia.

How to cite: Teran-Escobar, C., Becu, N., Champollion, N., Gratiot, N., Hingray, B., Panthou, G., and Ruin, I.: My earth in 180 minutes: A transition support system for reducing the carbon footprint in Academia. Experimental design for evaluating its impact on academic practices, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7612, https://doi.org/10.5194/egusphere-egu23-7612, 2023.

EGU23-8072 | Orals | EOS4.1 | Highlight

Hydrogeoethical questions related to urban groundwater management: the case of Kabul city, Afghanistan 

Mohammad Salem Hussaini, Asadullah Farahmand, and Manuel Abrunhosa

Groundwater resources are largely invisible and unknown to most people. Hence, unauthorized appropriation of groundwater is not obvious, and its impacts are less evident. It can be said that it is an invisible geo-resource but its impacts and problems are visible to mankind, even if often its source is not recognized. Kabul, the capital of Afghanistan, is the fifth fastest-growing city in the world and rapid population growth and urbanization have created huge pressure on groundwater resources. As a result of a lack of surface water storage and the seasonal variability of river flows, Kabul is among the world's most water-stressed cities as it depends almost entirely on groundwater. The findings of scientific studies reveal that extensive groundwater depletion and degradation of groundwater quality in Kabul city is largely due to anthropogenic factors and it is likely to rapidly continue in the future, particularly in densely populated areas of the city. Here, ethics can play an important role because human behavior is among the main factors creating the problems. So, hydrogeoethical concepts can be assessed and discussed, especially for urban groundwater where human needs (social ethics) and environmental dynamics (environmental ethics) both should be respected. In this study, the most vital questions related to ethical aspects of groundwater management in Kabul city are extracted. To achieve the questions, the water ethics principles and ethical criteria were evaluated concerning the condition of groundwater and the society of Kabul city, as an exercise of applied hydrogeoethics. Finally, six questions are obtained as the result of this study. The response to these critical questions could be a key to solving many dilemmas related to groundwater management in an urban concept. It is recommended to groundwater managers and policymakers explore the answer to these questions and consider the findings in the policies, strategies, and regulations, particularly in urban regions.

The questions are as follows:

1) What is the level of contribution, obligation, responsibility, honesty, trust, and respect among geoscientists, and engineers related to groundwater management?

2) What kind of regulation is adequate for the management of over-abstraction urban groundwater; top-down or self-regulation or a mix of both?

3) How education and communication can shape moral motivation for city residents to better groundwater management?

4) What is the level of participation of public media (TV, radio, newspapers, etc.) in awareness-raising campaigns related to groundwater conditions?

5) Can groundwater abstraction from the deep aquifer (groundwater mining) be an ethical and sustainable policy concerning future generations and environmental ethics?

6) How consideration of gender equity and women's participation can be effective in the management of groundwater?

How to cite: Hussaini, M. S., Farahmand, A., and Abrunhosa, M.: Hydrogeoethical questions related to urban groundwater management: the case of Kabul city, Afghanistan, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8072, https://doi.org/10.5194/egusphere-egu23-8072, 2023.

EGU23-8173 | ECS | Posters on site | EOS4.1 | Highlight

The specific responsibility of geoscientists in the midst the climate and ecological crises: a need to address personal and institutional dissonances 

Odin Marc, Elodie Duyck, Laurent Lassabatère, Iñigo Viton, and Marthe Wens

The climate and ecological crises question the role and responsibility of scientists and scientific institutions as producers and conveyers of knowledge. Decades of thorough reporting, efforts at communication towards policy makers, and strong-worded scientific warnings, have not yet lead to policy changes significant enough to reduce greenhouse gas emissions and halt environmental degradation. This questions whether geoscientists and scientific institutions should remain distanced from the political and societal implications of their research work, or if on the contrary they have a responsibility to lead by example and to use their position to press for urgent action on the climate and ecological crisis. 

We argue that the failure of governments and international institutions to address these crises at the appropriate scale gives scientists and scientific institutions a responsibility to be more than mere producers of knowledge.  Indeed, doing “science as usual” while warning of the ever growing urgency to act on the climate and ecological crisis risks is widening the already-existing dissonance between, on the one hand, our stated raison d’être and discourses and on the other hand, our everyday practice and institutional mechanisms ; effectively undermining our impact on the broader society.

We first discuss the issue of scientific institutions and the scientific community at large not yet leveling with the urgency to address the climate and ecological crises. A prominent example is that despite repeated campaigns for universities to severe ties with the fossil industry, most  are still accepting sponsoring and research funding from fossil companies, which contributes to the legitimization of companies that have been and are still actively opposing effective climate action. While some universities are taking initiatives to limit carbon intensive behavior such as flying, serve plant-based food as a standard, stop accepting polluting companies on campuses, or include climate education in all curriculums, these are still individual initiatives, dependent on the voluntary mobilization from student and staff.

 We then argue that we, as geoscientists, can not only lead by example with individual changes to our lives, but can also have a strong impact when engaging in collective action, pressing our universities and governments to enact strong climate and environmental policies. Public engagement of universities, of other scientific institutions, and of scientists can amplify and legitimize the voice of the climate and environmental movements in a mutually beneficial science-society approach, notably because the former produce the very scientific knowledge empowering these movements.  We propose to discuss recent examples, including from our own experience, of the impact of scientists engaging in demonstrations and civil disobedience as part of environmental groups, at the ethical level, but also regarding consequences within and outside of academic circles.

How to cite: Marc, O., Duyck, E., Lassabatère, L., Viton, I., and Wens, M.: The specific responsibility of geoscientists in the midst the climate and ecological crises: a need to address personal and institutional dissonances, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8173, https://doi.org/10.5194/egusphere-egu23-8173, 2023.

EGU23-8259 | Posters on site | EOS4.1

Geoethics values clarification: A playable poster 

David Crookall and Pimnutcha Promduangsri

Values underlie geoethics and geoscience, especially climatology.  Can we understand or build geoethics without reference to values?  Are values and geoethics driven by beliefs, or should values remain unchanged despite changing beliefs?  Those are some of the questions that we may ask when considering ethics in life, in the geosciences and in climate change and action.  Values include honesty, compassion, quality, patience, objectivity, truth, respect, individualism, justice, power, peace and beauty.  How are these related to geoethics?  Often an ethical dilemma stems from two or more underlying value conflicts, such as individual identity and social value.  It is not easy to understand the principles and dynamics of such relations.

One way into this quagmire is by using a values clarification exercise or game (VCE or VCG).  A VCE can be a useful geoethics literacy tool to help people explore the complexities of such relationships, to allow them to express their own ideas, to confront their ideas with those of others and to gain a rich understanding of their own values that underlie geoethics.  Undorf and colleagues (eg, https://doi.org/10.5194/egusphere-egu22-12732, https://doi.org/10.1007/s10584-022-03435-7) have adopted a philosophical approach.  We take an easier approach, that of interactive, participatory gaming.

We have designed and used VCEs and VCGs in a variety of cultural and social settings and with encouraging results.  Our poster will outline our prior experience and allow you to participate, albeit superficially, in a VCE.  Please come to see us during the poster session, and be sure to bring along one or two friends so that you can play; three players is better than two.  Also bring some paper and a pen.

How to cite: Crookall, D. and Promduangsri, P.: Geoethics values clarification: A playable poster, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8259, https://doi.org/10.5194/egusphere-egu23-8259, 2023.

EGU23-8402 | ECS | Orals | EOS4.1

The share of research infrastructure in comprehensive greenhouse gas budget for five French Earth and Space Science laboratories 

Odin Marc, Sylvain Biancamaria, Solene Derrien, François Gheusi, Jürgen Knödleser, Sylvain Kuppel, Marion Maisonobe, Arnaud Mialon, Pierrick Martin, Florian Pantillon, Luigi Tibaldo, and Florence Toublanc

To maintain global warming below 1.5°C the last IPCC report indicates global greenhouse gas (GHG) emissions should be reduced by 45% and 80% before 2030 and 2050, respectively, reaching an average of 2 tCO2e.pers-1.yr-1 on Earth. Although responsibilities vary, substantial reductions must be implemented across all aspects of society including academia. It can even be argued that, given its role in informing and alerting the public about climate and ecological change, the scientific community should have a leading role and demonstrate exemplarity in terms of reducing its environmental impact.

Here, we present a broad-scope GHG budget of five laboratories of the Observatoire Midi-Pyrénées in France, in 2019. The studied laboratories comprise 90 to 260 staff members each, with study fields encompassing the solid Earth and the environment, the superficial biosphere, oceanography and glaciology, atmospheric physics and chemistry, as well as astronomy and astrophysics.

To assess GHG emissions, we follow standard procedure (see Mariette et al., Environ. Res.: Infrastruct. Sustain., 2022) in which anyactivity data’ quantifying the usage of a given resource (e.g., in kWh of electricity, or km travelled by aircraft) is multiplied with an appropriate emission factor’ quantifying the unitary carbon footprint of the resource (e.g., electricity production or air-travel). The quantified budget thus includes infrastructures usage, professional travel and expenses and an estimation of the GHG footprint of research infrastructures, in particular scientific satellites. For the latter, we adapted the methodology of Knödleser et al. (Nature Astronomy, 2022), in which the GHG footprint is estimated based on the launch mass or cost of the mission and the share attributable to a given lab depends on the fraction of world author affiliated with the lab who have published articles referring to the satellite, as extracted from the Web of Science database.

We find that emissions related to the lab facilities (electricity, heating, air conditioning and waste) and to individual habits (commuting and lunch meals) both reach about 1 tCO2e.pers-1.yr-1. Unsurprisingly, professional trips significantly contribute to the overall budget (2-6 tCO2e.pers-1.yr-1) and are largely dominated by long-haul air travel. However, services and equipment equally contribute with more than 3-5 tCO2e.pers-1.yr-1. These numbers vary between the studied labs but higher (lower) values for services and equipment tends to compensate for lower (higher) values for professional trips. Furthermore, for three out of five laboratories observational data from research infrastructures represents the largest share of the emissions, with about 5-10 tCO2e.pers-1.yr-1. Although this last estimate is subject to large uncertainty and shows discrepancies between research fields, it suggests that current GHG budget should include at least a first order estimate of the footprint of research infrastructures and adapt reduction strategies accordingly.

How to cite: Marc, O., Biancamaria, S., Derrien, S., Gheusi, F., Knödleser, J., Kuppel, S., Maisonobe, M., Mialon, A., Martin, P., Pantillon, F., Tibaldo, L., and Toublanc, F.: The share of research infrastructure in comprehensive greenhouse gas budget for five French Earth and Space Science laboratories, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8402, https://doi.org/10.5194/egusphere-egu23-8402, 2023.

EGU23-8683 | Orals | EOS4.1 | Highlight

The Knowledge Hub on Sea Level Rise and the science-based European Seas assessment reporting 

Nadia Pinardi, Bart van den Hurk, Jose A. Jimenez, Gundula Winter, Giulia Galluccio, Sandy Bisaro, Angelique Melet, Roderick van de Wal, Kristin Richter, Jan-Bart Calewaert, Bernd Bruegge, Lavinia G. Pomarico, Michael Depuydt, Thorsten Kiefer, and Petra Manderscheid

Nine European countries under the umbrella of the Joint Programming Initiatives on Climate (JPI Climate) and on Oceans (JPI Oceans) have set up a joint Knowledge Hub on Sea Level Rise. The ambition is to provide easy access to usable knowledge on regional-local sea level change in Europe, regularly updated as a series of periodic assessments. It will complement existing global and national assessments by providing additional geographical and contextual detail, tailored to regional, national and European policy development and implementation.

As its key product, it will deliver by the end of 2023 its first European Assessment Report on Sea level rise hazards and impacts, co-designed with European Sea stakeholders. The co-design framework is based on consultation workshops, questionnaires and a final Conference in Venice that enabled to discuss at large the regional and local end-user needs.

Based on the latest available science provided by  the IPCC AR6 WGI and II reports and using the most advanced knowledge on sea level rise from European services and research done at the national level, the Assessment report will allow to downscale to the European Seas the SLR impacts and devise adaptation strategies. We will present the user needs that were revealed by the stakeholder consultations and plan to provide a peek into the content of the first draft of this first Assessment Report.

How to cite: Pinardi, N., van den Hurk, B., Jimenez, J. A., Winter, G., Galluccio, G., Bisaro, S., Melet, A., van de Wal, R., Richter, K., Calewaert, J.-B., Bruegge, B., Pomarico, L. G., Depuydt, M., Kiefer, T., and Manderscheid, P.: The Knowledge Hub on Sea Level Rise and the science-based European Seas assessment reporting, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8683, https://doi.org/10.5194/egusphere-egu23-8683, 2023.

Local climate change risk assessments and climate resilient adaptation are best supported by a quantitative integration of physical hazards, exposures and vulnerabilities that includes the characterization of uncertainties. However, it is challenging to take into account the complex information of climate change projections and uncertainties in participatory risk assessments with decision-makers. We propose to use Bayesian Networks (BNs) for this task. Bayesian Networks are a cutting-edge integrated modelling approach for combining qualitative and quantitative knowledge in uncertain and complex domains, such as climate change impacts on water. To quantify potential future hazards of climate change on water, it is state-of-the-art to rely on multi-model ensembles to integrate the uncertainties of both climate and impact modelling. At the same time, local expert knowledge needs to be integrated in local climate change risk assessments. We show how to integrate freely-available output of multiple global hydrological models into BNs, in order to probabilistically assess risks for water supply. To this end, a roadmap to set up BNs and apply probability distributions of risk levels under historic and future climate and water use in a participatory manner was co-developed with water experts from Spain and the Maghreb. Multi-model information on hydrological variables was computed by three global hydrological models driven by the output of four global climate models for four greenhouse gas emissions scenarios. The output of projected relative changes of hydrological hazards was pre-processed using MATLAB, taking into account local information on water availability and use, to set up the BN. Results show that the method is useful for probabilistically computing climate change impacts on water stress and to assess potential adaptation measures in a participative process with stakeholders and decision-makers. Local water experts positively evaluated the BN application for local climate change risk assessments. While requiring certain training, the presented approach is suitable for application in the many local risk assessments necessary to deliver efficient and successful climate resilient adaptation.

How to cite: Kneier, F., Woltersdorf, L., and Döll, P.: Participatory Bayesian Network modelling to assess climate change risks and adaptation regarding water supply: integrating multi-model ensemble hazard information and local expert knowledge, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8861, https://doi.org/10.5194/egusphere-egu23-8861, 2023.

EGU23-8882 | Posters on site | EOS4.1

How to reduce the carbon footprint of Earth and Space Science? Potential strategies based on a comprehensive greenhouse gas budget for five French labs 

Florian Pantillon, Sylvain Kuppel, Sylvain Biancamaria, Solene Derrien, François Gheusi, Jürgen Knödlseder, Marion Maisonobe, Odin Marc, Arnaud Mialon, Pierrick Martin, Luigi Tibaldo, and Florence Toublanc

To maintain global warming below 1.5°C the last IPCC report indicates global greenhouse gas (GHG) emissions should be reduced by 45% and 80% before 2030 and 2050, respectively, reaching an average of 2tCO2e.pers-1.yr-1 on Earth. Recent estimates of the carbon footprint of universities and research centers accounting for indirect emissions often exceed 10tCO2e.pers-1.yr-1.

Here we find similar or higher values (10-30tCO2e.pers-1.yr-1) for the year 2019 for five research labs encompassing the solid Earth and the environment, the superficial biosphere, oceanography and glaciology, atmospheric physics and chemistry, and astronomy and astrophysics. These values are derived through a common procedure (see Mariette et al., 2022) in which any activity data quantifying the usage of a given resource (e.g., in kWh or km) is multiplied by an appropriate emission factor quantifying the unitary carbon footprint of the resource (e.g., electricity production or air travel). Our budget quantifies the share of emissions from local facilities (about 1tCO2e.pers-1.yr-1), lunch meals and commuting (about 1tCO2e.pers-1.yr-1), professional trips (2-6tCO2e.pers-1.yr-1), services and equipment (3-5tCO2e.pers-1.yr-1), and the use of observational data from research infrastructures, in particular scientific satellites (up to 10tCO2e.pers-1.yr-1; derived similarly to Knödlseder et al., 2022).

These numbers imply radical changes to make scientific activity sustainable and have strong implications on potential strategies to reduce GHG emissions. For example, a predominant discussion in the literature in the past years focused on avoiding air travel. However, in our case, shifting all national travels to train or halving the number of plane trips would reduce the total emissions by a fraction only. Similarly, any strategy targeting local building efficiency or individual habits will little influence the budget. In contrast, reducing or changing practice for services and equipment may have stronger impact but requires collective thinking, especially for research infrastructures that are planned and managed at national and international levels.

The sheer magnitude of our GHG emissions questions the degree of reduction that can be achieved without redirection of scientific activity. We present and discuss examples of changes such as shifting to interdisciplinary research including social sciences, focusing on archived data, relocating field work, or engaging more with students and society.

How to cite: Pantillon, F., Kuppel, S., Biancamaria, S., Derrien, S., Gheusi, F., Knödlseder, J., Maisonobe, M., Marc, O., Mialon, A., Martin, P., Tibaldo, L., and Toublanc, F.: How to reduce the carbon footprint of Earth and Space Science? Potential strategies based on a comprehensive greenhouse gas budget for five French labs, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8882, https://doi.org/10.5194/egusphere-egu23-8882, 2023.

EGU23-9299 | ECS | Orals | EOS4.1

From informal to institutional science-society-policy interactions: Introducing a climate advisory board in Frankfurt, Germany 

Georg Sebastian Voelker, Ralf Becherer, Carmen Junge, and Thomas Seifert

Climate change may be the most severe crisis humanity has faced to date. Both the social and natural sciences have well understood the causes and effects of climate change as well as the possible mitigation and adaptation measures. However, implementations of both mitigation and adaptation measures generally fall behind the goals defined by the Paris agreement.

With increasing political awareness and progressing federal climate protection legislation in Germany communal politics is facing the challenge of charting explicit paths to net carbon neutrality. Due to diverse social and geographic settings as well as different existing infrastructures solutions have to be tailored to the local conditions. Local climate advisory panels are a common and if well constructed an effective way to support the local administration in the necessary transformation.

Here we report on the successful efforts lead by the local group of the Scientists for Future in Frankfurt, Germany, to aid the city hall in establishing a communal climate advisory panel. Early stakeholder communication, broad alliances with local climate protection initiatives and the shared experience of the Scientists for Future network were key to successfully establish an institutionalized science-society-policy interface to permanently support local climate action activities.

How to cite: Voelker, G. S., Becherer, R., Junge, C., and Seifert, T.: From informal to institutional science-society-policy interactions: Introducing a climate advisory board in Frankfurt, Germany, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9299, https://doi.org/10.5194/egusphere-egu23-9299, 2023.

EGU23-10073 | Posters virtual | EOS4.1

Teaching Geosciences through practical activities to enhance global citizenship education in schools with a high dropout rate 

Ester Piegari, Giovanni Camanni, Daniela Flocco, Maurizio Milano, Nicola Mondillo, and Umberto Riccardi

Most students living in disadvantaged areas do not trust that their school education will have much bearing on their future and become disaffected from school as early as in lower secondary school.

We here report the results of teaching Geosciences through several practical activities carried out in suburban schools characterized by a high dropout rate. The lectures were given in the framework of the STEM project Next Land, which has the overarching goal of instilling interest towards scientific topics into young students and promoting the role of scientific education for sustainable development.

We propose a sequence of four laboratory activities on the subject of natural calamities (e.g. earthquakes and tsunamis), which are based on the use of both manual and IT skills.

The didactical experimentation has been conducted on 21 seventh-grade classes (age ~12) involving about 350 students from the area of Naples (Southern Italy). The final aim of the teaching is to test the potential of the Geosciences in generating attitudes and behaviours of solidarity and responsible global citizenship.

All the proposed activities try to make students aware that they are part of a connected global system, therefore through these lectures we attempt to help these young students to put in perspective their local reality in a larger one.

How to cite: Piegari, E., Camanni, G., Flocco, D., Milano, M., Mondillo, N., and Riccardi, U.: Teaching Geosciences through practical activities to enhance global citizenship education in schools with a high dropout rate, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10073, https://doi.org/10.5194/egusphere-egu23-10073, 2023.

Existential and Global Catastrophic Risk, defined by Beard et al 2020 as risk that may result in the very worst catastrophes “encompassing human extinction, civilizational collapse and any major catastrophe commonly associated with these things.” As such, it has been the topic of work by many philosophers as we move into a world where humans have more and more power over the world around us.

However, geoscientists have typically neglected the study of these risks, and have in turn been neglected in the field of existential risk studies. I will discuss the ethical importance of reducing existential risk from a variety of different ethical frameworks, and how this links to the concepts in geoethics. I will then discuss some of the opportunities for geoscientists to contribute to the reduction of these risks, including some of the work that has been done by geoscientists to identify and reduce existential risk and increase civilisational resilience, as well as how methodological expertise of different geoscience disciplines can contribute to the growing corpus of theoretical work around existential risk.

How to cite: Futerman, G.: The Ethics and Role of Geoscientists in Existential Risk Studies, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10097, https://doi.org/10.5194/egusphere-egu23-10097, 2023.

Minerals occupy a unique position as specimens yielding scientific information, objects with aesthetic and monetary value, and substances necessary for modern society. Aside from minerals in industrial use, a broad range of people are interested in minerals such as geologists, gemologists and jewelers, and people involved in minerals as collectors’ items including miners, dealers, private and institutional collectors, curators -- even art collectors and anthropologists. Traditionally, we have taken the extractive nature of these minerals for granted with little discussion of where and how they are obtained.

Adherence to legalities, disclosure of information, and personal and institutions responsibility are among ethical considerations. Legal considerations include how a mineral specimen is obtained in its initial extraction, its movement through opaque supply chains, export and import requirements, and ownership transfer. Disclosure issues range from curators and institutions maintaining and relaying accurate information about a mineral’s authenticity, sourcing, and history. What ethical responsibilities do individuals and institutions possess to ensure acquisition policies that address these issues? And, finally, as mineral extraction becomes a more pressing issue in the world’s move from a fossil-fuel economy, where does ethics lie in educating the public in the role minerals play in the environment and society?

Some of these questions raise issues which, in their complexity, have no apparent or easy solution. This paper presents the results of a literature survey on ethics of mineral specimens and raises questions for geoscientists.

How to cite: Eriksson, S.: Things we just don't talk about:  ethics in mineral collection, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10191, https://doi.org/10.5194/egusphere-egu23-10191, 2023.

EGU23-10946 | Posters on site | EOS4.1

Research in Volcanology: where, when, and by whom? A global bibliometric analysis 

Susanna F. Jenkins, Geoffrey A. Lerner, George T. Williams, Elinor S. Meredith, and Jenni Barclay

The global and transdisciplinary nature of volcanology means that research takes place across institutions in a wide variety of locations around the world. The concentration of volcanic activity within certain regions means that researchers frequently conduct research outside their own borders. Collaboration between international and local researchers has the potential to produce mutual benefit and improve research. For local scientists, international collaboration can provide niche expertise that may not be currently available in the region where the volcano is located, in addition to resources, analyses, or equipment. For international researchers, in addition to different scientific perspectives, collaboration with local scientists can provide vital knowledge of local and regional information, access to field sites, and greater research relevance to the communities and organizations the research is often intended to benefit.

Despite these noted benefits, there is often a lack of inclusivity of local scientists in international research. In this study we use a bibliometric approach to understand who is doing and leading volcanic research, and in which countries the research is taking place. We assessed the metadata of ~24,000 volcanological works from 1901-2021 with 768 volcanoes identified across 68 countries. Our evaluation of affiliations shows that 40% of articles that name a volcano do not include any authors affiliated with the volcano’s country. We also look at case studies of island territories to explore to what extent local scientists are involved in doing research compared to the mainland or foreign countries. We find that only 23% of studies on volcanoes located on island territories have an author affiliated with the territory. Our assessment of bibliometric data provides insights and support for ongoing conversations on the inclusiveness of international research, both spatially and temporally, and can be used to identify geographical areas for improvement, as well as trends in inclusion and leadership.

How to cite: Jenkins, S. F., Lerner, G. A., Williams, G. T., Meredith, E. S., and Barclay, J.: Research in Volcanology: where, when, and by whom? A global bibliometric analysis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10946, https://doi.org/10.5194/egusphere-egu23-10946, 2023.

EGU23-11580 | Orals | EOS4.1

Geoethics: hammering out an interdisciplinary conversation 

Bethany Fox, Kate Dawson, Vicki Trowler, Sophie Briggs, Ruth Massey, Alexandra Fitzsimmons, Tania Marshall, Christina Riesselman, and Anna Davidson

Geoethics is not just a matter of geoscience, but involves complex transdisciplinary concerns with social, economic and cultural implications. Because of this, both geoethicists within geosciences and those working in social sciences and humanities are increasingly calling for dialogue across disciplinary silos. Drawing from our work on the British Academy funded interdisciplinary project, ‘Mining for Meaning: the Geoethics of Extractive Industries,’ we trace out what an interdisciplinary engagement with Geoethics might look like. As an earthly ethics that necessarily stretches beyond geological considerations to consider the socio-natural, cultural-spiritual and political-economic, any engagement with Geoethics demands conversations that bring geoscientific understandings into more explicit dialogue with ideas from the social sciences and the geohumanities (though not exclusively). Acknowledging the very real challenges of doing interdisciplinary work - from distinct understandings about research, knowledge and results, to disciplinary-specific technical terminology - we set out the core ideas underpinning Geoethical approaches in these domains. This lays important groundwork for crafting meaningful and indeed ethical conversations that stretch across these disciplines, but crucially, avoids the mining of other disciplines for useful concepts and metaphors, without due regard for their context, history and technical meaning – a form of disciplinary extractivism in itself. Animated by this anti-extractivism, the paper presents a reading of how the earth, ethics, knowledge and practices are understood from within the geosciences, social sciences and geohumanities respectively, charting out what we hope to be a useful frame of reference for working across these disciplines. We then use this analysis as the bedrock for discussing the potential of cross-disciplinary conversation. By critically responding to the relative strengths, limitations and offerings of each discipline’s conceptualisation of geoethics, we bring to the fore important interdisciplinary frictions, overlaps and potential collaborative directions. Taken together, we suggest that this two-part analysis offers scope for crafting meaningful conversations necessary for an interdisciplinary Geoethics. 

How to cite: Fox, B., Dawson, K., Trowler, V., Briggs, S., Massey, R., Fitzsimmons, A., Marshall, T., Riesselman, C., and Davidson, A.: Geoethics: hammering out an interdisciplinary conversation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11580, https://doi.org/10.5194/egusphere-egu23-11580, 2023.

EGU23-11656 | Orals | EOS4.1

Traveling for academic research : patterns, determinants and mitigation options 

Olivier Aumont, Tamara Ben Ari, Jérôme Mariette, Laurent Jeanneau, Aymeric Spiga, Gaelle Lefort, Philippe-e Roche, Alexandre Santerne, and André Estevez-Torres

In the midst of climate change, academic travels - one salient aspect of the carbon footprint of research activities - are at the center of a growing concern. Mitigation options often focus on two dimensions : (i) decreasing the frequency of attendance to conferences and (ii) modal shift in transport. Here, we analyze professional travel in academia from a unique database compiling about 100 000 travels from about 150 research labs across a large array of disciplines and localities in France to detail the structure, patterns and heterogeneity of national and international research travels for research purposes. We estimate the mitigation potential of a series of options encompassing but not limited to institutional options. We show that, if short distance traveling (typically below 1000 km) are largely dominant in number, their relative mitigation potential via modal shift is small (i.e., below 15%). On the other hand, long distance traveling, which is often associated with international collaborations or field work hold a much larger mitigation potential but question the very nature of research activities. We propose ambitious sobriety options to robustly decrease travel-induced GHG emissions in academia and discuss their acceptability in the context of the French public research system.

How to cite: Aumont, O., Ben Ari, T., Mariette, J., Jeanneau, L., Spiga, A., Lefort, G., Roche, P.-E., Santerne, A., and Estevez-Torres, A.: Traveling for academic research : patterns, determinants and mitigation options, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11656, https://doi.org/10.5194/egusphere-egu23-11656, 2023.

EGU23-12019 | ECS | Posters on site | EOS4.1

Development of a Web Based Decision Support System to Provide Relevant Climate Indicators for Climate Change Adaption 

Lorenz König, Mike Teucher, Katrin Ziegler, Daniel Abel, Torsten Weber, Heiko Paeth, and Christopher Conrad

The African continent faces various challenges and numerous risks due to current and future climate change. To strengthen the resilience of West African societies in the sectors of agriculture, food security, water and risk management, adaption measures need to be implemented in time. In the WASCAL-LANDSURF project, an earth system model for West Africa is developed to enable high-resolution regional climate change information. The obtained data must be accessible to the public so that interested stakeholders and smallholders can incorporate them into their decision-making processes.
To realize this, a web based spatial decision support system (SDSS) is developed with state-of-the-art open-source technologies to give information on climate change as well as relevant cross-sector indicators. For successful co-development, stakeholder workshops were held to identify important key functionalities and indicators that need to be implemented. The SDSS will be multilingual and easy to use to ensure an extensive range of applications. Users will have the possibility to familiarize themselves with the Web Portal by means of different guides in order to ease the entry into the SDSS. The current prototype supports map and diagram visualization and selection of various indicators and climate data, as well as query functionalities for different West African regions. Many other functionalities, such as the possibility to download data and statistical outputs of selected indicators, will be integrated soon. The final web portal will give users the opportunity to include climate indices in a simple and clear way into their decision-making process to strengthen their resilience towards climate change.

How to cite: König, L., Teucher, M., Ziegler, K., Abel, D., Weber, T., Paeth, H., and Conrad, C.: Development of a Web Based Decision Support System to Provide Relevant Climate Indicators for Climate Change Adaption, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12019, https://doi.org/10.5194/egusphere-egu23-12019, 2023.

EGU23-12106 | Orals | EOS4.1

Taking Stock of Greenhouse Gas Emissions in the Geosciences: an Example from GFZ Potsdam 

Christoph Sens-Schönfelder, Friedhelm von Blanckenburg, and Knut Kaiser

The basis of all serious efforts to reduce greenhouse gas emissions is an inventory of the emissions caused by the various activities of an organisation. The Greenhouse Gas Protocol provides the guideline for establishing such an inventory. The German Research Centre of Geosciences GFZ Potsdam used these guidelines to estimate its greenhouse gas emissions for 2019. Besides the estimation of quantities (e.g. travel distances or hotel nights) which is an administrative challenge, the specific emissions per unit of quantity -- the Global Warming Potential -- play a crucial role. Unequivocal accounting of emissions from construction work is another task of great complexity.  A compilation and standardisation of these values within the research community would greatly simplify the compilation of GHG inventories and help to improve their comparability. Controversy inevitably will arise regarding the design of mitigating measures, like purchase of electricity and heat from renewable sources (which generates extra costs) the compensation of emissions (of which the effectiveness is contested), and even to shifting scientific activities away from those with high greenhouse gas footprints (which may conflict with scientific needs). Building awareness for emissions caused by academic activities and careful communication of mitigation options comprise the first necessary steps en route to low (or net-zero)-emission science.

How to cite: Sens-Schönfelder, C., von Blanckenburg, F., and Kaiser, K.: Taking Stock of Greenhouse Gas Emissions in the Geosciences: an Example from GFZ Potsdam, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12106, https://doi.org/10.5194/egusphere-egu23-12106, 2023.

EGU23-12452 | ECS | Orals | EOS4.1 | Highlight

The ethics of volcano geoengineering 

Lara Mani, Mike Cassidy, and Anders Sandberg

Volcano engineering is the practice of altering the state of volcanic systems and/or volcanic eruptions to exploit them or mitigate their risk. Past and current examples of volcano engineering are limited but include drilling crater walls to drain volcanic lakes, channeling and bombing lava flows, siphoning off CO2 rich volcanic lakes, and cooling lava flows with seawater. There have also been several incidental examples of drilling into magma reservoirs in search for geothermal resources in Hawaii, Iceland, and Kenya. While not causing anything more damaging than the loss of drill bits or forcing the use of alternative holes, this demonstrates that humans are increasingly able to reach volcanic plumbing systems. As the pursuit of high temperature and enhanced geothermal energy increases as the world strives for renewable energy and critical metal resources, it is also likely that such contacts will become more common. We must accept, therefore, that despite the controversial nature of this topic, geoengineering of volcanic systems is an inevitable consequence of such exploration in the coming century. Since we possess the technological and engineering potential to perturb volcanic systems, the question we ask here is, should we? Do we have the scientific knowledge to do so? What are the potential benefits to future humanity? And, what are the ways it could do more harm than good? We highlight that while volcano geoengineering has significant potential benefits, the risks and uncertainties are too great to justify its use in the short term. Even if we do not decide to conduct volcano geoengineering, we believe there is a strong ethical case to support research into the efficacy and safety of volcano geoengineering going forwards. In this work, we lay out a series of protocols and practices based on the ethical arguments to be followed should humanity decide to conduct volcano geoengineering in the future.

How to cite: Mani, L., Cassidy, M., and Sandberg, A.: The ethics of volcano geoengineering, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12452, https://doi.org/10.5194/egusphere-egu23-12452, 2023.

EGU23-13681 | ECS | Orals | EOS4.1

Engaging stakeholders for the co-creation of Climate Services. Beyond ERA4CS INDECIS project  

Jon Xavier Olano Pozo, Anna Boqué Ciurana, and Enric Aguilar

INDECIS (Integrated approach for the development across Europe of user-oriented climate indicators for GFCS high-priority sectors: agriculture, disaster risk reduction, energy, health, water, and tourism) was a project part ERA4CS, an ERA-NET initiated by JPI Climate, and funded by FORMAS (SE), DLR (DE), BMWFW (AT), IFD (DK), MINECO (ES), ANR (FR) with co-funding by the European Union Grant 690462). INDECIS main produced different outcomes, such as software packages, improved datasets and a large number of scientific papers (see www.indecis.eu). 

 

Even though INDECIS formally ended in July 2021, the knowledge gained continues to pay off. This communication will synthetically show how we took advantage of the methodology for the engagement of stakeholders developed in INDECIS (Font et al. 2021). The co-creation methodology developed in the frame of INDECIS has served as a starting point for the development of further research, transfer, and empowerment actions of stakeholders for decision-making related to climate change in four main axes: in research, in leading international research and transfer projects in collaboration with industry, in local projects developed in partnership with industry, users and administration and, knowledge transference to high schools, bachelor degree and technical training to professionals. 

 

The research has continued through a doctoral dissertation based on co-creating a climate service for surfing (see Boqué Ciurana, 2022). It is also continued by developing more indices for tourism and tourism sites to face climate change effects through mitigation measures in the TURLIT-ODS project (see: http://turlit.eu). This project is a local scale project where with users, private actors, and administration, we try to define the optimal conditions to develop sport water activities in Calafell, Costa Daurada, Spain. 

 

With the industry, in collaboration with a private organization, we engage stakeholders in the infrastructure sector to co-define climate risk indices to manage risk and investments. In this project, through co-creation workshops developed with local agents from both the company (technical) and the administration and other sectorial actors, indices are being computed to assess the climate risk of mobility infrastructures (railways and highways). 

 

The co-creation methodology has been adapted to develop high school co-creation processes to empower young people with tools to fight climate change and misinformation (see EMPOCLIM project: http://www.empoclim.cat ). In the same way, the Geography, Sustainability, and Territorial Analysis bachelor at the Rovira i Virgili University, offers a subject (6 ECTS) to develop essential skills and competences for developing climate services based on the engagement of local stakeholders and co-creation. 

 

Last but not least. Updating the quality control and data homogenization software has allowed the development of training for NMHs in Colombia, Peru, and Chile in the frame of the ENANDES project. In this training, we added lectures and practices to capacity-building staff in co-creating climate services with local users. 

 

How to cite: Olano Pozo, J. X., Boqué Ciurana, A., and Aguilar, E.: Engaging stakeholders for the co-creation of Climate Services. Beyond ERA4CS INDECIS project , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13681, https://doi.org/10.5194/egusphere-egu23-13681, 2023.

EGU23-13694 | Orals | EOS4.1

Reducing the carbon footprint of a public research laboratory in Geosciences. Assessing a reduction strategy built with laboratory members after a 3-year experimentation 

Thierry Pellarin, Nicolas Champollion, Nicolas Gratiot, Claudia Teran-Escobar, Isabelle Ruin, Geremy Panthou, Benoit Hingray, Gilles Delaygue, Eliot Jager, Alexis Lamothe, Guillaume Piton, Guillaume Evin, Juliette Blanchet, Nathalie Philippon, Armelle Philip, Patricia Martinerie, and Ghislain Picard

The Institute of Environmental Geosciences (IGE) is a public research laboratory in Earth and Environmental Sciences with a staff of about 300 people, which conducts research on climate, the anthropisation of our planet and environmental risks, combining glaciology, hydrology, oceanography, mechanics, atmospheric sciences and human sciences. An important part of its activity consists of field experiments in remote sites (Antarctica, Asia, South America, Africa), numerical simulations using significant computer resources (several million CPU hours/year), using expensive and sometimes energy intensive scientific equipment (e.g. 170 m² of cold rooms).

In 2019, the laboratory collectively decided to adopt a strategy to reduce its Carbon Footprint (CFP) by 7% per year in order to achieve a 50% reduction by 2030 and thus to comply with the objectives of the Paris Agreement. The first CFP budget (2018 and 2019, using the GES1point5 tool) showed a predominance of emissions from professional travels (~640 tCO2e out of 1850 tCO2e, i.e. 2.6 tCO2e/person). In this context, the strategy consisted in defining CO2 budgets for each of the 8 research teams of the IGE on the basis of the 2018/2019 emissions, imposing a 10% reduction per year from 2020. Given the pandemic in 2020 and 2021, the reduction targets for professional travel were easily achieved (-81% and -64%) and the reduction in 2022 was -39% compared to 2018/2019 instead of the targeted -27%.

For all emission items (commuting, professional travel, heating, electricity, digital computing, purchasing, refrigerants), the reduction was -45% in 2020, -30% in 2021 and -15% in 2022. To consider the evolution of the number of people in the laboratory (and in the teams), the mean individual CFP has been defined as the ratio between the CO2 emissions and the number of people in the laboratory. The IGE's mean individual CFP was 7.22 tCO2e/person in 2018/2019 and 5.45 tCO2e/person in 2022 (for a target of 6.0 tCO2/person). It should be 3.61 tCO2e/person in 2030.

The strategy (the long-term reduction trajectory and the team-based reduction objectives) is well received by the IGE laboratory staff, even if some staff are still reluctant to any form of reduction. To ease its implementation and check whether it is being kept, a bimonthly monitoring of the teams’ emissions and the mean personal CFP was set up. The IGE also proposes participation in awareness-raising tools (La Fresque du Climat, Ma Terre en 180'). Significant changes in travel habits have followed. For instance, out of the 30 members of the IGE who come to the EGU in Vienna each year, 90% came by plane and 10% by train (a 20-hour long journey) in 2018/2019, and this ratio was 25% by plane and 75% by train in 2022.

To achieve our objective, further actions need to be identified to reduce the "purchase" and "digital computing" emission posts. What will help is that the insulation of the buildings was initiated in 2022, and the cold rooms which emitted a very strong greenhouse gas (refrigerant gas R508b) were changed in 2022 for a model operating with CO2.

How to cite: Pellarin, T., Champollion, N., Gratiot, N., Teran-Escobar, C., Ruin, I., Panthou, G., Hingray, B., Delaygue, G., Jager, E., Lamothe, A., Piton, G., Evin, G., Blanchet, J., Philippon, N., Philip, A., Martinerie, P., and Picard, G.: Reducing the carbon footprint of a public research laboratory in Geosciences. Assessing a reduction strategy built with laboratory members after a 3-year experimentation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13694, https://doi.org/10.5194/egusphere-egu23-13694, 2023.

EGU23-13910 | Orals | EOS4.1 | Highlight

Social production of ignorance – the role for geoscientists in addressing “undone science” 

Fiona Johnson, Philippa Higgins, Martin Andersen, Kirsty Howey, Matthew Kearnes, Stuart Khan, and Greg Leslie

In this presentation we discuss the role of geoscientists and engineers in advocating for improved civic science that can minimise the impacts of industrial and mining activities on the environment and downstream communities, with a particular focus on water-related impacts. We argue that, if not carefully designed, data collection, analyses and communication by geoscientists does not always contribute to the wider public good because the issues that communities care about are not addressed – so called “undone science”. A case study, focusing on the environmental impacts of the McArthur River mine (MRM) in a remote part of the Northern Territory, Australia, is used to highlight key issues that should inform civic science and lead to better outcomes for communities and the environment.

Despite thousands of pages of “data” about the MRM project and its impacts, we argue that this project is an example of the social production of ignorance – because the knowledge of the communities most impacted by the mine’s activities is not improved by the reporting and impact assessments associated with the project. Based on a temporal synthesis of independent monitoring reports of the McArthur River Mine which covered the period from 2007 to 2018, we identify three main lessons for improving civic science. Firstly, without adequate baseline monitoring prior to development, data collection during a project cannot satisfactorily assess impacts of a development. Baseline data is particularly important when seasonal and interannual variability is high. Baseline and ongoing monitoring programs should be co-designed with the community, so that what matters to the community is monitored (e.g. culturally important sites, contamination in animal species relevant to the community). Secondly, geoscientists and engineers need to partner with social scientists and local community organisations to ensure that communities are effectively informed about the impacts of development, focusing on the impacts that matter to communities, not just the impacts that are conveniently measured. Finally regulatory processes need to be improved to ensure that problems identified by geoscientists and engineers are addressed.

How to cite: Johnson, F., Higgins, P., Andersen, M., Howey, K., Kearnes, M., Khan, S., and Leslie, G.: Social production of ignorance – the role for geoscientists in addressing “undone science”, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13910, https://doi.org/10.5194/egusphere-egu23-13910, 2023.

EGU23-14085 | Posters virtual | EOS4.1

Carbon footprint and reduction initiatives in a French geosciences laboratory 

Laurent Jeanneau, Emilie Jardé, Anne-Laure Argentin, Annick Battais, Thomas Bernard, Alexandre Coche, Marion Fournereau, Frédérique Moreau, and Laure Guerit

The impact of our productivist societies on our environment is now clearly demonstrated. It is illustrated in particular by the alteration of biogeochemical flows, the erosion of biodiversity, the chemical pollution of environments, the anthropisation of soils, the alteration of the water cycle, the acidification of the oceans and climate change.

As higher education and research staff working at the interface between science and society, we are aware of the need for an environmental transition that can only be achieved by reducing our greenhouse gas emissions and our environmental impact. We do not believe that the content of our research justifies any form of exemption and are aware of the benefits of being exemplary. As a research lab, we are committed to participating in limiting the increase in the Earth's average temperature, ideally targeted at less than 1.5°C compared to the pre-industrial period. This objective requires achieving carbon neutrality by 2050.

From 2021 the Sustainable Development & Social Responsibility working group of the research laboratory “Géosciences Rennes” has been created (i) to determine the C footprint by using GES1.5 (Research Consortium labo1.5), (ii) to communicate and raising staff awareness of the climate emergency, (iii) to propose indicators for reducing the carbon footprint, (iv) to convey a message to the supervisory authorities to work on the various reduction items.

The calculated C footprint includes heating of buildings, electricity, purchase of goods and services, scientific missions and commutes. Between 2019 and 2021, the C footprint was 879, 520 and 708 T CO2eq, which corresponds to 5.8, 3.6 and 5.1 T CO2eq/person. The purchase of goods and services was the main item, representing 48 ± 8 % (mean ± SD) of the C footprint. Scientific missions represented 14 ± 9 % of the C footprint. Sanitary restrictions due to the covid pandemy induced a drastic decrease of the C footprint of scientific missions from 220 T CO2eq in 2019 to 43 T CO2eq in 2020.

Thanks to the GES1.5 toolkit, it is possible to identify the main emission items for a given laboratory and to design and quantify specific actions to collectively reduce the C footprint. These data were the corner stone of collaborative workshops to invent our low-carbon laboratory. This presentation will feature the data and the process of collective decision in “Géosciences Rennes” laboratory. These results highlight that achieving the European Union targets will require a rethinking of the way we do science. 

How to cite: Jeanneau, L., Jardé, E., Argentin, A.-L., Battais, A., Bernard, T., Coche, A., Fournereau, M., Moreau, F., and Guerit, L.: Carbon footprint and reduction initiatives in a French geosciences laboratory, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14085, https://doi.org/10.5194/egusphere-egu23-14085, 2023.

EGU23-14481 | Orals | EOS4.1

Project VECTOR – researching challenges to mining in Europe through a robust ethics structure. 

Chris Stockey, Sarah Gordon, Rose Clarke, and Emily Lewis and the VECTOR Partnership

VECTOR (Vectors to Accessible Critical Raw Material Resources in Sedimentary Basins) is an EU Horizon and UKRI co-funded research project assessing the social, technical, and environmental challenges to mining critical raw materials in Europe. Our commitment to geoethics is informed by the diverse partnership’s research expertise and our social science research. We will incorporate these learnings into all subsequent research and outreach programmes to promote good practice. Our dedicated ethics structure ensures that we put this commitment into practice. This approach to project ethics is a first for a Horizon Europe project.

Plans for decarbonisation presented in the EU Green Deal include achieving Net Zero by 2050 and reducing net greenhouse gas emissions by at least 55% by 2030 (compared to 1990 levels). Meeting the supply of renewable energy needed to achieve these goals requires a sharp increase in production, and a more responsible use, of critical raw materials. Recycling alone cannot meet the projected demand. Sourcing raw materials from inside the EU, where suitable environmental, social, and political regulations could be implemented, may be instrumental in securing an ethical provision of metals. However, mineral projects face complex social, environmental, and technical challenges in the EU. VECTOR will explore these challenges through social- and geoscience research, integrating the results of both research streams into easy-to-understand resources.

The VECTOR consortium is committed to ensuring the highest level of ethical standards during the project, with respect to both conduct and outputs. To put this commitment into practice, the VECTOR consortium has appointed an Ethics Advisor, responsible for advising the project on ethical matters and Chairing an Independent Ethics Committee, which will bring subject matter expertise to ethical deliberations. The Ethics Advisor and the Independent Ethics Committee sit within an ethics governance framework that interacts with, but is independent of, the Project governance framework. This ensures that ethical matters arising during the course of the Project are considered by expert, neutral third parties who are not otherwise directly invested in the Project, and that their advice is given due weight in Project decision making processes and practically implemented. This approach is a first for a Horizon Europe project, and one we hope will set the bar for strong ethical project management across the Horizon universe.

This will also be informed by our social science research to understand how stakeholders balance the ethical, social, economic, political, and environmental consequences of sourcing critical raw materials. The aim is to understand how levels of social acceptance influence attitudes, decisions and policy acceptance. Insights gained from this will inform good practice standards in our other research and be used to develop outreach tools targeting all stakeholder groups, informing their future decision making. These include policy makers and the much-overlooked public, as well as continued professional development pathways for geoscientists.

Taken together, our ethics structure and social science research provide a robust geoethics framework that will evolve with our new understandings and inform our work to investigate a socio-environmentally sustainable supply of raw materials.

How to cite: Stockey, C., Gordon, S., Clarke, R., and Lewis, E. and the VECTOR Partnership: Project VECTOR – researching challenges to mining in Europe through a robust ethics structure., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14481, https://doi.org/10.5194/egusphere-egu23-14481, 2023.

EGU23-14915 | ECS | Posters on site | EOS4.1

Is maximizing spatial resolution worth the computational cost? 

Yomna Eid and Edzer Pebesma

Link: https://docs.google.com/document/d/15788dfGPL5ehDaDsO7BsOKoGk3Bk7g2epKQ58HiYZVM/edit

The core of the modern data revolution is data centers: “the central nervous system of the 21st century,” [1] housing networking and storage equipment, and servers that enable services such as cloud computing. They consume increasing quantities of energy not only to run their operations, but also to cool down their servers. With advances in cloud computing and the growth of Internet services use, data centres are estimated to have the fastest growing carbon footprint from across the whole ICT sector.

Although the opportunities and risks of Big Data are often discussed in the geosciences, most of the literature and initiatives surprisingly neglect a crucial risk for sustainable development: the fact that the data revolution hampers sustainable development because of its environmental footprint. Therefore, the ability to quantify and project data centre energy use is a key energy and climate policy priority.

Remote sensing products present one of the highest storage-capacity demands, with imagery archives spanning petabytes. High- and very high-resolution remote sensing imagery has emerged as an important source of data for various geoscientific analysis, most of which are highly computationally taxing. With this trend in increasing spatial and temporal resolution, a crucial question remains - is the accuracy and overall quality of analysis results significantly impacted by substituting the standard high-resolution product with a less computationally-intensive, coarser-resolution one?

Emerging products such as the World Settlement Footprint [2] and Dynamic World [3] land use land cover maps, which are produced at very high temporal resolution (5 day) and spatial resolution (10 m). A generally accepted attitude is that developing products at higher resolutions is a legitimate scientific goal. However, the interest is often not which 10 m pixel changes land use and when exactly this happens, but rather how many pixels change land use over a larger area (a country, or basin) and over a larger time period (e.g. by year over a decade). For a few high resolution products we evaluate and report how such aggregated target quantities computed from lower spatial and temporal resolution data change the quality (accuracy) of the final product, and which resolutions still seem acceptable.

[1] Lucivero, F. Big Data, Big Waste? A Reflection on the Environmental Sustainability of Big Data Initiatives. Sci Eng Ethics 26, 1009–1030 (2020). https://doi.org/10.1007/s11948-019-00171-7

[2] Marconcini, M., Metz-Marconcini, A., Üreyen, S. et al. Outlining where humans live, the World Settlement Footprint 2015. Sci Data 7, 242 (2020). https://doi.org/10.1038/s41597-020-00580-5

[3] Brown, C.F., Brumby, S.P., Guzder-Williams, B. et al. Dynamic World, Near real-time global 10 m land use land cover mapping. Sci Data 9, 251 (2022). https://doi.org/10.1038/s41597-022-01307-4

How to cite: Eid, Y. and Pebesma, E.: Is maximizing spatial resolution worth the computational cost?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14915, https://doi.org/10.5194/egusphere-egu23-14915, 2023.

EGU23-15941 | Orals | EOS4.1 | Highlight

The UK Climate Resilience Programme (2019-2023) 

Suraje Dessai, Kate Lonsdale, Jason Lowe, Rachel Harcourt, and Peter Walton

Even with the successful implementation of the Paris agreement, a certain amount of climate change is now unavoidable over the next few decades and high warming levels by the end of the century cannot be ruled out. Therefore, urgent action is needed to build resilience and accelerate adaptation to climate variability and change. Informing the extensive range of actions needed to manage climate risks, reduce damage without exacerbating existing inequalities, and realise emerging opportunities, is a critical scientific and societal challenge. The UK has been at the forefront of climate adaptation policy with the Climate Change Act 2008 requiring the UK Government to conduct a five-yearly Climate Change Risk Assessment (CCRA) and National Adaptation Programme. Another important recent driver amongst UK organisations has been compliance with the Task Force on Climate-Related Financial Disclosures. The UK Climate Resilience (UKCR) Programme emerged as a response to these policy and societal needs. It aims to enhance the UK’s resilience to climate variability and change through frontier interdisciplinary research and innovation on climate risk, adaptation and services, working with stakeholders and end-users to ensure the research is useful and usable.

The UK Climate Resilience Programme, led by UK Research and Innovation and the UK Met Office and running from 2019 to 2023, has funded over 50 projects worth £19 million. It is part of the Strategic Priorities Fund initiative which provides research funding to develop strategically important research for the national government. Topics central to the programme’s research agenda have included improved characterisation and quantification of climate risks, enhanced understanding of the management of climate risks, and the development and delivery of climate services. Amongst its achievements, the programme has: developed a set of future UK socio-economic scenarios to be used alongside climate scenarios, delivered a step change in climate change risk assessment capability, and produced a roadmap for the development and implementation of UK climate services. It has funded arts and community based projects and pioneered an embedded researchers scheme in which the researcher collaborates with a host organisation to address their real world needs. The programme has also developed a more coherent community of climate resilience researchers and practitioners in the UK.

In this talk we will provide an overview of the programme, focusing on the nexus between UKCR–funded research, and UK policy and practice. For example, we will consider how the national CCRA process shaped the programme’s research agenda while at the same time the availability of research sets the parameters of risk assessments. We will also provide examples of co-production undertaken by researchers and practitioners and comment on what can be achieved in terms of societal resilience when there is collaboration on shared objectives. This programme is unique in dedicating significant time, funding and other resources to researching national resilience while working in close partnership with the national government. We anticipate that our learnings from this process will be of interest to other researchers, as well as policy makers and practitioners who work with researchers on climate resilience issues.

How to cite: Dessai, S., Lonsdale, K., Lowe, J., Harcourt, R., and Walton, P.: The UK Climate Resilience Programme (2019-2023), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15941, https://doi.org/10.5194/egusphere-egu23-15941, 2023.

EGU23-15959 | Posters on site | EOS4.1 | Highlight

Changing the narrative: the hidden histories of British colonial mineral exploitation in Africa 

Dr Munira Raji, Dr Rebecca Williams, Dr Anya Lawrence, Dr Nicholas Evans, Professor Trevor Burnard, Dr M. Satish Kumar, Keely Mills, Steven Rogers, Catharine Souch, George Jameson, Jacqui Houghton, and Natasha Dowey

At the height of colonial Europe, during the late 18th century, many of the principles, theories, laws and practices that shape the (Western) academic discipline of Earth Science were established. However, during this imperial production of knowledge, there was little reference to or acknowledgement of any pre-existing geological knowledge. The legacy of colonialism is perpetuated through many modern Earth Science practices and education activities, and the influence of this legacy adds to the perception of Earth Science as a white, western-dominated subject and the erasure and dismissal of other geological knowledge. This project explores the unacknowledged local geological knowledge and labour upon which the foundational institutions of Earth Science are built and how this legacy creates modern-day exploitation, unethical behaviour and inequity in our discipline. 

 

We uncover some of the hidden histories of colonial mineral exploitation, including the role of British geologists and geological institutions in expanding colonial rule in Africa and how local geological knowledge and local guides underpinned the activities of the colonial geological surveys. British mineral exploitation in Africa started in the seventeenth century with a series of expeditions by pioneer British geologists and prospectors into South Africa's interior to make preliminary observations and geological surveys for minerals. More expeditions to other parts of Africa followed in the eighteenth century. During the late eighteenth century, many of the principles, theories, laws and practices that shaped the academic discipline of Earth Science were established in parallel to colonial expansion. The British Empire sustained a programme of exploratory geological surveys and activities directly linked with mapping the geological features to locate and discover economic mineral resources to fuel the British economy and industrialise the British Empire. Exploitable deposits of coal, copper, iron and limestone's essential smelting flux were vital for the long-term development of steamship lines, railways, and industry. 

 

At the end of the First World War, the British government promoted and intensified geological surveys in several British Empire territories – Uganda, Sierra Leone and Nigeria in 1918, Tanzania in 1925 and Kenya in 1933. Some pioneer British geologists were heralded for their pioneering work and credited with the discovery of economically significant minerals in Africa. Our archival investigation reveals many of these mineral resources were already used and mined locally and that local knowledge underpinned these resource 'discoveries' and local people were used as field assistants, guides, carriers, labourers, and camp guides. These pioneer geologists relied on the colonial structure to obtain information from natives central to fieldwork, mineral investigation, and discoveries. Still, history has omitted the contributions of the natives involved in these mineral discoveries and the acknowledgement of any local geological knowledge. Perhaps it is time to change the narrative from one of discovery to one of exploitation. As a discipline, by reckoning with the colonial legacy of our past, we can seek to normalise working with local knowledge and knowledge outside the boundaries of (western) Earth Science, leading to ethical,  equitable, interdisciplinary work, better preparing the discipline for current global challenges.

How to cite: Raji, D. M., Williams, D. R., Lawrence, D. A., Evans, D. N., Burnard, P. T., Kumar, D. M. S., Mills, K., Rogers, S., Souch, C., Jameson, G., Houghton, J., and Dowey, N.: Changing the narrative: the hidden histories of British colonial mineral exploitation in Africa, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15959, https://doi.org/10.5194/egusphere-egu23-15959, 2023.

EGU23-16302 | Orals | EOS4.1 | Highlight

An Ethical Framework for Climate Intervention Research and Potential Scaling 

Billy Williams, Brooks Hanson, Raj Pandya, Janice LaChance, and Mark Shimamoto

Climate change is a global threat. As such, scientific and technology organizations and funders are increasingly devoting attention and resources to climate intervention research and, in some cases, already pursuing large-scale testing. Climate intervention measures include carbon dioxide removal and solar radiation management. The U.S. National Academy of Sciences and many other authoritative bodies have called for "a code of conduct" and governance structure to guide the research, potential scaling and possible deployment of these intervention measures.  This presentation will discuss a global initiative facilitated by AGU to help establish and gain support for an ethical framework to help guide such efforts, and to include various practical, ethical and governance considerations of potential climate intervention technologies to be considered before deciding potential scaled deployment of such measures – including climate justice considerations and representation.  Preliminary ethical framework modules and global engagement processes currently underway will be discussed.

How to cite: Williams, B., Hanson, B., Pandya, R., LaChance, J., and Shimamoto, M.: An Ethical Framework for Climate Intervention Research and Potential Scaling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16302, https://doi.org/10.5194/egusphere-egu23-16302, 2023.

EGU23-16734 | Orals | EOS4.1

Impact of the COVID19 crisis on changes in business travel and the associated carbon footprint. Case study of a French scientific research institute. 

Christophe Peugeot, Grolleau Dany, Play Caroline, Sultan Benjamin, Hernandez Valeria, Janicot Serge, and Tramblay Yves

The French National Research Institute for Sustainable Development (IRD) is a multidisciplinary academic organisation working in partnership with countries in the Mediterranean and intertropical zone. Through sustainability science, IRD is committed to achieving the Sustainable Development Goals. Because of its missions, the IRD has a particular footprint linked to the activities of its agents (2100 employees in 2020) and partners, who travel between France and the rest of the world.

The COVID19 health crisis has forced changes in work habits. This study aims to analyze the impact of these changes on carbon emissions. All business trips of IRD employees and partners in the period 2017-2022 were collected in an anonymized database (aboout 67,000 entries), which describes trips, mode of transportation, reasons for travel, and traveler status.

The annual number of trips dropped sharply during the health crisis, from an average of 14,000/year in 2017-2019 to less than 6,000 in 2022 (-60%). Associated carbon emissions dropped by 70%. Starting in 2021, the number of trips increased to about 90% of pre-covid levels in 2022. However, while the share of air travel in total travel has decreased slightly in 2022 compared to 2017-2019, the share of car travel has increased sharply over the past three years, at the expense of train travel, which remains less used than before COVID. On a finer scale, the share of each mode of transport (and therefore the associated footprint) differs markedly according to the regions in which the research teams work, depending on the type of activity and the modes of transport available (e.g. rail travel mainly in Europe, field campaigns mainly by car).

The analysis highlights that the few trips authorized in 2020 and 2021 were primarily for overseas field activities or mobilities, to and from France. These activities, which cannot be replaced by videoconferencing and which constitute the core of IRD's activity, have been prioritized. The widespread use of videoconferencing has reduced the need for travel, especially for meetings and conferences. This is likely accompanied by an increase in virtual meetings, the associated footprint of which is not assessed here.

Traveling less, using videoconferencing when possible, or pooling several objectives for a single trip are trends that seem to emerge from our analysis. It is interesting to note that they are consistent with the actions proposed by research teams engaged in footprint reduction strategies, as highlighted for example by the serious game "Ma Terre en 180'" or the national survey of the Labo1point5 group.

Our analysis, with only one year without travel restrictions (2022), must be consolidated over a longer period (at least 3 years) to assess the sustainability of practice changes and their impact on IRD's carbon footprint. These results will serve as guidelines to define the necessary actions to reduce the environmental footprint of IRD research activities.

How to cite: Peugeot, C., Dany, G., Caroline, P., Benjamin, S., Valeria, H., Serge, J., and Yves, T.: Impact of the COVID19 crisis on changes in business travel and the associated carbon footprint. Case study of a French scientific research institute., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16734, https://doi.org/10.5194/egusphere-egu23-16734, 2023.

We desire to know out of different motivations. According to Aristotle, scientists can feel happy or eudaimon when they fulfill the final cause of humans, reasoning, by providing knowledge. Freud argued that infants start to learn in order to distinguish between conditions that cause them pain or pleasure. We want to increase chances of achieving desired outcomes and avoiding undesired outcomes of our decisions by understanding causalities between events and predicting future events. In Geoscientific contexts, we may want to understand nature in order to satisfy different desires such as physical and psychological comforts, ethical dignity and continuation of existence, which are inseparable from but also conflict often against each other. We seek optimal decisions by means of the Geoscientific knowledge amidst the conflicting desires and natural conditions that hamper the desires.

All formations in the universe and all our perceptions are impermanent. Buddhism views that the course of life in which one is born, ages, gets ill and dies is suffering, if one clings to satisfactions, existence or non-existence as they are impermanent. A human being is seen in Buddhism as an ever-changing flux comprised of body (rupa in Pali language), senses (vedana), perceptions (sanna), volitions (sankhara) and consciousness (vinnana), or the five aggregates (khandha). Lasting peacefulness can be experienced when one understands the impermanence of its five aggregates, or selflessness (sunnata), which is a goal of Buddhist practices.

From this Buddhist perspective, satisfactions of material needs provided by Geoscience do not last permanently. Geoscience may help humans satisfy their basic needs, but the standards of basic needs seem to be ever-growing, influenced often by materialism which overlooks spiritual sources of happiness and technocentric hopes for sustainability in the future. According to Buddhism, our experiences and actions (kamma) condition our perceptions, volitions and habits, and reifying them as constant or substantial leads us to assume that certain desires ‘ought’ to be met as basic living standards. However, such standards are subjective judgements that cannot be justified by factual propositions in ‘is’ forms.

It can be satisfying for scientists to perform their professional tasks of providing knowledge required for fulfilling the human needs. However, epistemic and aleatory uncertainties in Geoscience can frustrate their desire to know. Geoscientists may suffer from the frustration, if they cling to their tasks and desires, failing to see satisfactions as impermanent and uncertainties as natural processes.

It is important to note that Buddhism does not compel dogmatically ascetic life styles or nihilistic worldviews but suggests ways to cease suffering. The Threefold Training (ethics, mindfulness and wisdom), the practice methods of Buddhism, can be applied in pursuing Geoscience as opportunities to experience lasting peacefulness. Scientists can create peaceful conditions by helping others with their knowledge, and let go of their reification and desires through mindfulness and the Buddhist ontology. Studying human desires and providing honest information about uncertainties and physical boundaries of satisfying the desires would be also parts of the practice.

How to cite: Jung, H.: Buddhist thoughts on frustration of the desire the know in Geoscience, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17116, https://doi.org/10.5194/egusphere-egu23-17116, 2023.

EGU23-17583 | Orals | EOS4.1

Inform international institutions for interdisciplinary development strategies linking nutrition enhancement and climate change adaptation 

Giulia Galluccio, Chiara Trozzo, Monia Santini, Marta Antonelli, and Océane Espin

Climate change and malnutrition, that includes undernutrition as well as micronutrient deficiency and overweight, are among the greatest issues in the 21st century. Acting in synergy, each of these dynamics aggravates the effects of the other, creating complex and compounding impacts that increase particularly the vulnerability of the poorest people. This so-called climate and nutrition nexus can be broadly described as the fact that climate change poses a serious threat to global nutrition security, while current food systems are contributing significantly to this warming dynamic and malnutrition is reducing people’s ability to cope with the induced changes. Therefore, climate information and science are crucial to inform both international funding institutions (especially their investment portfolios) and local decision-makers in the design and selection of comprehensive, effective and innovative strategies and actions to adapt and cope with climate change and therefore advance sustainable development at all scales.

Regarding this topic, we carried out a consultancy project funded by the ASAP II programme of the International Fund for Agricultural Development (IFAD) to inform its investment portfolio on the design and implementation of interdisciplinary development strategies linking nutrition enhancement and climate change adaptation. We reviewed and analysed 7 selected IFAD ‘climate related and nutrition-sensitive projects’ in Latin America and the Caribbean. The identification of best practices and lessons learned to be cultivated, scaled-up and even mainstreamed in future projects will encourage the sustainable transformation of the food systems, increase the climate resilience of the population and fight inequalities in the region.

Our work was articulated in three stages. Firstly, a wide literature review of scientific articles and other relevant documents published to date on the climate and nutrition nexus has been carried out, as well as a review of all related project documentation. This primary data collection and analysis has been complemented by conducting semi-structured interviews with key stakeholders from the projects. As part of this study, a two-day peer-to-peer sharing event was organised to assess the know-how accumulated by the participants and aimed to create an environment conducive to the exchange of knowledge and experiences, as well as to present and validate preliminary research results.

Our results are compiled in a practical guidebook that focuses on 9 main themes. The analysis allowed us to identify adaptation knowledge and solutions coming directly from the field and tested during the projects. The added value of considering the climate and nutrition nexus is to point out the numerous co-benefits of actions and practices which can both contribute to climate change mitigation and adaptation, and to the promotion of sustainable agricultural systems and healthy diets. The majority of the solutions identified concern: the consideration of the most vulnerable communities and populations, and in particular the empowerment of women, youth and indigenous people; governance and organisation from the global scale with South-South cooperation to the household level; and finally, the use of information from both traditional knowledge and more technical studies, as well as the implementation of climate-smart and nutrition-sensitive agriculture practices.

How to cite: Galluccio, G., Trozzo, C., Santini, M., Antonelli, M., and Espin, O.: Inform international institutions for interdisciplinary development strategies linking nutrition enhancement and climate change adaptation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17583, https://doi.org/10.5194/egusphere-egu23-17583, 2023.

In most places on the planet vegetation thrives: it is known as “greening Earth”. However in certain regions, especially in the Arctic, there are areas exhibiting a browning trend. This phenomenon is well known but not fully understood yet, and grasping its impact on local ecosystems requires involvement of scientists from different disciplines, including social sciences and humanities, as well as local populations. Here we focus on the Troms and Finnmark counties in northern Norway to assess the extent of the problem and any link with local environmental conditions as well as potential impacts. 

We have chosen to adopt an open and collaborative process and take advantage of the services offered by RELIANCE on the European Open Science Cloud (EOSC). RELIANCE delivers a suite of innovative and interconnected services that extend the capabilities of the European Open Science Cloud (EOSC) to support the management of the research lifecycle within Earth Science Communities and Copernicus Users. The RELIANCE project has delivered 3 complementary  technologies: Research Objects (ROs), Data Cubes and AI-based Text Mining. RoHub is a Research Object management platform that implements these 3 technologies and enables researchers to collaboratively manage, share and preserve their research work. 

We will show how we are using these technologies along with EGI notebooks to work open and share an executable Jupyter Notebook that is fully reproducible and reusable. We use a number of Python libraries from the Pangeo software stack such as Xarray, Dask and Zarr. Our Jupyter Notebook is bundled with its computational environment, datacubes and related bibliographic resources in an executable Research Object. We believe that this approach can significantly speed up the research process and can drive it to more exploitable results. 

Up to now, we have used indices derived from satellite data (in particular Sentinel-2) to assess how the vegetation cover in Troms and Finnmark counties has changed. To go a bit further we are investigating how to relate such information to relevant local parameters obtained from meteorological reanalysis data (ERA5 and ERA5-land from ECMWF). That should give a good basis for training an Artificial Intelligence algorithm and testing it, with the objective of getting an idea about the possibility of “predicting” what is likely to happen in the near future with certain types of vegetation like mosses and lichens which are essential for local populations and animals.

How to cite: Iaquinta, J. and Fouilloux, A.: Using FAIR and Open Science practices to better understand vegetation browning in Troms and Finnmark (Norway), EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2579, https://doi.org/10.5194/egusphere-egu23-2579, 2023.

EGU23-3639 | Orals | ESSI2.8

Data Proximate Computation; Multi-cloud approach on European Weather Cloud and Amazon Web Services  

Armagan Karatosun, Michael Grant, Vasileios Baousis, Duncan McGregor, Richard Care, John Nolan, and Roope Tervo

Although utilizing the cloud infrastructure for big data processing algorithms is increasingly common, the challenges of utilizing cloud infrastructures efficiently and effectively are often underestimated. This is especially true in multi-cloud scenarios where data are available only on a subset of the participating clouds. In this study, we have iteratively developed a solution enabling efficient access to ECMWF’s Numerical Weather Prediction (NWP) and EUMETSAT’s satellite data on the European Weather Cloud [1], in combination with UK Met Office assets in Amazon Web Services (AWS), in order to provide a common template for multi-cloud processing solutions in meteorological application development and operations in Europe.  

Dask [2] was chosen as the computing framework due to its widespread use in the meteorological community, its ability to automatically spread processing, and its flexibility in changing how workloads are distributed across physical or virtualized infrastructures while maintaining scalability. However, the techniques used here are generally applicable to other frameworks. The primary limitation in using Dask is that all nodes should be able to intercommunicate freely, which is a serious limitation when nodes are distributed over multiple clouds. Although it is possible to route between multiple cloud environments over the Internet, this introduces considerable administrative work (firewalls, security) as well as networking complexities (e.g., due to extensive use of potentially-clashing private IP ranges and NAT in clouds, or cost for public IPs). Virtual Private Networks (VPNs) can hide these issues, but many use a hub-and-spokes model, meaning that communications between workers pass through a central hub. By use of a mesh network VPN (WireGuard) between clusters using IPv6 private addressing, all these difficulties can be avoided, in addition to providing a simplified network addressing scheme with extremely high scalability. Another challenge was to ensure the Dask worker nodes were aware of data locality, both in terms of placing work near data and in terms of minimizing transfers. Here, the UK Met Office’s work on labeling resource pools (in this case, data) and linking scheduling decisions to labels was the key. 

In summary, by adapting Dask's concept of resourcing [3] into resource pools [4], building an automated start-up process, and effectively utilizing self-configuring IPv6 VPN mesh networks, we managed to provide a “cloud-native” transient model where all resources can be easily created and disposed of as needed. The resulting “throwaway” multi-cloud Dask framework is able to efficiently place processing on workers proximate to the data while minimizing necessary data traffic between clouds, thus achieving results more quickly and cheaper than naïve implementations, and with a simple, automated setup suitable for meteorological developers. The technical basis of this work was published on the Dask blog [5] but is covered more holistically here, particularly regarding the application side and challenges of developing cloud-native applications which can effectively utilize modern multi-cloud environments, with future applicability to distributed (e.g., Kubernetes) and serverless computing models. 

References: 

[1] https://www.europeanweather.cloud 
[2] https://www.dask.org 
[3] https://distributed.dask.org/en/stable/resources.html
[4] https://github.com/gjoseph92/dask-worker-pools  
[5] https://blog.dask.org/2022/07/19/dask-multi-cloud  

How to cite: Karatosun, A., Grant, M., Baousis, V., McGregor, D., Care, R., Nolan, J., and Tervo, R.: Data Proximate Computation; Multi-cloud approach on European Weather Cloud and Amazon Web Services , EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3639, https://doi.org/10.5194/egusphere-egu23-3639, 2023.

The National Oceanic and Atmospheric Administration (NOAA) established the Earth Prediction Innovation Center (EPIC) to be the catalyst for community research and modeling focused on informing and accelerating advances in our nation’s operational NWP forecast modeling systems. The Unified Forecast System (UFS) is a community-based, coupled, comprehensive Earth modeling system. The UFS numerical applications span local to global domains and predictive time scales from sub-hourly analyses to seasonal predictions. It is designed to support the Weather Enterprise and to be the source system for NOAA‘s operational numerical weather prediction applications. EPIC applies an open-innovation and open-development framework that embraces open-source code repositories integrated with automated Continuous Integration/Continuous Deployment (CI/CD) pipelines on cloud and on-prem HPCs. EPIC also supports UFS public releases, tutorials and training opportunities (e.g., student workshops, hackathons, and codesprints), and advanced user support via a virtual community portal (epic.noaa.gov). This framework allows community developers to track the status of their contributions, and facilitate rapid incorporation of innovation by implementing consistent and transparent, standardized and community-driven validation and verification tests. In this presentation, I will demonstrate capabilities in the EPIC framework using the UFS Short-range Weather (SRW) Application as an example in the follow aspects:

  • Public Releases of a Cloud-ready UFS SRW application with a scalable container following a modernize continuous release paradigm 
  • Test cases for challenging forecast environments released with datasets
  • Training and Tutorials for users and developers
  • Baseline for benchmarking in skill and computation on cloud HPCs , and
  • An Automated CI/CD pipeline to enable seamless transition to operations

How to cite: Huang, M.: An Open-innovation and Open-development Framework for the Unified Forecast System Powered by the Earth Prediction Innovation Center, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3738, https://doi.org/10.5194/egusphere-egu23-3738, 2023.

EGU23-4298 | Orals | ESSI2.8

BUILDSPACE: Enabling Innovative Space-driven Services for Energy Efficient Buildings and Climate Resilient Cities 

Stamatia Rizou, Vaggelis Marinakis, Gema Hernández Moral, Carmen Sánchez-Guevara, Luis Javier Sánchez-Aparicio, Ioannis Brilakis, Vasileios Baousis, Tijs Maes, Vassileios Tsetsos, Marco Boaria, Piotr Dymarski, Michail Bourmpos, Petra Pergar, and Inga Brieze

BUILDSPACE aims to couple terrestrial data from buildings (collected by IoT platforms, BIM solutions and other) with aerial imaging from drones equipped with thermal cameras and location annotated data from satellite services (i.e., EGNSS and Copernicus) to deliver innovative services for the building and urban stakeholders and support informed decision making towards energy-efficient buildings and climate resilient cities. The platform will allow integration of these heterogeneous data and will offer services at building scale, enabling the generation of high fidelity multi-modal digital twins and at city scale providing decision support services for energy demand prediction, urban heat and urban flood analysis. The services will enable the identification of environmental hotspots that increase pressure to local city ecosystems and raise probability for natural disasters (such as flooding) and will issue alerts and recommendations for action to local governments and regions (such as the support of policies for building renovation in specific vulnerable areas). BUILDSPACE services will be validated and assessed in four European cities with different climate profiles. The digital twin services at building level will be tested during the construction of a new building in Poland, and the city services validating the link to digital twin of buildings will be tested in 3 cities (Piraeus, Riga, Ljubljana) across EU. BUILDSPACE will create a set of replication guidelines and blueprints for the adoption of the proposed applications in building resilient cities at large. 

How to cite: Rizou, S., Marinakis, V., Hernández Moral, G., Sánchez-Guevara, C., Sánchez-Aparicio, L. J., Brilakis, I., Baousis, V., Maes, T., Tsetsos, V., Boaria, M., Dymarski, P., Bourmpos, M., Pergar, P., and Brieze, I.: BUILDSPACE: Enabling Innovative Space-driven Services for Energy Efficient Buildings and Climate Resilient Cities, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4298, https://doi.org/10.5194/egusphere-egu23-4298, 2023.

EGU23-5807 | Orals | ESSI2.8

The EuroHPC Center of Excellence for Exascale in Solid Earth 

Arnau Folch, Josep DelaPuente, Antonio Costa, Benedikt Halldórson, Jose Gracia, Piero Lanucara, Michael Bader, Alice-Agnes Gabriel, Jorge Macías, Finn Lovholt, Vadim Montellier, Alexandre Fournier, Erwan Raffin, Thomas Zwinger, Clea Denamiel, Boris Kaus, and Laetitia le Pourhiet

The second phase (2023-2026) of the Center of Excellence for Exascale in Solid Earth (ChEESE-2P), funded by HORIZON-EUROHPC-JU-2021-COE-01 under the Grant Agreement No 101093038, will prepare 11 European flagship codes from different geoscience domains (computational seismology, magnetohydrodynamics, physical volcanology, tsunamis, geodynamics, and glacier hazards). Codes will be optimised in terms of performance on different types of accelerators, scalability, containerisation, and continuous deployment and portability across tier-0/tier-1 European systems as well as on novel hardware architectures emerging from the EuroHPC Pilots (EuPEX/OpenSequana and EuPilot/RISC-V) by co-designing with mini-apps. Flagship codes and workflows will be combined to farm a new generation of 9 Pilot Demonstrators (PDs) and 15 related Simulation Cases (SCs) representing capability and capacity computational challenges selected based on their scientific importance, social relevance, or urgency. The SCs will produce relevant EOSC-enabled datasets and enable services on aspects of geohazards like urgent computing, early warning forecast, hazard assessment, or fostering an emergency access mode in EuroHPC systems for geohazardous events including access policy recommendations. Finally, ChEESE-2P will liaise, align, and synergise with other domain-specific European projects on digital twins and longer-term mission-like initiatives like Destination Earth.

How to cite: Folch, A., DelaPuente, J., Costa, A., Halldórson, B., Gracia, J., Lanucara, P., Bader, M., Gabriel, A.-A., Macías, J., Lovholt, F., Montellier, V., Fournier, A., Raffin, E., Zwinger, T., Denamiel, C., Kaus, B., and le Pourhiet, L.: The EuroHPC Center of Excellence for Exascale in Solid Earth, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-5807, https://doi.org/10.5194/egusphere-egu23-5807, 2023.

EGU23-6768 | ECS | Orals | ESSI2.8

SarXarray: an Xarray extension for SLC SAR data processing 

Ou Ku, Francesco Nattino, Meiert Grootes, Pranav Chandramouli, and Freek van Leijen

Satellite-based Interferometric Synthetic Aperture Radar (InSAR) plays a significant role for numerous surface motion monitoring applications, e.g. civil-infrastructure stability, hydrocarbons extraction, etc. InSAR monitoring is based on a coregistered stack of Single Look Complex (SLC) SAR images. Due to the long temporal coverage, broad spatial coverage and high spatio-temporal resolution of an SLC SAR stack, handling it in an efficient way is a common challenge within the community. Aiming to meet this need, we present SarXarray: an open-source Xarray extension for SLC SAR stack processing. SarXarray provides a Python interface to read and write a coregistered stack of SLC SAR data, with basic SAR processing functions. It utilizes Xarray’s support on labeled multi-dimensional datasets to stress the space-time character of an SLC SAR stack. It also leverages Dask to perform lazy evaluation of the operations. SarXarray can be integrated to existing Python workflows in a flexible way. We provide a case study of creating a SAR Mean Reflectivity Map to demonstrate the functionality of SarXarray.

How to cite: Ku, O., Nattino, F., Grootes, M., Chandramouli, P., and van Leijen, F.: SarXarray: an Xarray extension for SLC SAR data processing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6768, https://doi.org/10.5194/egusphere-egu23-6768, 2023.

EGU23-6857 | ECS | Posters on site | ESSI2.8

Convergence of HPC, Big Data and Machine Learning for Earth System workflows 

Donatello Elia, Sonia Scardigno, Alessandro D'Anca, Gabriele Accarino, Jorge Ejarque, Francesco Immorlano, Daniele Peano, Enrico Scoccimarro, Rosa M. Badia, and Giovanni Aloisio

Typical end-to-end Earth System Modelling (ESM) workflows rely on different steps including data pre-processing, numerical simulation, output post-processing, as well as data analytics and visualization. The approaches currently available for implementing scientific workflows in the climate context do not properly integrate the entire set of components into a single workflow and in a transparent manner. The increasing usage of High Performance Data Analytics (HPDA) and Machine Learning (ML) in climate applications further exacerbate the issues. A more integrated approach would allow to support next-generation ESM and improve the workflow in terms of execution and energy consumption.

Moreover, a seamless integration of components for HPDA and ML into the ESM workflow will open the floor to novel applications and support larger scale pre- and post-processing. However, these components typically have different deployment requirements spanning from HPC (for ESM simulation) to Cloud computing (for HPDA and ML). It is paramount to provide scientists with solutions capable of hiding the technical details of the underlying infrastructure and improving workflow portability.

In the context of the eFlows4HPC project, we are exploring the use of innovative workflow solutions integrating approaches from HPC, HPDA and ML for supporting end-to-end ESM simulations and post-processing, with a focus on extreme events analysis (e.g., heat waves and tropical cyclones). In particular, the envisioned solution exploits PyCOMPSs for the management of parallel pipelines, task orchestration and synchronization, as well as PyOphidia for climate data analytics and ML frameworks (i.e., TensorFlow) for data-driven event detection models. This contribution presents the approaches being explored in the frame of the project to address the convergence of HPC, Big Data and ML into a single end-to-end ESM workflows.

How to cite: Elia, D., Scardigno, S., D'Anca, A., Accarino, G., Ejarque, J., Immorlano, F., Peano, D., Scoccimarro, E., Badia, R. M., and Aloisio, G.: Convergence of HPC, Big Data and Machine Learning for Earth System workflows, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6857, https://doi.org/10.5194/egusphere-egu23-6857, 2023.

EGU23-6960 | Orals | ESSI2.8

Remote Sensing Deployable Analysis environmenT 

Pranav Chandramouli, Francesco Nattino, Meiert Grootes, Ou Ku, Fakhereh Alidoost, and Yifat Dzigan

Remote-sensing (RS) and Earth observation (EO) data have become crucial in areas ranging from science to policy, with their use expanding beyond the ‘usual’ fields of geosciences to encompass ‘green’ life sciences, agriculture, and even social sciences. Within this context, the RS-DAT project has developed and made available a readily deployable framework enabling researchers to scale their analysis of EO and RS data on HPC systems and associated storage resources. Building on and expanding the established tool stack of the Pangeo Community, the framework integrates tools to access, retrieve, explore, and process geospatial data, addressing common needs identified in the EO domain. On the computing side RS-DAT leverages Jupyter (Python), which provides users a web-based interface to access (remote) computational resources, and Dask, which enables to scale analysis and workflows to large computing systems. Both Jupyter and Dask are well-established tools in the Pangeo community and can be deployed in several ways and on different infrastructures. RS-DAT provides an easy-to-use deployment framework for two targets: the generic case of SLURM-based HPC systems (for example, Dutch Supercomputer Snellius/Spider) which offer flexibility in computational resources; and the special case of an ansible-based cloud-computing infrastructure (Surf Research Cloud (SRC)) which is more straight-forward for the user but less flexible. Both these frameworks enable the easy scale-up of workflows, using HPCs, to access, manipulate and process large-scale datasets as commonly found in EO. On the data access and storage side RS-DAT integrates two python packages, STAC2dCache and dCacheFS, which were developed to facilitate data retrieval from online STAC catalogs (STAC2dCache) and its storage on the HPC system or local mass storage, specifically dCache.  This ensures efficient computation for large-scale analyses where data retrieval and handling can cause significant bottlenecks. User-defined input/output to Zarr file format is also supported within the framework. We present an application of the tools developed to the calculation of leaf-spring indices for North America using the Daymet dataset at a 1km resolution for 42 years (~940 GiB, completed in under 5 hours using 60 cores on the Dutch supercomputing system) and look forward to on-going work integrating both deployment targets in the case of the Dutch HPC ecosystem.

How to cite: Chandramouli, P., Nattino, F., Grootes, M., Ku, O., Alidoost, F., and Dzigan, Y.: Remote Sensing Deployable Analysis environmenT, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6960, https://doi.org/10.5194/egusphere-egu23-6960, 2023.

With the amount of high resolution earth observation data available it is not feasible anymore to do all analysis on local computers or even local cluster systems. To achieve high performance for out-of-memory datasets we develop the YAXArrays.jl package in the Julia programming language. YAXArrays.jl provides both an abstraction over chunked n-dimensional arrays with labelled axes and efficient multi-threaded and multi-process computation on these arrays.
In this contribution we would like to present the lessons we learned from scaling an analysis of high resolution Sentinel-1 time series
data. By bringing a Sentinel-1 change detection use case which has been performed on a small local area of interest to a whole region we test the ease and performance of distributed computing on the European Open Science Cloud (EOSC) in Julia.

How to cite: Gans, F. and Cremer, F.: Scaling up a Sentinel 1 change detection pipeline using the Julia programming language, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7825, https://doi.org/10.5194/egusphere-egu23-7825, 2023.

EGU23-8096 | ECS | Posters on site | ESSI2.8

Spatio-Temporal Asset Catalog (STAC) for in-situ data 

Justus Magin and Tina Odaka

In order to make use of a collection of datasets – for example, scenes from a SAR satellite – more efficient, it is important to be able to search for datasets relevant for a specific application. In particular, one might want to search for a specific period in time, for the spatial extent, or perform searches over multiple collections together.

For SAR data or data obtained from optical satellites, Spatio-Temporal Asset Catalogs (STAC) have become increasingly popular in the past few years. Defined as JSON and backed by databases with geospatial extensions, STAC servers (endpoints) have the advantage of being efficient, language-agnostic and following a standardized API.

Just like satellite scenes, in-situ data is growing in size very quickly and thus would benefit from being catalogued. However, the sequential nature of in-situ data and its sparse distribution in space makes it difficult to fit into STAC's standard model.

In the session, we present a experimental STAC extension that defines the most common properties of in-situ data as identified from ArgoFloat and  biologging data.

How to cite: Magin, J. and Odaka, T.: Spatio-Temporal Asset Catalog (STAC) for in-situ data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8096, https://doi.org/10.5194/egusphere-egu23-8096, 2023.

EGU23-8756 | Posters on site | ESSI2.8

Pangeo framework for training: experience with FOSS4G, the CLIVAR bootcamp and the eScience course 

Anne Fouilloux, Pier Lorenzo Marasco, Tina Odaka, Ruth Mottram, Paul Zieger, Michael Schulz, Alejandro Coca-Castro, Jean Iaquinta, and Guillaume Eynard Bontemps

The ever increasing number of scientific datasets made available by authoritative data providers (NASA, Copernicus, etc.) and provided by the scientific community opens new possibilities for advancing the state of the art in many areas of the natural sciences. As a result, researchers, innovators, companies and citizens need to acquire computational and data analysis skills to optimally exploit these datasets. Several educational programs dispense basic courses to students, and initiatives such as “The Carpentries” (https://carpentries.org/) complement this offering but also reach out to established researchers to fill the skill gap thereby empowering them to perform their own data analysis. However, most researchers find it challenging to go beyond these training sessions and face difficulties when trying to apply their newly acquired knowledge to their own research projects. To this regard, hackathons have proven to be an efficient way to support researchers in becoming competent practitioners but organising good hackathons is difficult and time consuming. In addition, the need for large amounts of computational and storage resources during the training and hackathons requires a flexible solution. Here, we propose an approach where researchers  work on realistic, large and complex data analysis problems similar to or directly part of  their research work. Researchers access an infrastructure deployed on the European Ocean Science Cloud (EOSC)  that supports intensive data analysis (large compute and storage resources). EOSC is a European Commission initiative for providing a federated and open multi-disciplinary environment where data, tools and services can be shared, published, found and re-used. We used jupyter book for delivering a collection of FAIR training materials for data analysis relying on Pangeo EOSC deployments as its primary computing platform. The training material (https://pangeo-data.github.io/foss4g-2022/intro.html, https://pangeo-data.github.io/clivar-2022/intro.html, https://pangeo-data.github.io/escience-2022/intro.html) is customised (different datasets with similar analysis) for different target communities and participants are taught the usage of Xarray, Dask and more generally how to efficiently access and analyse large online datasets. The training can be completed by group work where attendees can work on larger scale scientific datasets: the classroom is split into several groups. Each group works on different scientific questions and may use different datasets. Using the Pangeo (http://pangeo.io) ecosystem is not always new for all attendees but applying Xarray (http://xarray.pydata.org)  and Dask (https://www.dask.org/) on actual scientific “mini-projects” is often a showstopper for many researchers. With this approach, attendees have the opportunity to ask questions, collaborate with other researchers as well as Research Software Engineers, and apply Open Science practices without the burden of trying and failing alone. We find the involvement of scientific computing research engineers directly in the training is crucial for success of the hackathon approach. Feedback from attendees shows that it provides a solid foundation for big data geoscience and helps attendees to quickly become competent practitioners. It also gives infrastructure providers and EOSC useful feedback on the current and future needs of researchers for making their research FAIR and open. In this presentation, we will provide examples of achievements from attendees and present the feedback EOSC providers have received.

How to cite: Fouilloux, A., Marasco, P. L., Odaka, T., Mottram, R., Zieger, P., Schulz, M., Coca-Castro, A., Iaquinta, J., and Eynard Bontemps, G.: Pangeo framework for training: experience with FOSS4G, the CLIVAR bootcamp and the eScience course, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8756, https://doi.org/10.5194/egusphere-egu23-8756, 2023.

EGU23-9095 | Posters on site | ESSI2.8

Pangeo@EOSC: deployment of PANGEO ecosystem on the European Open Science Cloud 

Guillaume Eynard-Bontemps, Jean Iaquinta, Sebastian Luna-Valero, Miguel Caballer, Frederic Paul, Anne Fouilloux, Benjamin Ragan-Kelley, Pier Lorenzo Marasco, and Tina Odaka

Research projects heavily rely on the exchange and processing of data and in this context Pangeo (https://pangeo.io/), a world-wide community of scientists and developers, thrives to facilitate the deployment of ready to use and community-driven platforms for big data geoscience. The European Open Science Cloud (EOSC) is the main initiative in Europe for providing a federated and open multi-disciplinary environment where European researchers, innovators, companies and citizens can share, publish, find and re-use data, tools and services for research, innovation and educational purposes. While a number of services based on Jupyter Notebooks were already available, no public Pangeo deployments providing fast access to large amounts of data and compute resources were accessible on EOSC. Most existing cloud-based Pangeo deployments are USA-based, and members of the Pangeo community in Europe did not have a shared platform where scientists or technologists could exchange know-how. Pangeo teamed up with two EOSC projects, namely EGI-ACE (https://www.egi.eu/project/egi-ace/) and C-SCALE (https://c-scale.eu/) to demonstrate how to deploy and use Pangeo on EOSC and emphasise the benefits for the European community. 

The Pangeo Europe Community together with EGI deployed a DaskHub, composed of Dask Gateway (https://gateway.dask.org/) and JupyterHub (https://jupyter.org/hub), with Kubernetes cluster backend on EOSC using the infrastructure of the EGI Federation (https://www.egi.eu/egi-federation/). The Pangeo EOSC JupyterHub deployment makes use of 1) the EGI Check-In to enable user registration and thereby authenticated and authorised access to the Pangeo JupyterHub portal and to the underlying distributed compute infrastructure; and 2) the EGI Cloud Compute and the cloud-based EGI Online Storage to distribute the computational tasks to a scalable compute platform and to store intermediate results produced by the user jobs. 

To facilitate future Pangeo deployments on top of a wide range of cloud providers (AWS, Google Cloud, Microsoft Azure, EGI Cloud Computing, OpenNebula, OpenStack, and more), the Pangeo EOSC JupyterHub deployment is now possible through the Infrastructure Manager (IM) Dashboard (https://im.egi.eu/im-dashboard/login). All the computing and storage resources are currently supplied by CESNET (https://www.cesnet.cz/?lang=en) in the frame of EGI-ACE project (https://im.egi.eu/). Several deployments have been made to serve the geoscience community, both for teaching and for research work. To date, more than 100 researchers have been trained on Pangeo@EOSC deployments and more are expected to join, in particular with easy access to large amounts of Copernicus data through a recent collaboration established with the C-SCALE project. In this presentation, we will provide details on the different deployments, how to get access to JupyterHub deployments and more generally how to contribute to Pangeo@EOSC.



How to cite: Eynard-Bontemps, G., Iaquinta, J., Luna-Valero, S., Caballer, M., Paul, F., Fouilloux, A., Ragan-Kelley, B., Marasco, P. L., and Odaka, T.: Pangeo@EOSC: deployment of PANGEO ecosystem on the European Open Science Cloud, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9095, https://doi.org/10.5194/egusphere-egu23-9095, 2023.

EGU23-10697 | Orals | ESSI2.8 | Highlight

The Joint Effort for Data Assimilation Integration (JEDI): A unified data assimilation framework for Earth system prediction supported by NOAA, NASA, U.S. Navy, U.S. Air Force, and UK Met Office 

Dom Heinzeller, Maryam Abdi-Oskouei, Stephen Herbener, Eric Lingerfelt, Yannick Trémolet, and Tom Auligné

The Joint Effort for Data assimilation Integration (JEDI), is an innovative data assimilation system for Earth system prediction, spearheaded by the Joint Center for Satellite Data Assimilation (JCSDA) and slated for implementation in major operational modeling systems across the globe in the coming years. Funded as an inter-agency development by NOAA, NASA, the U.S. Navy and Air Force, and with contributions from the UK Met Office, JEDI must operate on a wide range of computing platforms. The recent move towards cloud computing systems puts portability, adaptability and performance across systems, from dedicated High Performance Computing systems to commercial clouds and workstations, in the critical path for the success of JEDI.

JEDI is a highly complex application that relies on a large number of third-party software packages to build and run. These packages can include I/O libraries, workflow engines, Python modules for data manipulation and plotting, several ECMWF libraries for complex arithmetics and grid manipulations, and forecast models such as the Unified Forecast System (UFS), the Goddard Earth Observing System (GEOS), the Modular Ocean Model (MOM6), the Model for Prediction across Scales (MPAS), the Navy Environmental Prediction sysTem Utilizing the NUMA corE (NEPTUNE), and the Met Office Unified Model (UM).

With more than 100 contributors and rapid code development it is critical to perform thorough automated testing, from basic unit tests to comprehensive end-to-end-tests. This presentation summarizes recent efforts to leverage cloud computing environments for research, development, and near real-time applications of JEDI, as well as for developing a Continuous Integration/Continuous Delivery (CI/CD) pipeline. These efforts rest on a newly developed software stack called spack-stack, a joint effort of JCSDA, the NOAA Environmental Modeling Center (EMC) and the U.S. Earth Prediction Innovation Center (EPIC). Automatic testing in JEDI is implemented with modern software development tools such as GitHub, Docker containers, various Amazon Web Services (AWS), and CodeCov for testing and evaluation of code performance. End-to-end testing is realized in JCSDA’s newly developed Skylab Earth system data assimilation application, which combines JEDI with the Research Repository for Data and Diagnostics (R2D2) and the Experiments and Workflow Orchestration Kit (EWOK), and which leverages the AWS Elastic Compute Cloud (EC2) for testing, research, development and production.

How to cite: Heinzeller, D., Abdi-Oskouei, M., Herbener, S., Lingerfelt, E., Trémolet, Y., and Auligné, T.: The Joint Effort for Data Assimilation Integration (JEDI): A unified data assimilation framework for Earth system prediction supported by NOAA, NASA, U.S. Navy, U.S. Air Force, and UK Met Office, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10697, https://doi.org/10.5194/egusphere-egu23-10697, 2023.

EGU23-11117 | Orals | ESSI2.8

Modeling the Earth System on Modular Supercomputing Architectures: coupled atmosphere-ocean simulations with ICON 

Olaf Stein, Abhiraj Bishnoi, Luis Kornblueh, Lars Hoffmann, Norbert Eicker, Estela Suarez, and Catrin I. Meyer

Significant progress has been made in recent years to develop km-scale versions of global Earth System Models (ESM), combining the chance of replacing uncertain model parameterizations by direct treatment and the improved representation of orographic and land surface features (Schär et al., 2020, Hohenegger et al., 2022). However, adapting climate codes to new hardware and at the same time keeping the performance portability, still remains a major issue. Given the long development cycles, the various maturity of ESM modules and their large code bases, it is not expected that all code parts can be brought to the same level of exascale readiness in the near future. Instead, short term model adaptation strategies need to focus on software abilities as well as hardware availability. Moreover, energy use efficiency is of growing importance on both sides, supercomputer providers and scientific projects employing climate simulations.

Here, we present results from first simulations of the coupled atmosphere-ocean modelling system ICON-v2.6.6-rc on the supercomputing system JUWELS at the Jülich Supercomputing Centre (JSC) with a global resolution of 5 km, using significant parts of the HPC system. While the atmosphere part of ICON (ICON-A) is capable of running on GPUs, model I/O currently performs better on a CPU cluster and the ocean module (ICON-O) has not been ported to modern accelerators yet. Thus, we make use of the modular supercomputing architecture (MSA) of JUWELS and its novel batch job options for the coupled ICON model with ICON-A running on the NVIDIA A100 GPUs of JUWELS Booster, while ICON-O and the model I/O are running simultaneously on the CPUs of the JUWELS Cluster partition. As expected, ICON performance is limited by ICON-A. Thus we chose the performance-optimal Booster-node configuration for ICON-A considering also memory requirements (84 nodes) and adapted ICON-O configuration to achieve minimum waiting times for simultaneous time step execution and data exchange (63 cluster nodes).  We compared runtime and energy efficiency to cluster-only simulations (on up to 760 cluster nodes) and found only small improvements in runtime for the MSA case, but energy consumption is already reduced by 26% without further improvements in vector length applied with ICON. When switching to even higher ICON resolutions, cluster-only simulations are not fitting to most of current HPC systems and upcoming exascale systems will rely to a large extent on GPU acceleration. Thus exploiting MSA capabilities is an important step towards performance portable and energy efficient use of km-scale climate models.

References:

Hohenegger et al., ICON-Sapphire: simulating the components of the Earth System and their interactions at kilometer and subkilometer scales, https://doi.org/10.5194/gmd-2022-171, in review, 2022.

Schär et al., Kilometer-Scale Climate Models: Prospects and Challenges, https://doi.org/10.1175/BAMS-D-18-0167.1, 2020.

 

How to cite: Stein, O., Bishnoi, A., Kornblueh, L., Hoffmann, L., Eicker, N., Suarez, E., and Meyer, C. I.: Modeling the Earth System on Modular Supercomputing Architectures: coupled atmosphere-ocean simulations with ICON, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11117, https://doi.org/10.5194/egusphere-egu23-11117, 2023.

EGU23-12539 | Orals | ESSI2.8

European Weather Cloud: A community cloud tailored for big Earth modelling and EO data processing 

Roberto Cuccu, Vasileios Baousis, Umberto Modigliani, Charalampos Kominos, Xavier Abellan, and Roope Tervo

The European Centre for Medium-Range Weather Forecasts (ECMWF) together with the European Organisation for the Exploitation of Meteorological Satellites (EUMETSAT) have worked together to offer to their Member States a new paradigm to access and consume weather data and services. The “European Weather Cloud-(EWC)” (https://www.europeanweather.cloud/), concluded its pilot phase and is expected to become operational during the first months of 2023.

This initiative aims to offer a community cloud infrastructure on which Member and Co‐operating States of both organizations can create on demand virtual compute (including GPUs) and storage resources to gain easy and high throughput access to the ECMWF’s Numerical Weather Predication (NWP) and EUMETSAT’s satellite data in a timely and configurable fashion. Moreover, one of the main goals is to involve more National Meteorological Services to jointly form a federation of clouds/data offered from their Member States, for the maximum benefit of the European Meteorological Infrastructure (EMI). During the pilot phase of the project, both organizations have jointly hosted user and technical workshops to actively engage with the meteorological community and align the evolution of the EWC to reflect and satisfy their operational goals and needs.

The EWC, in its pilot phase hosted several use cases, mostly aimed at users in the developers’ own organisations. These broad categories of these cases are:

  • Web services to explore hosted datasets
  • Data processing applications
  • Platforms to support the training of machine learning models on archive datasets
  • Workshops and training courses (e.g., ICON model training, ECMWF training etc)
  • Research in collaboration with external partners
  • World Meteorological Organization (WMO) support with pilots and PoC.

Some examples of the use cases currently developed at the EWC are:

  • The German weather service DWD, which is already feeding maps generated by a server it deployed on the cloud into its public GeoPortal service.
  • EUMETSAT and ECMWF joint use case assesses bias correction schemes for the assimilation of radiance data based on several satellite data time series
  • the Royal Netherlands Meteorological Institute (KNMI) hosts a climate explorer web application based on KNMI climate explorer data and ECMWF weather and climate reanalyses
  • The Royal Meteorological Institute of Belgium prepares ECMWF forecast data for use in a local atmospheric dispersion model.
  • NordSat, a collaboration of northern European countries which is developing and testing imagery generation tools in preparation for the Meteosat Third Generation (MTG) satellite products.
  • UK Met Office with the DataProximateCompute use case, which distributes compute workload close to data, with the automatic creation and disposal of Dask clusters, as well as the data plane VPN network, on demand and in heterogeneous cloud environments.

In this presentation, the status of the project, the offered services and how these are accessed by the end users along with examples of the existing use cases will be analysed. The plans, next steps for the evolution of the EWC and its relationship with other projects and initiatives (like DestinE) will conclude the presentation.

How to cite: Cuccu, R., Baousis, V., Modigliani, U., Kominos, C., Abellan, X., and Tervo, R.: European Weather Cloud: A community cloud tailored for big Earth modelling and EO data processing, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12539, https://doi.org/10.5194/egusphere-egu23-12539, 2023.

EGU23-12785 | Orals | ESSI2.8

A Scalable Near Line Storage Solution for Very Big Data 

Neil Massey, Jack Leland, and Bryan Lawrence

Managing huge volumes of data is a problem now, and will only become worse with the advent of exascale computing and next generation observational systems. An important recognition is that data needs to be more easily migrated between storage tiers. Here we present a new solution, the Near-Line Data store (NLDS), for managing data migration between user facing storage systems and tape by using an object storage cache.  NLDS builds on lessons learned from previous experience developing the ESIWACE funded Joint Data Migration App (JDMA) and deploying it at the Centre for Environmental Data Analysis (CEDA). 
 
CEDA currently has over 50PB of data stored on a range of disk based storage systems.  These systems are chosen on cost, power usage and accessibility via a network, and include three different types of POSIX disk and object storage. Tens of PB of additional data are also stored on tape. Each of these systems has different workflows, interfaces and latencies, causing difficulties for users.  

NLDS, developed with ESIWACE2 and other funding, is a multi-tiered storage solution using object storage as a front end to a tape library.  Users interact with NLDS via a HTTP API, with a Python library and command-line client provided to support both programmatic and interactive use.  Files transferred to NLDS are first written to the object storage, and a backup is made to tape.  When the object storage is approaching capacity, a set of policies is interrogated to determine which files will be removed from it.  Upon retrieving a file, NLDS may have to first transfer the file from tape to the object storage, if it has been deleted by the policies.  This implements a multi-tier of hot (disk), warm (object storage) and cold (tape) storage via a single interface. While systems like this are not novel, NLDS is open source, designed for ease of redeployment elsewhere, and for use from both local storage and remote sites. 

NLDS is based around a microservice architecture, with a message exchange brokering communication between the microservices, the HTTP API and the storage solutions.  The system is deployed via Kubernetes, with each microservice in its own Docker container, allowing the number of services to be scaled up or down, depending on the current load of NLDS.  This provides a scalable, power efficient system while ensuring that no messages between microservices are lost.  OAuth is used to authenticate and authorise users via a pluggable authentication layer. The use of object storage as the front end to the tape allows both local and remote cloud-based services to access the data, via a URL, so long as the user has the required credentials. 

NLDS is a a scalable solution to storing very large data for many users, with a user-friendly front end that is easily accessed via cloud computing. This talk will detail the architecture and discuss how the design meets the identified use cases.

How to cite: Massey, N., Leland, J., and Lawrence, B.: A Scalable Near Line Storage Solution for Very Big Data, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12785, https://doi.org/10.5194/egusphere-egu23-12785, 2023.

EGU23-12851 | Orals | ESSI2.8

From the Copernicus satellite data to an environmentally aware field decision 

Fabien Castel and Emma Rizzi

Tackling complex environmental issues requires accessing and processing a wide range of voluminous data. The Copernicus spatial data is a very complete and valuable source for many earth science domains, in particular thanks to its Core Services (Land, Atmosphere, Marine…). For almost five years now, Copernicus DIAS platforms have provided broad access to the core services products through the cloud. Among these platforms, the Wekeo platform operated by EUMETSAT, Mercator Ocean, ECMWF and EEA provides wider access to Copernicus Core Service data.

However, Copernicus data needs an additional layer of processing and preparation to be presented and understood by the general public and decision makers. Murmuration has developed data processing pipelines to produce environmental indicators from Copernicus data constituting powerful tools to put environmental issues at the centre of decision-making processes.

Throughout its use, limitations on the DIAS platforms were observed. Firstly, the cloud service offerings are basic in comparison to the market leaders (such as AWS and GCP). In particular, there is no built-in solution for automating and managing data processing pipelines, which must be set up at the user's expense. Secondly, the cost of resources is higher than market price. Limiting the activities on DIAS to edge data processing and relying on a cheaper offering for applications not requiring the direct access to raw Copernicus data is a cost effective choice.  FInally, the performance and reliability requirements to access the data can sometimes not be met when relying on a single DIAS platform. Implementing a multi-DIAS approach ensures backup data sources. This raises the question of the automation and orchestration of such a multi-cloud system.

We propose an approach combining the wide data offer of the DIAS platforms, the automation features provided by the Prefect platform and the usage of efficient cloud technologies to build a repository of environmental indicators. Prefect is a hybrid orchestration platform dedicated to automation of data processing flows. It does not host any data processing flow itself and rather connects in a cloud-agnostic way to any cloud environment, where periodic and triggered flow executions can be scheduled. Prefect centrally controls flows that run on different cloud environments through a single platform.

Technologies leveraged to build the system allow to efficiently produce and disseminate the environmental indicators: firstly, containerisation and clustering (using Docker and Kubernetes) to manage processing resources; secondly object storage combined with cloud native access (Zarr data format); and finally, the Python scientific software stack (including pandas, scikit-learn, etc.) complemented by the powerful Xarray library. Data processing pipelines ensure a path from the NetCDF Copernicus Core Services products to cloud-native Zarr products. The Zarr format allows windowed read/write operations, avoiding unnecessary data transfers. This efficient data access allows plugging into the data repository fast data dissemination services following well-established OGC standards and feeding interactive dashboards for decision makers. The cycle is complete, from the Copernicus satellite data to an environmentally aware field decision.

How to cite: Castel, F. and Rizzi, E.: From the Copernicus satellite data to an environmentally aware field decision, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12851, https://doi.org/10.5194/egusphere-egu23-12851, 2023.

EGU23-13768 | ECS | Posters on site | ESSI2.8

FAIR Notebooks: opportunities and challenges for the geoscience community 

Alejandro Coca-Castro, Anne Fouilloux, J. Scott Hosking, and Environmental Data Science Book community

Making assets in scientific research Findable, Accessible, Interoperable and Reusable (FAIR) is still overwhelming for many scientists. When considered as an afterthought, FAIR research is indeed challenging, and we argue that its implementation is by far much easier when considered at an early stage and focusing on improving the researchers' day to day work practices. One key aspect is to bundle all the research artefacts in a FAIR Research Object (RO) using RoHub (https://reliance.rohub.org/), a Research Object management platform that enables researchers to collaboratively manage, share and preserve their research work (data, software, workflows, models, presentations, videos, articles, etc.). RoHub implements the full RO model and paradigm: resources associated to a particular research work are aggregated into a single FAIR digital object, and metadata relevant for understanding and interpreting the content is represented as semantic metadata that are user and machine readable. This approach provides the technical basis for implementing FAIR executable notebooks: the data and the computational environment can be “linked” to one or several FAIR notebooks that can then be executed via EGI Binder Service with scalable compute and storage capabilities. However, the need for defining clear practises for writing and publishing FAIR notebooks that can be reused to build upon new research has quickly arised. This is where a community of practice is required. The Environmental Data Science Book (or EDS Book) is a pan-european community-driven resource hosted on GitHub and powered by Jupyter Book. EDS Book provides practical guidelines and templates that help to translate research outputs into curated, interactive, shareable and reproducible executable notebooks. The quality of the FAIR notebooks is ensured by a collaborative and transparent reviewing process supported by GitHub related technologies. This approach provides immediate benefits for those who adopt it and can feed fruitful discussions to better define a reward system that would benefit Science and scientific communities. All the resources needed for understanding and executing the notebook are gathered into an executable Research Object in RoHub. To date, the community has successfully published ten FAIR notebooks covering a wide range of topics in environmental data science. The notebooks consume open-source python libraries e.g. intake, iris, xarray, hvplot for fetching, processing and interactively visualising environmental research.  While these notebooks are currently python-based, EDS Book supports other programming languages such as R and Julia, and we are aiming at engaging with computational notebooks communities alike towards improving the research practices in environmental science.

How to cite: Coca-Castro, A., Fouilloux, A., Hosking, J. S., and community, E. D. S. B.: FAIR Notebooks: opportunities and challenges for the geoscience community, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13768, https://doi.org/10.5194/egusphere-egu23-13768, 2023.

EGU23-14507 | Orals | ESSI2.8

geokube: A Python Package for Data Analysis and Visualization in Geoscience 

Marco Mancini, Mirko Stojiljkovic, and Jakub Walczak

geokube is a Python package for data analysis and visualisation in geoscience that  provides high level abstractions in terms of both Data Model, inspired by Climate Forecast and Unidata Common Data Models, and Application Programming Interface (API), inspired by xarray. Key features of geokube are the capabilities to: (i) perform georeferenced axis-based indexing on data structures and specialised geospatial operations according to different types of geo scientific datasets like structured grids, point observations, profiles etc. (e.g. extracting a bounding box or a multipolygon of variable values defined on a rotated pole grid), (ii) perform operations on the variables that are either instantaneous or defined over intervals, (iii) convert to/from xarray data structures and to read/write CF-compliant netCDF datasets.

How to cite: Mancini, M., Stojiljkovic, M., and Walczak, J.: geokube: A Python Package for Data Analysis and Visualization in Geoscience, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14507, https://doi.org/10.5194/egusphere-egu23-14507, 2023.

EGU23-14515 | ECS | Orals | ESSI2.8

Intaking DKRZ ESM data collections 

Fabian Wachsmann

In this showcase, we present to you how Intake and its plugin Intake-ESM are utilized at DKRZ to provide highly FAIR data collections from different projects, stored on different types of storages in different formats.

The Intake Plugin Intake-ESM allows users to not only find the data of interest, but also load them as analysis-ready-like Xarray datasets. We utilize this tool to provide users with access to many available data collections at our institution from only one single access point, the main DKRZ intake catalog at www.dkrz.de/s/intake. The functionality of this package works independently of data standards and formats and therefore enables full metadata-driven data access including data processing. Intake-esm catalogs increase the FAIRness of the data collections in all aspects but especially in terms of Accessibility and Interoperability.

Started with a collection of DKRZ’s CMIP6 Data Pool, DKRZ now hosts catalogs for more than 10PB of data on different local storages. The Intake-ESM package has been well integrated into ESM data provisioning workflows.

  • Early sharing and making accessible: The co-developed inhouse ICON model generates an intake-esm catalog on each run.
  • Uptake from other technologies: E.g., intake-esm catalogs serve as templates for the more advanced DKRZ STAC Catalogs. 
  • Making accessible all storage types: tools used for writing data to the local institutional cloud allow users to create Intake-ESM catalogs for the written data.
  • Data archiving: Catalogs for projects in the archive can be created from its metadata database.

For future activities, we plan to make use of new functionalities like the support for kerchunked data and the derived variable registry.

The DKRZ data management team develops and maintains local services around intake-esm for a positive user experience. In this showcase, we will present excerpts of seminars, workflows and integrations.

How to cite: Wachsmann, F.: Intaking DKRZ ESM data collections, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14515, https://doi.org/10.5194/egusphere-egu23-14515, 2023.

EGU23-14547 | Orals | ESSI2.8

PANGEO multidisciplinary test case for Earth and Environment Big data analysis in FAIR-EASE Infra-EOSC project 

Marine Vernet, Erwan Bodere, Jérôme Detoc, Christelle Pierkot, Alessandro Rizzo, and Thierry Carval

Earth observation and modelling is a major challenge for research and a necessity for environmental and socio-economic applications. It requires voluminous and heterogeneous data from distributed and domain-dependent data sources, managed separately by various national and European infrastructures.

In a context of unprecedented data wealth and growth, new challenges emerge to enable inter-comparison, inter-calibration and comprehensive studies and uses of earth system and environmental data.

To this end, the FAIR-EASE project aims to provide integrated and interoperable services through the European Open Science Cloud to facilitate the discovery, access and analysis of large volumes of heterogeneous data from distributed sources and from different domains and disciplines of Earth system science.

This presentation will explain how the PANGEO stack will be used within FAIR EASE to improve data access, interpolation and analysis, but will also explore its integration with existing services (e.g. Galaxy) and underlying IT infrastructure to serve multidisciplinary research uses.

How to cite: Vernet, M., Bodere, E., Detoc, J., Pierkot, C., Rizzo, A., and Carval, T.: PANGEO multidisciplinary test case for Earth and Environment Big data analysis in FAIR-EASE Infra-EOSC project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14547, https://doi.org/10.5194/egusphere-egu23-14547, 2023.

Observational meteorological data is central to understanding atmospheric processes, and is thus a key requirement for the calibration and validation of atmospheric and numerical weather prediction models. While recent decades have seen the development of notorious platforms to make satellite data easily accessible, observational meteorological data mostly remains scattered through the sites of regional and national meteorological service, each potentially offering different magnitudes, temporal coverage and data formats. 

In order to overcome these shortcomings, we propose meteostations-geopy, a Pythonic library to access data from meteorological stations. The central objective is to provide a common interface to retrieve observational meteorological data, therefore reducing the amount of time required to process and wrangle the data. The library interacts with APIs from different weather services, handling authentication if needed and transforming the requested information into geopandas data frames of geolocated and timestamped observations that are homogeneously structured independently of the provider. 

The project is currently in an early development stage with support for two providers only. Current and future work is organized in three interrelated main axes, namely integration of further providers, implementation of native support of distributed data structures and organization of the library into the intake technical structure with drivers, catalogs, metadata sharing and plugin packages that are provider specific.

How to cite: Bosch, M.: meteostations-geopy: a Pythonic interface to access data from meteorological stations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14774, https://doi.org/10.5194/egusphere-egu23-14774, 2023.

EGU23-15964 | ECS | Orals | ESSI2.8

A novel data ecosystem for coastal analyses 

Floris Calkoen, Fedor Baart, Etiënne Kras, and Arjen Luijendijk

The coastal community widely anticipates that in the next years data-driven studies are going to make essential contributions to bringing about long-term coastal adaptation and mitigation strategies at continental scale. This view is also supported by CoCliCo, a Horizon 2020 project, where coastal data form the fundamental building block for an open-web portal that aims to improve decision making on coastal risk management and adaptation. The promise of data is likely triggered by several coastal analyses that showed how the coastal zone can be be monitored at unprecedented spatial scales using geospatial cloud platforms . However, we note that when analyses become more complex, i.e., require specific algorithms, pre- and post-processing or include data that are not hosted by the cloud provider, the cloud-native processing workflows are often broken, which makes analyses at continental scale impractical.

We believe that the next generation of data-driven coastal models that target continental scales can only be built when: 1) processing workflows are scalable; 2) computations are run in proximity to the data; 3) data are available in cloud-optimized formats; 4) and, data are described following standardized metadata specifications. In this study, we introduce these practices to the coastal research community by showcasing the advantages of cloud-native workflows by two case studies.

In the first example we map building footprints in areas prone to coastal flooding and estimate the assets at risk. For this analysis we chunk a coastal flood-risk map into several tiles and incorporate those into a coastal SpatioTemporal Asset Catalog (STAC). The second example benchmarks instantaneous shoreline mapping using cloud-native workflows against conventional methods. With data-proximate computing, processing time is reduced from the order of hours to seconds per shoreline km, which means that a highly-specialized coastal mapping expedition can be upscaled from regional to global level.

The analyses mostly rely on "core-packages" from the Pangeo project, with some additional support for scalable geospatial data analysis and cloud I/O, although they can essentially be run on a standard Python Planetary Computer instance. We publish our code, including self-explanatory Juypter notebooks, at https://github.com/floriscalkoen/egu2023.

To conclude, we foresee that in next years several coastal data products are going to be published, of which some may be considered "big data". To incorporate these data products into the next generation of coastal models, it is urgently required to agree upon protocols for coastal data stewardship. With this study we do not only want to show the advantages of scalable coastal data analysis; we mostly want to encourage the coastal research community to adopt FAIR data management principles and workflows in an era of exponential data growth.

How to cite: Calkoen, F., Baart, F., Kras, E., and Luijendijk, A.: A novel data ecosystem for coastal analyses, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15964, https://doi.org/10.5194/egusphere-egu23-15964, 2023.

EGU23-16117 | ECS | Orals | ESSI2.8

Virtual aggregations to improve scientific ETL and data analysis for datasets from the Earth System Grid Federation 

Ezequiel Cimadevilla, Maialen Iturbide, and Antonio S. Cofiño

The ESGF Virtual Aggregation (EVA) is a new data workflow approach that aims to advance the sharing and reuse of scientific climate data stored in the Earth System Grid Federation (ESGF). The ESGF is a global infrastructure and network of internationally distributed research centers that together work as a federated data archive, supporting the distribution of global climate model simulations of the past, current and future climate. The ESGF provides modeling groups with nodes for publishing and archiving their model outputs to make them accessible to the climate community at any time. The standardization of the model output in a specified format, and the collection, archival and access of the model output through the ESGF data replication centers have facilitated multi-model analyses. Thus, ESGF has been established as the most relevant distributed data archive for climate data, hosting the data for international projects such as CMIP and CORDEX. As of 2022 it includes more than 30 PB of data distributed across research institutes all around the globe and it is the reference archive for Assessment Reports (AR) on Climate Change produced by the Intergovernmental Panel on Climate Change (IPCC). However, explosive data growth has confronted the climate community with a scientific scalability issue. Conceived as a distributed data store, the ESGF infrastructure is designed to keep file sizes manageable for both sysadmins and end users. However, use cases in scientific research often involve calculations on datasets spanning multiple variables, over the whole time period and multiple model ensembles. In this sense, the ESGF Virtual Aggregation extends the federation capabilities, beyond file search and download, by providing out of the box remote climate data analysis capabilities over data analysis ready, virtually aggregated, climate datasets, on top of the existing software stack of the federation. In this work we show an analysis that serves as a test case for the viability of the data workflow and provides the basis for discussions on the future of the ESGF infrastructure, contributing to the debate on the set of reliable core services upon which the federation should be built.

Acknowledgements

This work it’s been developed under support from IS-ENES3 which is funded by the European Union’s Horizon 2020 research and innovation programme under grant agreement No 824084.

This work it’s been developed under support from CORDyS (PID2020-116595RB-I00) funded by MCIN/AEI/10.13039/501100011033.

How to cite: Cimadevilla, E., Iturbide, M., and Cofiño, A. S.: Virtual aggregations to improve scientific ETL and data analysis for datasets from the Earth System Grid Federation, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16117, https://doi.org/10.5194/egusphere-egu23-16117, 2023.

EGU23-17029 | Orals | ESSI2.8

Establishing a Geospatial Discovery Network with efficient discovery and modeling services in multi-cloud environments 

Campbell Watson, Hendrik Hamann, Kommy Weldemariam, Thomas Brunschwiler, Blair Edwards, Anne Jones, and Johannes Schmude

The ballooning volume and complexity of geospatial data is one of the main inhibitors for advancements in climate & sustainability research. Oftentimes, researchers need to create bespoke and time-consuming workflows to harmonize datasets, build/deploy AI and simulation models, and perform statistical analysis. It is increasingly evident that these workflows and the underlying infrastructure are failing to scale and exploit the massive amounts of data (Peta and Exa-scale) which reside across multiple data centers and continents. While there have been attempts to consolidate relevant geospatial data and tooling into single cloud infrastructures, we argue that the future of climate & sustainability research relies on networked/federated systems. Here we present recent progress towards multi-cloud technologies that can scale federated geospatial discovery and modeling services across a network of nodes. We demonstrate how the system architecture and associated tooling can simplify the discovery and modeling process in multi-cloud environments via examples of federated analytics for AI-based flood detection and efficient data dissemination inspired by AI foundation models.

How to cite: Watson, C., Hamann, H., Weldemariam, K., Brunschwiler, T., Edwards, B., Jones, A., and Schmude, J.: Establishing a Geospatial Discovery Network with efficient discovery and modeling services in multi-cloud environments, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17029, https://doi.org/10.5194/egusphere-egu23-17029, 2023.

EGU23-17494 | Orals | ESSI2.8

Enabling simple access to a data lake both from HPC and Cloud using Kerchunk and Intake 

Thierry Carval, Erwan Bodere, Julien Meillon, Mathiew Woillez, Jean Francois Le Roux, Justus Magin, and Tina Odaka

We are experimenting with hybrid access from Cloud and HPC environments using the Pangeo platform to make use of a data lake in an HPC infrastructure “DATARMOR”.  DATARMOR is an HPC infrastructure hosting ODATIS services (https://www.odatis-ocean.fr) situated at “Pôle de Calcul et de Données pour la Mer” in IFREMER. Its parallel file system has a disk space dedicated for shared data, called “dataref”.  Users of DATARMOR can access these data, and some of those data are cataloged by sextant service (https://sextant.ifremer.fr/Ressources/Liste-des-catalogues-thematiques/Datarmor-Donnees-de-reference ) and is open and accessible from the internet, without duplicating the data. 

In the cloud environment, the ability to access files in a parallel manner is essential for improving the speed of calculations. The Zarr format (https://zarr.readthedocs.io) enables parallel access to data sets, as it consists of numerous chunked “object data” files and some “metadata” files. Although it enables multiple data access, it is simple to use since all the collections of data stored in a Zarr format are accessible through one access point.  

For HPC centers, the numerous “object data” files create a lot of metadata on parallel file systems, slowing the data access time. Recent progress on development of Kerchunk (https://fsspec.github.io/kerchunk/), which recognize the chunks in a file (e.g. NetCDF / HDF5) as a Zarr chunk and its capability to recognize a series of files as one Zarr file, is solving these technical difficulties in our PANGEO use cases at DATARMOR. Thanks to Kerchunk and Intake (https://intake.readthedocs.io/) it is now possible to use different sets of data stored in DATARMOR in an efficient and simple manner.    

We are further experimenting with this workflow using the same use cases on the PANGEO-EOSC cloud.   We make use of the same data stored at the data lake in DATARMOR, but based on Kerchunk and Intake catalog through ODATIS access, without duplicating the source data. In the presentation we will share our recent experiences from these experiments. 

How to cite: Carval, T., Bodere, E., Meillon, J., Woillez, M., Le Roux, J. F., Magin, J., and Odaka, T.: Enabling simple access to a data lake both from HPC and Cloud using Kerchunk and Intake, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17494, https://doi.org/10.5194/egusphere-egu23-17494, 2023.

EGU23-229 | ECS | Posters virtual | ESSI3.5

A web-based strategy to reuse grids in geographic modeling 

Yuanqing He, Min Chen, Yongning Wen, and Songshan Yue

Integrated application of geo-analysis models is critical for geo-process research. Due to the continuity of the real world, the geo-analysis model cannot be applied immediately over the entire space. To date, the method of regrading space as a sequence of computing units (i.e. grid) has been widely used in geographic study. However, the model's variances in division algorithms result in distinct grid data structures. At first, researchers must install and setup the various software to generate the structure-specific grid data required by the models. This method of localized processing is inconvenient and inefficient. Second, in order to integrate the models that use different structural grid data, researchers need to design a specific conversion method based on the integration scenario. Due to difference of researcher’s development habits, it is difficult to reuse the conversion method in another runtime environment. The open and cross-platform character of web services enables users to generate data without the assistance of software programs. It has the potential to revolutionize the present time-consuming process of grid generation and conversion, hence increasing efficiency.

Based on the standardized model encapsulation technology proposed by OpenGMS group, this paper presents a grid-service method tailored to the specific requirements of open geographic model integration applications, and the research work is carried out in the following three areas:

  • The basic strategy of grid servitization. The heterogeneity of the grid generation method is a major factor that prevents it from being invoked via a unified way by web services. To reduce the heterogeneous of the grid generation method, this study proposes a standardized description method based on the Model Description Language (MDL).
  • Method for constructing a grid data generating service. A unified representation approach for grid data is proposed in order to standardize the description of heterogeneous grid data; an encapsulation method for grid generating algorithms is proposed; and grid-service is realized by merging the main idea of grid servitization.
  • Method for constructing a grid data conversion service . A box-type grid indexing approach is provided to facilitate the retrieval of grid cells with a large data volume; two conversion types, topologically similar and topologically inaccessible grid data conversion, are summarized, along with the related conversion procedures. On this foundation, a grid conversion engine is built using the grid service-based strategy as a theoretical guide and integrated with the grid conversion strategy.

Based on the grid service approach proposed in this paper, researchers can generate and converse grid data without tedious steps for downloading and installing programs. Thus, there are more time spend on geography problem solving, hence increasing efficiency.

How to cite: He, Y., Chen, M., Wen, Y., and Yue, S.: A web-based strategy to reuse grids in geographic modeling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-229, https://doi.org/10.5194/egusphere-egu23-229, 2023.

EGU23-2744 | Orals | ESSI3.5

Provenance powered microservices: a flexible and generic approach fostering reproducible research in Earth Science 

Alessandro Spinuso, Ian van der Neut, Mats Veldhuizen, Christian Pagé, and Daniele Bailo

Scientific progress requires research outputs to be reproducible, or at least persistently traceable and analysable for defects through time. This can be facilitated by coupling analysis tools that are already familiar to scientists, with reproducibility controls designed around common containerisation technologies and formats to represent metadata and provenance. Moreover, modern interactive tools for data analysis and visualisation, such as computational notebooks and visual analytics systems, are built to expose their functionalities through the Web. This facilitates the development of integrated solutions that are designed to support computational research with reproducibility in mind, and that, once deployed onto a Cloud infrastructure, benefit from operations that are securely managed and perform reliably. Such systems should be able to easily accommodate specific requirements concerning, for instance, the deployment of particular scientific software and the collection of tailored, yet comprehensive, provenance recordings about data and processes. By decoupling and generalising the description of the environment where a particular research took place from the underlying implementation, which may become obsolete through time, we obtain better chances to recollect relevant information for the retrospective analysis of a scientific product in the long term, enhancing preservation and reproducibility of results.

In this contribution we illustrate how this is achievable via the adoption of microservice architectures combined with a provenance model that supports metadata standards and templating. We aim at empowering scientific data portals with Virtual Research Environments (VREs) and provenance services, that are programmatically controlled via high-level functions over the internet. Our system SWIRRL deals, on behalf of the clients, with the complexity of allocating the interactive services for the VREs on a Cloud platform. It runs staging and preprocessing workflows to gather and organise remote datasets, making them accessible collaboratively. We show how Provenance Services manage provenance records about the underlying environment, datasets and analysis workflows, and how these are exploited by researchers to control different reproducibility use cases. Our solutions are currently being implemented in more contexts in Earth Science. We will provide an overview on the progress of these efforts for the EPOS and IS-ENES research infrastructures, addressing solid earth and climate studies, respectively.

Finally, although the reproducibility challenges can be tackled to a large extent by modern technology, this will be further consolidated and made interoperable via the implementation and uptake of the FDOs. To achieve this goal, it is fundamental to establish the conversation between engineers, data-stewards and researchers early in the process of delivering a scientific product. This fosters the definition and implementation of suitable best practices to be adopted by a particular research group. Scientific tools and repositories built around modern FAIR enabling resources can be incrementally refined thanks to this mediated exchange. We will briefly introduce success stories towards this goal in the context of the IPCC Assessment Reports.

How to cite: Spinuso, A., van der Neut, I., Veldhuizen, M., Pagé, C., and Bailo, D.: Provenance powered microservices: a flexible and generic approach fostering reproducible research in Earth Science, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-2744, https://doi.org/10.5194/egusphere-egu23-2744, 2023.

The AuScope 3D Geomodels Portal is a website designed to display a variety of geological models and associated datasets and information from all over the Australian continent. The models are imported from publicly available sources, namely Australian government geological surveys and research organisations. Often the models come in the form of downloadable file packages designed to be viewed in specialised geological software applications. They usually contain enough information to view the model’s structural geometry, datasets and a minimal amount of geological textual information. Seldom do they contain substantial metadata, often they were created before the term ‘FAIR’ was coined or the importance of metadata had dawned upon many of us. This creates challenges for data providers and aggregators trying to maintain a certain standard of FAIR compliance across all their offerings. How to improve the standard of FAIR compliance of metadata extracted from these models? How to integrate these models into existing metadata infrastructure? For the Geomodels portal, these concerns are alleviated within the automated model transformation software. This software transforms the source file packages into a format suitable for display in a modern WebGL compliant browser. Owing to the nature of the model source files only a very modest amount of metadata can be extracted. Hence other sources of metadata must be introduced. For example, often the dataset provider will publish a downloadable PDF report file or a description on a web page associated with the model. Automated textual analysis is used to extract more information from these sources. At the end of the transformation process, an ISO-compliant metadata record is created for importing into a geonetwork catalogue. The geonetwork catalogue record can be used for integration with other applications. For example, AuScope’s flagship portal, the AuScope Portal displays information, download links and a geospatial footprint of models on a map. The metadata can also be displayed in the Geomodels Portal.

How to cite: Fazio, V.: How AuScope 3D Geomodels Portal integrates relatively metadata poor geological models into its metadata infrastructure, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3006, https://doi.org/10.5194/egusphere-egu23-3006, 2023.

EGU23-3711 | Orals | ESSI3.5

Lessons in FAIR software from the Community Surface Dynamics Modeling System 

Gregory Tucker, Albert Kettner, Eric Hutton, Mark Piper, Tian Gan, Benjamin Campforts, Irina Overeem, and Matthew Rossi

The Community Surface Dynamics Modeling System (CSDMS) is a US-based science facility that supports computational modeling of diverse Earth and planetary surface processes, ranging from natural hazards and contemporary environmental change to geologic applications. The facility promotes open, interoperable, and shared software. Here we review approaches and lessons learned in advancing FAIR principles for geoscience modeling. To promote sharing and accessibility, CSDMS maintains an online Model Repository that catalogs over 400 shared codes, ranging from individual subroutines to large and sophisticated integrated models. Thanks to semi-automated search tools, the Repository now includes ~20,000 references to literature describing these models and their applications, giving prospective model users efficient access to information about how various codes have been developed and used. To promote interoperability, CSDMS develops and promotes the Basic Model Interface (BMI): a lightweight, language-agnostic API standard that provides control, query, and data-modification functions. BMI has been adopted by a number of academic, government, and quasi-private institutions for coupled-modeling applications. BMI specifications are provided for common scientific languages, including as Python, C, C++, Fortran, and Java. One challenge lies in broader awareness and adoption; for example, self-taught code developers may be unaware of the concept of an API standard, or may not perceive value in designing around such a standard. One way to address this challenge is to provide open-source programming libraries. One such library that CSDMS curates is Landlab Toolkit: a Python package that includes building blocks for model development (such as grid data structures and I/O functions) while also providing a framework for assembling integrated models from component parts. We find that Landlab can greatly speed model development, while giving user-developers an incentive to follow common patters and contribute new components to the library. However, libraries by themselves do not solve the reproducibility challenge. Rather than reinventing the wheel, the CSDMS facility has approached reproducibility by partnering with the Whole Tale initiative, which provides tools and protocols to create reproducible archives of computational research. Finally, we have found that a central challenge to FAIR modeling lies in the level of community knowledge. FAIR is a two-way street that depends in part on the technical skills of the user. Are they fluent in a particular programming language? How familiar are they with the numerical methods used by a given model? How familiar are they with underlying scientific concepts and simplifying assumptions? Are they conversant with modern version control and collaborative-development technology and practices? Although scientists should not need to become software engineers, in our experience there is a basic level of knowledge that can substantially raise the quality and sustainability of research software. To address this, CSDMS offers training programs, self-paced learning materials, and online help resources for community members. The vision is to foster a thriving community of practice in computational geoscience research, equipped with ever-improving modeling tools written by and for the community as a whole.

How to cite: Tucker, G., Kettner, A., Hutton, E., Piper, M., Gan, T., Campforts, B., Overeem, I., and Rossi, M.: Lessons in FAIR software from the Community Surface Dynamics Modeling System, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3711, https://doi.org/10.5194/egusphere-egu23-3711, 2023.

This is a report from the chapter editor's perspective of a high visibility publication effort to foster the adoption of the FAIR principles (Findable, Accessible, Interoperable, Reusable) by encouraging the adoption of Persistent Identifiers (PID) and repository-based workflows in geospatial open source software communities as good practices. Lessons learned are detailed about how to communicate the benefits of PID adoption to software project communities focussing on professional software-development and meritocracy. Also encountered communication bottleneck patterns, the significance of cross-project  multiplicators, remaining challenges and emerging opportunities for publishers and repository infrastructures are reported. For the second Edition of the Springer Handbook of Geographic Information, a team of scientific domain experts from several software communities was tasked to rewrite a chapter about Open Source Geographic Information Systems (DOI: 10.1007/978-3-030-53125-6_30). For this, a sample of representative geospatial open source projects was selected, based on the range of projects integrated in the OSGeo live umbrella project (DOI: 10.5281/zenodo.5884859). The chapters authors worked in close contact with the respective Open Source software project communities. Since the editing and production process for the Handbook of Geographic Information was delayed due to the pandemic, this provided the opportunity to explore, improve and implement good practices for state of the art PID-based citation of software projects and versions, but also project communities, data and related scientific video ressources. This was a learning process for all stakeholders involved in the publication project. At the completion of the project, the majority of the involved software projects had minted Digital Object Identifiers (DOI) for their codebases. While the adoption level of software versioning with automated PID-generation and metadata quality remains heterogeneous, the insights gained from this process can simplify and accelerate the adoption of PID-based best software community practices for other open geospatial projects according to the FAIR principles.

How to cite: Löwe, P.: Going FAIR by the book: Accelerating the adoption of PID-enabled good practices in software communities through reference publication., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4354, https://doi.org/10.5194/egusphere-egu23-4354, 2023.

EGU23-4525 | ECS | Posters on site | ESSI3.5

GCIMS – Integration: Reproducible, robust, and scalable workflows for interoperable human-Earth system modeling 

Zarrar Khan, Chris Vernon, Isaac Thompson, and Pralit Patel

The number of models, as well as data inputs and outputs, are continuously growing as scientists continue to push the boundaries of spatial, temporal, and sectoral details being captured. This study presents the framework being developed to manage the Global Change Intersectoral Modeling System (GCIMS) eco-system of human-Earth system models. We discuss the challenges of ensuring continuous deployment and integration, reproducibility, interoperability, containerization, and data management for the growing suite of GCIMS models. We investigate the challenges of model version control and interoperability between models using different software, operating on different temporal and spatial scales, and focusing on different sectors. We also discuss managing transparency and accessibility to models and their corresponding data products throughout our integrated modeling lifecycle.

How to cite: Khan, Z., Vernon, C., Thompson, I., and Patel, P.: GCIMS – Integration: Reproducible, robust, and scalable workflows for interoperable human-Earth system modeling, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4525, https://doi.org/10.5194/egusphere-egu23-4525, 2023.

EGU23-4939 * | Orals | ESSI3.5 | Highlight

Open Science: How Open is Open? 

Shelley Stall and Kristina Vrouwenvelder

Open science is transformative, removing barriers to sharing science and increasing reproducibility and transparency. The benefits of open science are maximized when its principles are incorporated throughout the research process, through working collaboratively with community members and sharing data, software, workflows, samples, and other aspects of scientific research openly where it can be reused, distributed, and reproduced. However, the paths toward Open Science are not always apparent, and there are many concepts, approaches, tools to learn along the way.  

Open Science practices are along a continuum where researchers can make incremental adjustments to their research practices that may seem small but can have valuable benefits. Here we will share the first steps in a researcher’s open science journey and how to lead your own research team in adopting Open Science practices.

How to cite: Stall, S. and Vrouwenvelder, K.: Open Science: How Open is Open?, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-4939, https://doi.org/10.5194/egusphere-egu23-4939, 2023.

EGU23-6375 | Posters on site | ESSI3.5

A machine-actionable workflow for the publication of climate impact data of the ISIMIP project 

Jochen Klar and Matthias Mengel

The Inter-Sectoral Impact Model Intercomparison Project (ISIMIP) is a community-driven climate impact modeling initiative that aims to contribute to a quantitative and cross-sectoral synthesis of the various impacts of climate change, including associated uncertainties. ISIMIP is organized into simulation rounds for which a simulation protocol defines a set of common scenarios. Participating modeling groups run their simulations according to these scenarios and with a common set of climatic and socioeconomic input data. The model output data are collected by the ISIMIP team at the Potsdam Institute for Climate Impact Research (PIK) and made publicly available in the ISIMIP repository. Currently the ISIMIP Repository at data.isimip.org includes data from over 150 impact models spanning across 13 different sectors. It comprises of over 100 Tb of data.

As the world's largest data archive of model-based climate impact data, ISIMIP output data is used by a very diverse audience inside and outside of academia, for all kind of research and analyses. Special care is taken to enable persistent identification, provenience, and citablity. A set of workflows and tools ensure the conformity of the model output data with the protocol and the transparent management of caveats and updates to already published data. Datasets are referenced using unique internal IDs and hash values are stored for each file in the database.

In recent years, this process has been significantly improved by introducing a machine-readable protocol, which is version controlled on GitHub and can be accessed over the internet. A set of software tools for quality control and data publication accesses this protocol to enforce a consistent data quality and to extract metadata. Some of the tools can be used independently by the modelling groups even before submitting the data. After the data is published on the ISIMIP Repository, it can be accessed via web or using an API (e.g. for access from Jupyter notebooks) using the same controlled vocabularies from the protocol. In order to make the data citable, DOI for each output sector are registered with DataCite. For each DOI, a precise list of each contained dataset is maintained. If data for a sector is added or replaced, a new, updated DOI is created.

While the specific implementation is highly optimized to the peculiarities of ISIMIP, the general ideas should be transferable to other projects. In our presentation, we will discuss the various tools and how they interact to create an integrated curation and publishing workflow.

How to cite: Klar, J. and Mengel, M.: A machine-actionable workflow for the publication of climate impact data of the ISIMIP project, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6375, https://doi.org/10.5194/egusphere-egu23-6375, 2023.

EGU23-6726 | ECS | Posters on site | ESSI3.5

Data compilations for enriched reuse of sea ice data sets 

Anna Simson, Anil Yildiz, and Julia Kowalski

A vast amount of in situ cryospheric data has been collected during publicly funded field campaigns to the polar regions over the past decades. Each individual data set yields important insights into local thermo-physical processes, but they need to be assembled into informative data compilations to unlock their full potential to produce regional or global outcomes for climate change related research. The efficient and sustainable interdisciplinary reuse of such data compilations is of large interest to the scientific community. Yet, the creation of such compilations is often challenging as they have to be composed of often heterogeneous data sets from various data repositories. We will focus on the reuse of data sets in this contribution, while generating extendible data compilations with enhanced reusability.

Data reuse is typically conducted by researchers other than the original data producers, and it is therefore often limited by the metadata and provenance information available. Reuse scenarios include the validation of physics-based process models, the training of data-driven models, or data-integrated predictive simulations. All these use cases heavily rely on a diverse data foundation in form of a data compilation, which depends on high quality information. In addition to metadata, provenance, and licensing conditions, the data set itself must be checked for reusability. Individual data sets containing the same metrics often differ in structure, content, and metadata, which challenges data compilation.

In order to generate data compilations for a specific reuse scenario, we propose to break down the workflow into four steps:
1) Search and selection: Searching, assessing, optimizing search, and selecting data sets.
2) Validation: Understanding and representing data sets in terms of the data collectors including structure, terms used, metadata, and relations between different metrics or data sets.
3) Specification: Defining the format, structure, and content of the data compilation based on the scope of the data sets.
4) Implementation: Integrating the selected data sets into the compilation.

We present a workflow herein to create a data compilation from heterogeneous sea ice core data sets following the previously introduced structure. We report on obstacles encountered in the validation of data sets mainly due to missing or ambiguous metadata. This leaves the (re)user space for subjective interpretation and thus increases uncertainty of the compilation. Examples are challenges in relating different data repositories associated with the same location or the same campaign, the accuracy of measurement methods, and the processing stage of the data. All of which often require a bilateral iteration with the data acquisition team. Our study shows that enriching data reusability with data compilations requires quality-ensured metadata on the individual data set level.

How to cite: Simson, A., Yildiz, A., and Kowalski, J.: Data compilations for enriched reuse of sea ice data sets, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6726, https://doi.org/10.5194/egusphere-egu23-6726, 2023.

EGU23-7417 | ECS | Posters on site | ESSI3.5 | Highlight

Data-integrated executable publications for reproducible geohazards research 

Anil Yildiz and Julia Kowalski

Investigating the mechanics of physical processes involved in various geohazards, e.g. gravitational, flow-like mass movements, shallow landslides or flash floods, predicting their temporal or spatial occurrence, and analysing the associated risks clearly benefit from advanced computational process-based or data-driven models. Reproducibility is needed not only for the integrity of the scientific results, but also as a trustbuilding element in practical geohazards engineering. Various complex numerical models or pre-trained machine learning algorithms exist in the literature, for example, to determine landslide susceptibility in a region or to predict the run-out of torrential flows in a catchment. These use FAIR datasets with increasing frequency, for example DEM data to set up the simulation, or open access landslide databases for training and validation purposes. However, we maintain that workflow reproducibility is not ensured simply due to the FAIRness of input or output datasets. Underlying computational or machine learning model needs to be (re)structured to enable the reproducibility and replicability of every step in the workflow so that a model can be (re)built to either reproduce the same results, or can be (re)used to elaborate on new cases or new applications. We propose a data-integrated, platform-independent scientific model publication approach combining self-developed Python packages, Jupyter notebooks, version controlling, FAIR data repositories and high-quality metadata. Model development in the form of a Python package guarantees that model can be run by any end-user, and defining submodules of analysis or visualisation within the package helps the users to build their own models upon the model presented. Publishing the manuscript as a data- and model-integrated Jupyter notebook creates a transparent application of the model, and the user can reproduce any result either presented in the manuscript or in the datasets. We demonstrate our workflow with two applications from geohazards research herein while highlighting the shortcomings of the existing frameworks and suggesting improvements for future applications.

How to cite: Yildiz, A. and Kowalski, J.: Data-integrated executable publications for reproducible geohazards research, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7417, https://doi.org/10.5194/egusphere-egu23-7417, 2023.

EGU23-7427 | Posters on site | ESSI3.5

Integrating sample management and semantic research-data management in glaciology 

Florian Spreckelsen, Henrik tom Wörden, Daniel Hornung, Timm Fitschen, Alexander Schlemmer, and Johannes Freitag

The flexible open-source research data management toolkit CaosDB is used in a diversity of fields such as turbulence physics, legal research, maritime research and glaciology. It is used to link research data and make it findable and retrievable and to keep it consistent, even if the data model changes.

CaosDB is used in the glaciology department at the Alfred Wegener Institute in Bremerhaven for the management of ice core samples and related measurements and analyses. Researchers can use the system to query for ice samples linked to, e.g., specific measurements for which they then can request to borrow for further analyses. This facilitates inter-laboratory collaborative research on the same samples. The system helped to solve a number of needs for the researchers, such as: A revision system which intrinsically keeps track of changes to the data and in which state samples were, when certain analyses were performed. Automated gathering of information for the publication in a meta-data repository (Pangaea). Tools for storing, displaying and  querying geospatial information and graphical summaries of all the measurements and analyses performed on an ice core. Automatic data extraction and refinement into data records in CaosDB so that users do not need to enter the data manually. A state machine which guarantees certain workflows, simplifies development and can be extended to trigger additional actions upon transitions.

We demonstrate how CaosDB enables researchers to create and work with semantic data objects. We further show how CaosDB's semantic data structure enables researchers to publish their data as FAIR Digital Objects.

How to cite: Spreckelsen, F., tom Wörden, H., Hornung, D., Fitschen, T., Schlemmer, A., and Freitag, J.: Integrating sample management and semantic research-data management in glaciology, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7427, https://doi.org/10.5194/egusphere-egu23-7427, 2023.

EGU23-7532 | Posters on site | ESSI3.5

Virtual Earth Cloud: a multi-cloud framework for improving replicability of scientific models 

Mattia Santoro, Paolo Mazzetti, and Stefano Nativi

Humankind is facing unprecedented global environmental and social challenges in terms of food, water and energy security, resilience to natural hazards, etc. To address these challenges, international organizations have defined a list of policy actions to be achieved in a relatively short and medium-term timespan (e.g., the UN SDGs). The development and use of knowledge platforms is key in helping the decision-making process to take significant decisions and avoid potentially negative impacts on society and the environment.

Scientific models are key tools to transform into information and knowledge the huge amount of data currently available online. Executing a scientific model (implemented as an analytical software) commonly requires the discovery and use of different types of digital resources (i.e. data, services, and infrastructural resources). In the present geoscience technological landscape, these resources are generally provided by different systems (working independently from one another) by utilizing Web technologies (e.g. Internet APIs, Web Services, etc.). In addition, a given scientific model is often designed and developed for execution in a specific computing environment. These are important barriers to enable reproducibility, replicability, and reusability of scientific models –becoming key interoperability requirements for a transparent decision-making process.

This presentation introduces the Virtual Earth Cloud concept, a multi-cloud framework for the generation of information/knowledge from Big Earth Data analytics. The Virtual Earth Cloud allows the execution of computational models to process and extract knowledge from Big Earth Data, in a multi-cloud environment, and thus improving their reproducibility, replicability and reusability.

The development and prototyping of the Virtual Earth Cloud is carried out in the context of the GEOSS Platform Plus (GPP) project, funded by the European Union’s Horizon 2020 Framework Programme, aims to contribute to the implementation of the Global Earth Observation System of Systems (GEOSS) by evolving the European GEOSS Platform components to allow access to tailor-made information and actionable knowledge.

How to cite: Santoro, M., Mazzetti, P., and Nativi, S.: Virtual Earth Cloud: a multi-cloud framework for improving replicability of scientific models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7532, https://doi.org/10.5194/egusphere-egu23-7532, 2023.

EGU23-8321 | Orals | ESSI3.5

Facilitating provenance documentation with a model-driven-engineering approach. 

Lucy Bastin, Owen Reynolds, Antonio Garcia-Dominguez, and James Sprinks

Evaluating the quality of data is a major concern within the scientific community: before using any dataset for study, a careful judgement of its suitability must be conducted. This requires that the steps followed to acquire, select, and process the data have been thoroughly documented in a methodical manner, in a way that can be clearly communicated to the rest of the community. This is particularly important in the field of citizen science, where a project that can clearly demonstrate its protocols, transformation steps, and quality assurance procedures have much more chance of achieving social and scientific impact through the use and re-use of its data.

A number of specifications have been created to provide a common set of concepts and terminology, such as ISO 19115-3 or W3C PROV. These define a set of interchange formats, but in themselves, they do not provide tooling to create high-quality dataset descriptions. The existing tools built on these standards (e.g. GeoNetwork, USGS metadata wizard, CKAN) are overly complex for some users (for example, many citizen science project managers) who, despite being experts in their own fields, may be unfamiliar with the structure and context of metadata standards or with semantic modelling. 

In this presentation, we will describe a prototype authoring tool that was created using a Model-driven engineering (MDE) software development methodology. The tool was authored using JetBrains Meta Programming System (MPS) to implement a modelling language based on the ISO19115-3 model. A user is provided with a “text-like” editing environment, which assists with the formal structures needed to produce a machine-parable document.

This allows a user to easily describe data lineage and generic processing steps while reusing recognised external vocabularies with automated validation, autocompletion, and transformation to external formats (e.g. the XML format 19115-3 or JSON-LD). We will report on the results of user testing aimed at making the tool accessible to citizen scientists (through dedicated projections with simplified structures and dialogue-driven model creation) and evaluating with those users any new possibilities that comprehensive and machine-parsable provenance information may create for data integration and sharing. The prototype will also serve as a test pilot of the integration between ISO 19115-3 and existing/upcoming third-party vocabularies (such as the upcoming ISO data quality measures registry).

How to cite: Bastin, L., Reynolds, O., Garcia-Dominguez, A., and Sprinks, J.: Facilitating provenance documentation with a model-driven-engineering approach., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8321, https://doi.org/10.5194/egusphere-egu23-8321, 2023.

EGU23-8526 | ECS | Orals | ESSI3.5

openEO Platform – showcasing a federated, accessible platform for reproducible large-scale Earth Observation analysis 

Benjamin Schumacher, Patrick Griffiths, Edzer Pebesma, Jeroen Dries, Alexander Jacob, Daniel Thiex, Matthias Mohr, and Christian Briese

openEO Platform holds a large amount of free and open as well as commercial Earth Observation (EO) data which can be accessed and analysed with openEO, an open API that enables cloud computing and EO data access in a unified and reproducible way. Additionally, client libraries are available in R, Python and Javascript. A JupterLab environment and the Web Editor, a graphical interface, allow a direct and interactive development of processing workflows. The platform is developed with a strong user focus and various use cases have been implemented to illustrate the platform capabilities. Currently, three federated backends support the analysis of EO data from pixel to continental scale.  

The use cases implemented during the platform’s main development phase include a dynamic landcover mapping, an on-demand analysis-ready-data creation for Sentinel-1 GRD, Sentinel-2 MSI and Landsat data, time series-based forest dynamics analysis with prediction functionalities, feature engineering for crop type mapping and large-scale fractional canopy mapping. Additionally, three new use cases are being developed by platform users. These include large scale vessel detection based on Sentinel-1 and Sentinel-2 data, surface water indicators using the ESA World Water toolbox for a user-defined area of interest and monitoring of air quality parameters using Sentinel-5P data. 

The future evolution of openEO Platform in terms of data availability and processing capabilities closely linked to community requirements, facilitated by feature requests from users who design their workflows for environmental monitoring and reproducible research purposes. This presentation provides an overview of the completed use cases, the newly added functionalities such as user code sharing, and user interface updates based on the new use cases and user requests. openEO Platform exemplifies how the processing and analysing large amounts of EO data to meaningful information products is becoming easier and largely compliant with FAIR data principles supporting the EO community at large. 

How to cite: Schumacher, B., Griffiths, P., Pebesma, E., Dries, J., Jacob, A., Thiex, D., Mohr, M., and Briese, C.: openEO Platform – showcasing a federated, accessible platform for reproducible large-scale Earth Observation analysis, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8526, https://doi.org/10.5194/egusphere-egu23-8526, 2023.

EGU23-9852 | Posters on site | ESSI3.5

Proposal of a simple procedure to derive a more FAIR open data archive than a spreadsheet or a set of CSV files 

Filippo Giadrossich, Ilenia Murgia, and Roberto Scotti

NuoroForestrySchool (a study center of the Department of Agriculture, University of Sassari, Italy) has developed and published a ‘data documentation procedure’ (link to NFS-DDP) enabling the improvement of the dataset FAIRness that any data collector wishes to share as open data. Datasets are frequently shared as spreadsheet files. While this tool is very handy in data preparation and preliminary analysis, its structure and composition are not very effective for storing and sharing consolidated data, unless data structures are extremely simple. NFS-DDP takes in input a spreadsheet in which data are organized as relational tables, one per sheet, while four additional sheets contain metadata standardized according to the Dublin Core specifications. The procedure outputs an SQLite relational database (including data and metadata) and a pdf-file documenting the database structure and contents. A first example application of the proposed procedure was shared by Giadrossich et al. (2022) on the PANGEA repository, concerning experimental data of erosion in forest soil measured during artificial rainfall. The zip-archive that can be downloaded contains the experiment data and metadata processed by NFS-DDP. At the following link is available a test document where basic statistics are computed to show how NFS-DDProcedure facilitates the understanding and correct processing of the shared dataset. 

The NFS-DataDocumentationProcedure provides a simple solution for organizing and archiving data aiming to i) achieve a more FAIR archive, ii) exploit data consistency and comprehensibility of semantic connections in the relational database, ii) produce a report documenting the collection and organization of data, providing an effective and concise overview of the whole with all details at hand.

Giadrossich, F., Murgia, I., Scotti, R. (2022). Experiment of water runoff and soil erosion with and without forest canopy coverage under intense artificial rainfall. PANGAEA. DOI:10.1594/PANGAEA.943451



How to cite: Giadrossich, F., Murgia, I., and Scotti, R.: Proposal of a simple procedure to derive a more FAIR open data archive than a spreadsheet or a set of CSV files, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9852, https://doi.org/10.5194/egusphere-egu23-9852, 2023.

EGU23-12443 | Posters on site | ESSI3.5 | Highlight

Landlab: a modeling platform that promotes the building of FAIR research software 

Eric Hutton and Gregory Tucker

Landlab is an open-source Python package designed to facilitate creating, combining, and reusing 2D numerical models. As a core component of the Community Surface Dynamics Modeling System (CSDMS) Workbench, Landlab can be used to build and couple models from a wide range of domains. We present how Landlab provides a platform that fosters a community of model developers and aids them in creating sustainable and FAIR (Findable, Accessible, Interoperable, Reusable) research software.

Landlab’s core functionality can be split into two main categories: infrastructural tools and community-contributed components. Infrastructural tools address the common needs of building new models (e.g. a gridding engine, and numerical utilities for common tasks). Landlab’s library of community-contributed components consists of several dozen components that each model a separate physical process (e.g. routing of shallow water flow across a landscape, calculating groundwater flow, or biologic evolution over a landscape). As these user-contributed components are incorporated into Landlab, they are able to attach to the Landlab infrastructure so that they also become both findable and accessible (through, for example, standardized metadata and versioning) and are maintained by the core Landlab developers.

One key aspect of Landlab’s design is its use of a standard programming interface for all components. This ensures that all Landlab components are interoperable with one another and with other software tools, allowing researchers to incorporate Landlab's components into their own workflows and analyses. By separating processes into individual components, they become reusable and allow researchers to combine components in new ways without having to write new components from scratch.

Overall, Landlab's design and development practices support the principles of FAIR research software, promoting the ability for scientific research to be easily shared and built upon. This design also provides a platform onto which model developers are able to attach their model components and take advantage of Landlab’s development practices and infrastructure and ensure their components also follow FAIR principles.

How to cite: Hutton, E. and Tucker, G.: Landlab: a modeling platform that promotes the building of FAIR research software, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12443, https://doi.org/10.5194/egusphere-egu23-12443, 2023.

EGU23-12864 | Orals | ESSI3.5 | Highlight

Who Done It? Reproducibility of Data Products Also Requires Lineage to Determine Impact and Give Credit Where Credit is Due. 

Lesley Wyborn, Nigel Rees, Jens Klump, Ben Evans, Rebecca Farrington, and Tim Rawling

Reproducible research necessitates full transparency and integrity in data collection (e.g. from observations) or generation of data, and further data processing and analysis to generate research products. However, Earth and environmental science data are growing in complexity, volume and variety and today, particularly for large-volume Earth observation and geophysics datasets, achieving this transparency is not easy. It is rare for a published data product to be created in a single processing event by a single author or individual research group. Modern research data processing pipelines/workflows can have quite complex lineages, and it is more likely that an individual research product is generated through multiple levels of processing, starting from raw instrument data at full resolution (L0) followed by successive levels of processing (L1-L4), which progressively convert raw instrument data into more useful parameters and formats. Each individual level of processing can be undertaken by different research groups using a variety of funding sources: rarely are those involved in the early stages of processing/funding properly cited.

The lower levels of processing are where observational data essentially remains at full resolution and is calibrated, georeferenced and processed to sensor units (L1) and then geophysical variables are derived (L2). Historically, particularly where the volumes of the L0-L2 datasets are measured in Terabytes to Petabytes, processing could only be undertaken by a minority of specialised scientific research groups and data providers, as few had the expertise/resources/infrastructures to process them on-premise. Wider availability of colocated data assets and HPC/cloud processing means that the full resolution, less processed forms of observational data can now be processed remotely in realistic timeframes by multiple researchers to their specific processing requirements, and also enables greater exploration of parameter space allowing multiple values for the same inputs to be trialled. The advantage is that better-targeted research products can now be rapidly produced. However, the downside is that far greater care needs to be taken to ensure that there is sufficient machine-readable metadata and provenance information to enable any user to determine what processing steps and input parameters were used in each part of the lineage of any released dataset/data product, as well as be able to reference exactly who undertook any part of the acquisition/processing and identify sources of funding (including instruments/field campaigns that collected the data).

The use of Persistent Identifiers (PIDs) for any component objects (observational data, synthetic data, software, model inputs, people, instruments, grants, organisations, etc.) will be critical. Global and interdisciplinary research teams of the future will be reliant on software engineers to develop community-driven software environments that aid and enhance the transparency and reproducibility of their scientific workflows and ensure recogniton. The advantage of the PID approach is that not only will reproducibility and transparency be enhanced, but through the use of Knowledge Graphs it will also be possible to trace the input of any researcher at any level of processing, whilst funders will be able to determine the impact of each stage from the raw data capture through to any derivative high-level data product. 

 

How to cite: Wyborn, L., Rees, N., Klump, J., Evans, B., Farrington, R., and Rawling, T.: Who Done It? Reproducibility of Data Products Also Requires Lineage to Determine Impact and Give Credit Where Credit is Due., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12864, https://doi.org/10.5194/egusphere-egu23-12864, 2023.

EGU23-12971 | Posters on site | ESSI3.5

Reproducible quality control of time series data with SaQC 

David Schäfer, Bert Palm, Peter Lünenschloß, Lennart Schmidt, and Jan Bumberger

Environmental sensor networks produce ever-growing volumes of time series data with great potential to broaden the understanding of complex spatiotemporal environmental processes. However, this growth also imposes its own set of new challenges. Especially the error-prone nature of sensor data acquisition is likely to introduce disturbances and anomalies into the actual environmental signal. Most applications of such data, whether it is used in data analysis, as input to numerical models or modern data science approaches, usually rely on data that complies with some definition of quality.

To move towards high-standard data products, a thorough assessment of a dataset's quality, i.e., its quality control, is of crucial importance. A common approach when working with time series data is the annotation of single observations with a quality label to transport information like its reliability. Downstream users and applications are hence able to make informed decisions, whether a dataset in its whole or at least parts of it are appropriate
for the intended use.

Unfortunately, quality control of time series data is a non-trivial, time-consuming, scientifically undervalued endeavor and is often neglected or executed with insufficient rigor. The presented software, the System for automated Quality Control (SaQC), provides all basic and many advanced building blocks to bridge the gap between data that is usually faulty but expected to be correct in an accessible, consistent, objective and reproducible way. Its user interfaces address different audiences ranging from the scientific practitioner with little access to the possibilities of modern software development to the trained programmer. SaQC delivers a growing set of generic algorithms to detect a multitude of anomalies and to process data using resampling, aggregation, and data modeling techniques. However, one defining component of SaQC is its innovative approach to storing runtime process information. In combination with a flexible quality annotation mechanism, SaQC allows to extend quality labels with fine-grained provenance information appropriate to fully reproduce the system's output.

SaQC is proving its usefulness on a daily basis in a range of fully automated data flows for large environmental observatories. We highlight use cases from the TERENO Network, showcasing how reproducible automated quality control can be implemented into real-world, large-scale data processing workflows to provide environmental sensor data in near real-time to data users, stakeholders and decision-makers.

 

How to cite: Schäfer, D., Palm, B., Lünenschloß, P., Schmidt, L., and Bumberger, J.: Reproducible quality control of time series data with SaQC, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-12971, https://doi.org/10.5194/egusphere-egu23-12971, 2023.

EGU23-13108 | Orals | ESSI3.5 | Highlight

The reality of implementing FAIR principles in the IPCC context to support open science and provide a citable platform to acknowledge the work of authors. 

Charlotte Pascoe, Lina Sitz, Diego Cammarano, Anna Pirani, Martina Stockhause, Molly MacRae, and Emily Anderson

A new paradigm for Intergovernmental Panel on Climate Change (IPCC) Working Group I (WGI) data publication has been implemented.  IPCC Data Distribution Centre (DDC) partners at the Centre for Environmental Data Analysis (CEDA), the German Climate Computing Centre (DKRZ) and the Spanish Research Council (CSIC) have worked with the IPCC Technical Support Unit (TSU) for WGI to publish figure data from the Sixth Assessment Report (AR6). The work was guided by the IPCC Task Group on Data Support for Climate Change Assessments (TG-Data) recommendations for Open Science and FAIR data (making data Findable, Accessible, Interoperable, and Reusable) with a general aim to enhance the transparency and accessibility of AR6 outcomes.  We highlight the achievement of implementing FAIR for AR6 figure data and discuss the lessons learned on the road to FAIRness in the unique context of the IPCC.

  • Findable - The CEDA catalogue record for each figure dataset enhances findability. Keywords can be easily searched. Records are organised into collections for each AR6 chapter. There is a two-way link between the catalogue record and the figure on the AR6 website. CEDA catalogue records are duplicated on the IPCC-DDC. 
  • Accessible - Scientific language is understandable, acronyms and specific terminology are fully explained. CEDA services provide tools to access and download the data. 
  • Interoperable - Where possible data variables follow standard file format conventions such as CF-netCDF and have standard names, where this is not feasible readme files describe the file structure and content. 
  • Reusable - The data can be reused, shared and adapted elsewhere, with credit, under a Creative Commons Attribution 4.0 licence (CC BY 4.0). Catalogue records link to relevant documentation such as the Digital Object Identifier (DOI) for the code and other supplementary information. The code used to create the figures allows users to reproduce the figures from the report independently. 

CEDA catalogue records provide a platform to acknowledge the specific work of IPCC authors and dataset creators whose work supports the scientific basis of AR6. 

Catalogue records for figure datasets were created at CEDA with data archived in the CEDA repository and the corresponding code stored on GitHub and referenced via Zenodo.  For instances where the data and code were blended in a processing chain that could not be easily separated, we developed criteria to categorise the different blends of data and code and created a decision tree to decide how best to archive them. Key intermediate datasets were also archived at CEDA.

Careful definition of metadata requirements at the beginning of the archival process is important for handling the diversity of IPCC figure data which includes data derived from climate model simulations, historical observations and other sources of climate information. The reality of the implementation meant that processes for gathering data and information from authors were specified later in the preparation of AR6. This presented challenges with data management workflows and the separation of figure datasets from the intermediate data and code that generated them. 

We present recommendations for AR7 and scaling up this work in a feasible way.

How to cite: Pascoe, C., Sitz, L., Cammarano, D., Pirani, A., Stockhause, M., MacRae, M., and Anderson, E.: The reality of implementing FAIR principles in the IPCC context to support open science and provide a citable platform to acknowledge the work of authors., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13108, https://doi.org/10.5194/egusphere-egu23-13108, 2023.

In our project we are employing semantic data management with the Open Source research data management system (RDMS) CaosDB [1] to link empirical data and simulation output from Earth System Models [2]. The combined management of these data structures allows us to perform complex queries and facilitates the integration of data and meta data into data analysis workflows.

One particular challenge for analyses of model output is to keep track of all necessary meta data of each simulation during the whole digital workflow. Especially for open science approaches it is of great importance to properly document - in human- and computer-readable form - all the information necessary to completely reproduce obtained results. Furthermore, we want to be able to feed all relevant data from data analysis back into our data management system, so that we are able to perform complex queries also on data sets and parameters stemming from data analysis workflows.

A specific aim of this project is to re-analyse existing sets of simulations under different research questions. This endeavour can become very time consuming without proper documentation in an RDMS.

We implemented a workflow, combining semantic research data management with CaosDB and Jupyter notebooks, that keeps track of data loaded into an analysis workspace. Procedures are provided that create snapshots of specific states of the analysis. These snapshots can automatically be interpreted by the CaosDB crawler that is able to insert and update records in the system accordingly. The snapshots include links to the input data, parameter information, the source code and results and therefore provide a high-level interface to the full chain of data processing, from empirical and simulated raw data to the results. For example, input parameters of complex Earth System Models can be extracted automatically and related to model performance. In our use case, not only automated analyses are feasible, but also interactive approaches are supported.

  • [1] Fitschen, T.; Schlemmer, A.; Hornung, D.; tom Wörden, H.; Parlitz, U.; Luther, S. CaosDB—Research Data Management for Complex, Changing, and Automated Research Workflows. Data 2019, 4, 83. https://doi.org/10.3390/data4020083
  • [2] Schlemmer, A., Merder, J., Dittmar, T., Feudel, U., Blasius, B., Luther, S., Parlitz, U., Freund, J., and Lennartz, S. T.: Implementing semantic data management for bridging empirical and simulative approaches in marine biogeochemistry, EGU General Assembly 2022, Vienna, Austria, 23–27 May 2022, EGU22-11766, https://doi.org/10.5194/egusphere-egu22-11766, 2022.

How to cite: Schlemmer, A. and Lennartz, S.: Transparent and reproducible data analysis workflows in Earth System Modelling combining interactive notebooks and semantic data management, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-13347, https://doi.org/10.5194/egusphere-egu23-13347, 2023.

EGU23-14845 | Orals | ESSI3.5

Open geospatial standards and reproducible research 

Massimiliano Cannata, Gregory Giuliani, Jens Ingensand, Olivier Ertz, and Maxime Collombin

In the era of cloud computing, big data and Internet of things, research is very often data-driven: based on the analysis of data, increasingly available in large quantities and collected by experiments, observations or simulations. These data are very often characterized as being dynamic in space and time and as continuously expanding (monitoring) or change (data quality management or survey). Modern Spatial Data Infrastructures (e.g.  swisstopo or INSPIRE), are based on interoperable Web services which expose and serve large quantities of data on the Internet using widely accepted and used open standards defined by the Open Geospatial Consortium (OGC) and the International Organization for Standardization (ISO). These standards mostly comply with FAIR principles but do not offer any capability to retrieve a dataset how it was in a defined instant, to refer to its status in that specific instant and to guarantee its immutability. These three aspects hinder the replicability of research based on such a kind of services. We discuss the issue here and the state of the art  and propose a possible solution to fill this gap, using or extending when needed the existing standards and or adopting best practices in the fields of sensor data, satellite data and vector data.

How to cite: Cannata, M., Giuliani, G., Ingensand, J., Ertz, O., and Collombin, M.: Open geospatial standards and reproducible research, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14845, https://doi.org/10.5194/egusphere-egu23-14845, 2023.

EGU23-15384 | Orals | ESSI3.5 | Highlight

A peer review process for higher reproducibility of publications in GIScience can also work for Earth System Sciences 

Daniel Nüst, Frank O. Ostermann, and Carlos Granell

The Reproducible AGILE initiative (https://reproducible-agile.github.io/) successfully established a code execution procedure following the CODECHECK principles (https://doi.org/10.12688/f1000research.51738.2) at the AGILE conference series (https://agile-online.org/conference). The AGILE conference is a medium-sized community-led conference in the domains of Geographic Information Science (GIScience), geoinformatics, and related fields. The conference is organised under the umbrella of the Association of Geographic Information Laboratories in Europe (AGILE).

Starting with a series of workshops on reproducibility from 2017 to 2019, a group of Open Science enthusiasts with the support of the AGILE Council (https://agile-online.org/agile-actions/current-initiatives/reproducible-publications-at-agile-conferences) was able to introduce guidelines for sharing reproducible workflows (https://doi.org/10.17605/OSF.IO/CB7Z8) and establish a reproducibility committee that conducts code executions for all accepted full papers.
In this presentation, we provide details of the taken steps and the encountered obstacles towards the current state. We revisit the process and abstract a series of actions that similar events or even journals may take to introduce a shift towards higher reproducibility of research publications in a specific community of practice.

We discuss the taken approach in the light of the challenges for reproducibility in Earth System Sciences (ESS) around four main ideas.
First, Reproducible AGILE’s human-centered process is able to handle the increasingly complex, large and varying data-based workflows in ESS because of the clear guidance on responsibilities (What should the author provide? How far does the reproducibility reviewer need to go?).
Second, the communicative focus of the process is very well suited to, over time, help to establish a shared practice based on current technical developments, such as FAIR Digital Objects, and to reform attitudes towards openness, transparency and sharing. A code execution following the CODECHECK principles is a learning experience that may sustainably change researcher behaviours and practice. At the same time, Reproducible AGILE’s approach avoids playing catch-up with technology and does not limit researcher freedom or includes a need to unitise researcher workflows beyond providing instructions suitable for a human evaluator, similar to academic peer review.
Third, while being agnostic of technology and infrastructures, a supportive framework of tools and infrastructure can of course increase the efficiency of conducting a code execution. We outline how existing infrastructures may serve this need and what is still missing.
Fourth, we list potential candidates of event series or journals that could introduce a code checking procedure because of their organisational setup or steps towards more open scholarhip that were already taken.

How to cite: Nüst, D., Ostermann, F. O., and Granell, C.: A peer review process for higher reproducibility of publications in GIScience can also work for Earth System Sciences, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15384, https://doi.org/10.5194/egusphere-egu23-15384, 2023.

EGU23-15391 | Posters on site | ESSI3.5

Data Management for PalMod-II – data workflow and re-use strategy 

Swati Gehlot, Karsten Peters-von Gehlen, Andrea Lammert, and Hannes Thiemann

German climate research initiative PalMod phase II (www.palmod.de) is presented here as an exclusive example where the project end-product is unique, scientific paleo-climate data. PalMod-II data products include output from three state-of-the-art coupled climate models of varying complexity and spatial resolutions simulating the climate of the past 130,000 years. In addition to the long time series of modeling data, a comprehensive compilation of paleo-observation data is prepared to facilitate model-model and model-proxy intercomparison and evaluation. Being a large multidisciplinary project, a dedicated RDM (Research Data Management) approach is applied within the cross-cutting working group for PalMod-II. The DMP (Data Management Plan), as a living document, is used for documenting the data-workflow framework that defines the details of paleo-climate data life-cycle. The workflow containing the organisation, storage, preservation, sharing and long-term curation of the data is defined and tested.  In order to make the modeling data inter-comparable across the PalMod-II models and easily analyzable by the global paleo-climate community, model data standardization (CMORization) workflows are defined for individual PalMod models and their sub-models. The CMORization workflows contain setup, definition, and quality assurance testing of CMIP61 based standardization processes adapted to PalMod-II model simulation output requirements with a final aim of data publication via ESGF2. PalMod-II data publication via ESGF makes the paleo-climate data an asset which is (re-)usable beyond the project life-time.

The PalMod-II RDM infrastructure enables common research data management according to the FAIR3 data principles across all the working groups of PalMod-II using common workflows for the exchange of data and information along the process chain. Applying data management planning within PalMod-II made sure that all the data related workflows were defined, continuously updated if needed and made available to the project stakeholders. End products of PalMod-II which consist of unique long term scientific paleo-climate data (model as well as paleo-proxy data) are made available for re-use via the paleo-climate research community as well as other research disciplines (e.g., land-use, socio-economic studies etc.).

1. Coupled Model Intercomparison Project phase 6 (https://www.wcrp-climate.org/wgcm-cmip/wgcm-cmip6)

2. Earth System Grid Federation (https://esgf.llnl.gov)

3. Findable, Accessible, Interoperable, Reusable

How to cite: Gehlot, S., Peters-von Gehlen, K., Lammert, A., and Thiemann, H.: Data Management for PalMod-II – data workflow and re-use strategy, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15391, https://doi.org/10.5194/egusphere-egu23-15391, 2023.

EGU23-16288 | Orals | ESSI3.5 | Highlight

The UK’s NCAS Data Project: establishing transparent observational data workflows from field to user 

Graham Parton, Barbara Brooks, Ag Stephens, and Wendy Garland

Within the UK the National Centre for Atmospheric Science (NCAS) operates a suite of observational instruments for atmospheric dynamics, chemistry and composition studies. These are principally made available through two facilities: the Atmospheric Measurement and Observations Facility (AMOF) and the Facility for Airborne Atmospheric Measurements (FAAM). Between these two facilities instrumentation can be on either campaign or long-term deployed in diverse environments (from polar to maritime; surface to high altitude), on a range of platforms (aircraft, ships) or dedicated atmospheric observatories.

The wide range of instruments, spanning an operational time period from the mid 1990s to present, has traditionally been orientated to specific communities, resulting in a plethora of different operational practices, data standards and workflows. The resulting data management and usage challenges have been further exacerbated over time by changes of staff, instruments and end-user communities and their requirements. This has been accompanied by the wider end-user community seeking greater access to and improved use of the data, with necessary associated improvements in data production to ensure transparency, quality, veracity and, thus, overall reproducibility. Additionally, these enhancemed workflows further ensure FAIR data outputs, widening long-term re-use of the data. 

Seeking to address these challenges in a more harmonious approach across the range of AMOF and FAAM facilities, NCAS established the NCAS Data Project in 2018 bringing together key players in the data workflows to break down barriers and common standards and procedures through improved dialogue. The resulting NCAS ‘Data Pyramid’ approach, brings together representatives from the data provider, data archive and end-user communities alongside supporting software engineers within a common framework that enables cross-working between all partners. This has lead to new data standards and workflows being established to ensure 3 key objectives: 1) capturing and flow of the necessary metadata to automate data flows and quality control as much as possible in a timely fashion ‘from field to end-user’; 2) enhanced transparency and traceability in data production via linked externally visible documentation, calibration and code repositories; and, 3) data products meeting end-user requirements in terms of their content and established quality control. Finally, data workflows are further enhanced thanks to scriptable conformance checking throughout the data production lifecycle, built on the controlled data product and metadata standards.

Thus, through the established workflows of the NCAS Data Project, the necessary details are captured and conveyed by both internal file-level and catalogue-level metadata to ensure that all three corners of the triangle of reproducibility, quality information, and provenance are able to be achieved in combination.

How to cite: Parton, G., Brooks, B., Stephens, A., and Garland, W.: The UK’s NCAS Data Project: establishing transparent observational data workflows from field to user, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16288, https://doi.org/10.5194/egusphere-egu23-16288, 2023.

EGU23-17263 | Posters on site | ESSI3.5

Towards reproducible workflows in simulation based Earth System Science 

Ivonne Anders, Hannes Thiemann, Martin Bergemann, Christopher Kadow, and Etor Lucio-Eceiza

Some disciplines, e.g. Astrophysics or Earth system sciences, work with large to very large amounts of data. Storing this data, but also processing it, is a challenge for researchers because novel concepts for processing data and workflows have not developed as quickly. This problem will only become more pronounced with the ever increasing performance of High Performance Computing (HPC) – systems.

At the German Climate Computing Center, we analysed the users, their goals and working methods. DKRZ provides the climate science community with resources such as high-performance computing (HPC), data storage and specialised services and hosts the World Data Center for Climate (WDCC). In analysing users, we distinguish between two main groups: those who need the HPC system to run resource-intensive simulations and then analyse them, and those who reuse, build on and analyse existing data. Each group subdivides into subgroups. We have analysed the workflows for each identified user and found identical parts in an abstracted form and derived Canonical Workflow Modules. In the process, we critically examined the possible use of so-called FAIR Digital Objects (FDOs) and checked to what extent the derived workflows and workflow modules are actually future-proof.

We will show the analysis of the different users, the Canonical workflow and the vision of the FDOs. Furthermore, we will present the framework Freva and further developments and implementations at DKRZ with respect to the reproducibility of simulation-based research in the ESS.

How to cite: Anders, I., Thiemann, H., Bergemann, M., Kadow, C., and Lucio-Eceiza, E.: Towards reproducible workflows in simulation based Earth System Science, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-17263, https://doi.org/10.5194/egusphere-egu23-17263, 2023.

EGU23-920 | Posters on site | NP1.1 | Highlight

An alternative approach to the ocean eddy parameterization roblem 

Igor Shevchenko

It is typical for low-resolution ocean simulations to miss not only small- but also large-scale patterns of the flow dynamics compared with their high-resolution analogues. It is usually attributed to the inability of coarse-grid models to properly reproduce the effects of the unresolved small-scale dynamics on the resolved large scales. In part, the reason for that is that coarse-grid models fail to at least keep the coarse-grid solution within the region of phase space occupied by the reference solution  (the high-resolution solution projected onto the coarse grid). 

In this presentation we discuss two methods to solve this problem: (1) computation of the image point in the phase space restricted to the region of the reference flow dynamics, and (2) reconstruction of a dynamical system from the available reference solution data. The proposed methods show encouraging results for both low- and high-dimensional phase spaces.

One of the important and general conclusions that can be drawn from our results is that not only mesoscale eddy parameterisation is possible in principle but also it can be highly accurate (up to reproducing individual vortices). This conclusion provides great optimism for the ongoing parameterisation studies.

How to cite: Shevchenko, I.: An alternative approach to the ocean eddy parameterization roblem, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-920, https://doi.org/10.5194/egusphere-egu23-920, 2023.

EGU23-1680 | ECS | Posters on site | NP1.1 | Highlight

From Sea Level Rise to COVID-19: Extending a Bayesian Hierarchical Model to unfamiliar problems with the 4D-Modeller framework 

John M. Aiken, Xueqing Yin, Samantha Royston, Yann Ziegler, and Jonathan L. Bamber

The recently completed European Research Council project “Global Mass” (www.globalmass.eu) aimed to reconcile the global sea-level budget as measured through a variety of satellite and in-situ data sources using a space-time Bayesian Hierarchical Model (BHM). The BHM uses Gaussian latent processes to estimate the contribution and uncertainty of different physical processes such as land hydrology, ocean thermal expansion, and glacier melt, to ongoing sea-level rise. Each process has a unique spatial and temporal length scale, which can be provided as a prior or inferred from the observations within the model. The BHM can separate the physical process sources represented in the data, model the stationarity of these processes, and estimate their uncertainty globally. A particular strength of the BHM is its ability to estimate and separate the different processes, from data with disparate spatial and temporal sampling and for observations that are influenced by multiple processes. This is often termed the source separation problem and we utilize novel statistical methods to solve for this and for dimensional reduction to allow the problem to be computationally tractable. We use the Integrated Nested Laplace Approximation (INLA) framework to approximate the observation layer and for the inference itself due to its accuracy and computational speed. The BHM has the potential to address a wider class of spatio-temporal inference problems and here we introduce the model structure (named 4D-modeller) and apply it to new classes of problem to extend its versatility. We apply it to COVID-19 transmittability in England and hydrology uncertainties related to hydropower reservoirs in Norway: problems that span social and physical sciences.  

How to cite: Aiken, J. M., Yin, X., Royston, S., Ziegler, Y., and Bamber, J. L.: From Sea Level Rise to COVID-19: Extending a Bayesian Hierarchical Model to unfamiliar problems with the 4D-Modeller framework, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-1680, https://doi.org/10.5194/egusphere-egu23-1680, 2023.

EGU23-3217 | Orals | NP1.1 | Highlight

The velocity of climate change revisited: Smooth velocity field and ecological relevance 

Jérôme Kasparian, Iaroslav Gaponenko, Laure Moinat, Guillaume Rohat, Stéphane Goyette, and Patrycja Paruch

Describing climate change in terms of spatial velocity is essential to assess the ability for ecosystems or individual species to migrate at a sufficient pace to keep environmental conditions allowing their survival. While climate models provide a temporal evolution of a number of  variables at each point of their computational grid, Loarie et al. introduced a velocity of climate change, defined as the ratio of the temporal derivative to the spatial gradient of temperature, or any other variable such as precipitations [1]. This amounts to assume that isotherms shift along the temperature gradient. Although intuitive, this idea is mathematically correct only for straight isotherms parallel to each other [2]. Whenever this condition is not met, e.g., due to complex topography or coastlines, the gradient-based velocity field will display artefacts in the form of local convergence or divergence that are likely to bias the analysis.

We show that these artefacts can be fixed by defining a much more regular velocity field. This alternative approach to the velocity of climate change determines the direction of the velocity vector by minimising the local vorticity rather than by the gradient. From a fundamental point of view, the resulting smoother velocity field allow an analysis at finer temporal and spatial scales. It also allows to define the climate trajectory of a given origin point. Our approach also provides tools to estimate the stability of climate trajectories depending on the behaviour of their "return" trajectory obtained by reversing time [3].  

From an ecological point of view, we discuss preliminary results on the relevance of each definition of the velocity of climate change, based on comparisons of the obtained climate trajectories with ecological trajectories from observational data relative to species distribution areas.

References

1. S. R. Loarie et al., Nature 462, 1052 (2009)

2. J. Rey, G. Rohat, M. Perroud, S. Goyette, J. Kasparian, Env. Res. Lett. 15, 034027 (2020)

3. I. Gaponenko, G. Rohat, S. Goyette, P. Paruch, J. Kasparian, Sci. Rep., 12, 2997, (2022)

How to cite: Kasparian, J., Gaponenko, I., Moinat, L., Rohat, G., Goyette, S., and Paruch, P.: The velocity of climate change revisited: Smooth velocity field and ecological relevance, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3217, https://doi.org/10.5194/egusphere-egu23-3217, 2023.

EGU23-3509 | ECS | Orals | NP1.1

Cascading Transitions in the Weak and Strong Coupling Limit 

Sacha Sinet, Christian Kuehn, Robbin Bastiaansen, Anna S. von der Heydt, and Henk A. Dijkstra

Many components of the Earth system are thought to be prone to dangerous transitions, presenting a big challenge for human societies. Known as tipping elements, those form an intricate network of interacting subsystems, creating the possibility of cascading critical transitions. The presence of those interacting tipping events makes it hard to predict the outcome of climate change. In this research, we investigate those phenomena above the usual approach of linearly interacting bistable components.

We propose to study generic nonlinear systems under generic nonlinear interaction. As a first step, we focus on unilaterally coupled components, where a leading and a following subsystem are naturally identified. Using singular perturbation methods, we show how the stability landscape can be approached semi-analytically when considering the weak and strong coupling limit. With only limited knowledge about the system's structure, this method applies to a wide class of interacting systems and allows for approaching steady states with a controlled error. This provides information on important structural features of the bifurcation diagram such as the presence of steady branches, their stability, and bifurcations. Finally, we illustrate our results using climate relevant conceptual models.

How to cite: Sinet, S., Kuehn, C., Bastiaansen, R., von der Heydt, A. S., and Dijkstra, H. A.: Cascading Transitions in the Weak and Strong Coupling Limit, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3509, https://doi.org/10.5194/egusphere-egu23-3509, 2023.

Large and/or long-lived convective clusters are associated with extreme weather, drive the global circulation by forcing atmospheric waves, and affect the energy budget of the atmosphere by modulating outgoing longwave radiation in their vicinity. The majority of tropical clusters follow scale-free occurrence frequency distributions for cluster sizes and the rainfall integrated over a cluster (intensity). The relationships between intensity and area, and circumference and area also follow scaling laws. The exponents of all of these four scaling laws follow when we assume that precipitation clusters inherit their properties from the geometry of the integrated column water vapor field. Specifically, the column water vapor field would have to be a self-affine surface with a roughness exponent H=0.4. Coincidentally, H=0.4 is the prediction of the Kardar-Parisi-Zhang universality class in two dimensions.

I analyze the statistics of precipitation clusters and the column water vapor field in observations (using data from CMORPH and ERA5) and thirteen one-year global simulations performed with the ICON model at a horizontal resolution of 10 km. The simulations differ for example in their forcing (RCE or realistic forcing), in their rotation (no rotation, real rotation, constant Coriolis parameter), in their sea surface temperatures (SSTs; realistic and with land, zonal mean with land, constant without land, latitudinal gradient without land) etc. They are designed to test how robust the scaling laws of precipitation and column water vapor are.

What changes drastically between the simulations is the probability density distribution of points in the phase space of column water vapor and tropospheric bulk temperature. This distribution occupies a very narrow space in the RCE simulations, but a very wide space in the realistic simulation with land. The critical column water vapor, where precipitation starts to occur, is approximately a linear function of temperature. It turns out that the column water vapor axes and the temperatures axes can be rescaled so that the onset curves of all simulations collapse onto one line (approximately). The results show that there is a good match with the observed scaling in most simulations, with the control simulation (realistic SSTs and land) showing the closest match. I speculate what the results may imply for interpreting observed scalings based on the Kardar-Parisi-Zhang equation.

How to cite: Stephan, C.: Testing the robustness of precipitation cluster scalings with an ensemble of aquaplanet simulations, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-3901, https://doi.org/10.5194/egusphere-egu23-3901, 2023.

The climate system can be regarded as a non-equilibrium dynamical system that relaxes toward a steady state under the continuous input of solar radiation and dissipative mechanisms over a multitude of temporal and spatial scales. The steady state is not necessarily unique. A useful tool to describe the possible steady states of the climate system is the bifurcation diagram, where the long-term behaviour of a state variable (like surface air temperature) is plotted as a function of force intensity. This diagram reveals the regions of multi-stability, the position of B-tipping (bifurcation points at critical forcing values giving rise to an abrupt and irreversible climate change), the range of stability of each attractor and the intensity of climate variability needed to induce transitions between states (N-tipping).

The construction of the bifurcation diagram requires to run long simulations from a huge ensemble of initial conditions until convergence to a steady state is attained (standard method). This procedure has prohibitive computational costs in general circulation models of the climate that include deep ocean dynamics relaxing on timescales of the order of thousand years, or other feedback mechanisms with even longer time scales, like continental ice or carbon cycle.

Using a coupled setup of the MIT general circulation model, we propose two techniques that require lower computational costs and show complementary advantages. We test them in a numerical setup that includes deep ocean dynamics and we compare the resulting bifurcation diagram with the one obtained with the standard method. The first technique is based on the introduction of random fluctuations in the forcing and allows one to explore a large part of the phase space. The second, based on the estimate of internal variability and relaxation time, is more precise in finding B-tipping.

How to cite: Brunetti, M. and Ragon, C.: Steady states in complex climate models and different methods for the construction of the bifurcation diagram, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6502, https://doi.org/10.5194/egusphere-egu23-6502, 2023.

Ocean models relying on geopotential (Z) vertical coordinates suffer from spurious diapycnal mixing created by advection due to the misalignment of isopycnal and grid-layer surfaces. Given the delicateness of diapycnal mixing in ocean models, several studies have been performed to determine its impact, mainly by means of global analyses. Here we present a local analysis of spurious diapycnal mixing based on tracer variance decay. We apply the discrete variance decay (DVD) method proposed by Klingbeil et al. (2014) to diagnose numerical mixing created by several third-order advection schemes used in FESOM (Finite volumE Sea ice Ocean Model). The analysis is applied for an idealized channel flow test setup with Z* vertical coordinates and a linear equation of state. This ensures numerical DVD to be entirely diapycnal enabling identification of its spatial distribution. Further modification of the DVD method is proposed which allows for splitting of total diapycnal mixing into individual contributions from advection and diffusion. The new modifications are then used to compare spurious diapycnal mixing due to advection and explicit horizontal diffusion with parameterized physical diapycnal mixing due to vertical diffusion.

How to cite: Banerjee, T., Danilov, S., and Klingbeil, K.: Diagnosing spurious diapycnal mixing and its spatial distribution due to advection in Z-coordinate ocean models using discrete variance decay, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-6887, https://doi.org/10.5194/egusphere-egu23-6887, 2023.

EGU23-7813 | ECS | Orals | NP1.1

Drivers and predictability of extreme summer Arctic sea ice reduction with rare event simulation methods 

Jerome Sauer, Francesco Ragone, François Massonnet, Jonathan Demaeyer, and Giuseppe Zappa

Various studies have identified possible drivers of extreme Arctic sea ice reduction, as observed in the summers of 2007 and 2012, including preconditioning, the oceanic heat transport and the synoptic-scale to large-scale atmospheric circulation. However, a quantitative statistical assessment of these drivers and a better understanding of the seasonal predictability of these events are hindered by the poor statistics of extremes in observations and in numerical simulations with computationally expensive climate models. Recent studies have addressed the problem of sampling extreme events in climate models by using rare event algorithms, computational techniques developed in statistical physics to increase the sampling efficiency of rare events in numerical models. In this work, we study the statistics of summer seasons with extremely low pan-Arctic sea ice area under pre-industrial greenhouse gas conditions, applying a rare event algorithm to the intermediate complexity coupled climate model PlaSim. Using the rare event algorithm, we oversample dynamical trajectories leading to events with extremely low summer and September mean pan-Arctic sea ice area. Compared to standard simulations of the same computational cost, we increase the sample size of the extremes by several orders of magnitude, which allows to perform statistically robust composite analyses of dynamical quantities conditional on these events. In addition, we have access to ultra-rare events with return times of up to 105 years. We exploit the improved statistics of summers with extremely low pan-Arctic sea ice area to study precursors of these events, including a surface energy budget analysis to disentangle the oceanic and atmospheric forcing on the sea ice. Particularly, we investigate the linkage between the extremes in summer Arctic sea ice area and the preceding states of the Arctic Oscillation and of the Arctic Dipole Anomaly pattern, as well as between the extremes and the preconditioning in the sea ice-ocean system during the onset of the melt season.

How to cite: Sauer, J., Ragone, F., Massonnet, F., Demaeyer, J., and Zappa, G.: Drivers and predictability of extreme summer Arctic sea ice reduction with rare event simulation methods, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-7813, https://doi.org/10.5194/egusphere-egu23-7813, 2023.

EGU23-8133 | ECS | Orals | NP1.1

On flow decomposition in realistic ocean models 

Silvano Rosenau, Manita Chouksey, and Carsten Eden

Oceanic flow comprises of a fast and a slow evolving component. Decomposing the flow field into these components is necessary to understand processes like mesoscale eddy dissipation and spontaneous wave emission. These processes are potentially important wave sources and lead to an energy transfer between the slow and the fast component. The first order approach is to decompose in geostrophic and non-geostrophic components. Since a part of the non-geostrophic component evolves slowly due to nonlinear interactions between both component, this approach is not precise enough to quantify energy transfers. To obtain higher accuracy in decomposing the flow field, more precise methods are required, such as optimal balance or nonlinear normal mode decomposition. However, their application is limited to idealized model settings that neither include topography nor a varying Coriolis parameter. Here, we modified the optimal balance method with a time averaging procedure, such that it is applicable in more realistic ocean models. We compared the new modified method with existing methods in a shallow water model and in a non-hydrostatic model. For longer time averaging periods, the modified optimal balance method converges against the original method.

How to cite: Rosenau, S., Chouksey, M., and Eden, C.: On flow decomposition in realistic ocean models, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8133, https://doi.org/10.5194/egusphere-egu23-8133, 2023.

EGU23-8616 | ECS | Orals | NP1.1

A new calibration method for the stochastic rotating shallow water model 

Oana Lang, Dan Crisan, and Alexander Lobbe

In recent years, the applications of stochastic partial differential equations to geophysical fluid dynamics has increased massively, as there are several complex dynamic models which can be represented using systems of SPDEs. An important problem to be adressed in this context is the correct noise calibration such that the resulting stochastic model efficiently incorporates the a priori unrepresented sub-scale geophysical processes. In this talk I will present a new method of stochastic calibration which can be applied to a class of stochastic fluid dynamics models. I will focus on an application specifically tailored for the stochastic rotating shallow water model. 

How to cite: Lang, O., Crisan, D., and Lobbe, A.: A new calibration method for the stochastic rotating shallow water model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-8616, https://doi.org/10.5194/egusphere-egu23-8616, 2023.

EGU23-9433 | Orals | NP1.1

Progess in non-Markovian (and Fractional) StochasticClimate Modelling: A GLE-based perspective 

Nicholas Wynn Watkins, Raphael Calel, Sandra Chapman, Aleksei Chechkin, Ian Ford, Rainer Klages, and David Stainforth

The mathematical stochastic energy balance models (SEBMs) pioneered by Hasselmann and Mitchell  have long been known to climate scientists to be important aids to gaining both qualitative insight and quantitative information about global mean temperatures. SEBMs are now much more widely visible, after the award of the 2021 Physics Nobel Prize to Hasselmann,  Manabe and Parisi. The earliest univariate SEBMs were, however, built around the simplest linear and Markovian stochastic process, enabling Hasselmann and his successors to exploit their equivalence to the Langevin equation of 1908. Multivariate SEBMs have now been extensively studied  but this presentation focuses on the continuing value of univariate SEBMs, especially when coupled to economic models, or when used to study longer-ranged memory than the exponential type seen in Hasselmann's Markovian case.

I will highlight how we and others are now going beyond the first SEBMs to incorporate more general temporal dependence, motivated by increasing evidence of non-Markovian, and in particular long-ranged, memory in the climate system. This effort has brought new and interesting challenges, both in mathematical methods and physical interpretation. I will highlight our recent paper [Calel et al, Nature Communications, 2021] on using a Markovian Hasselmann-type EBM to study the economic impacts of climate change and variability and our other ongoing work on generalisations (in particular fractional ones) of Hasselmann SEBMs.

This presentation updates our preprints [Watkins et al, arXiv; Watkins et al, in preparation for submission to Chaos] to show how the overdamped generalised Langevin equation can be mapped onto an SEBM that generalises Lovejoy et al's FEBE and I will give a progress report on this work. I will also briefly discuss  the relation of such non-Markovian SEBMs to fluctuation-dissipation relations.

How to cite: Watkins, N. W., Calel, R., Chapman, S., Chechkin, A., Ford, I., Klages, R., and Stainforth, D.: Progess in non-Markovian (and Fractional) StochasticClimate Modelling: A GLE-based perspective, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9433, https://doi.org/10.5194/egusphere-egu23-9433, 2023.

EGU23-9628 | ECS | Orals | NP1.1 | Highlight

A Resource Dependent Competition Model 

Robert Garvey and Andrew Fowler

There have been five major mass extinction events and a number of smaller extinction events throughout geological time. Each of these events characterises a widespread decrease in species diversity. The largest of these was the End-Permian extinction which saw about 90% of species go extinct. Extinction may be caused by a variety of factors such as asteroid impacts, CO2 driven ocean acidification, large igneous provinces, global warming/cooling, and oceanic anoxic events. All of these factors cause stress on the environment.

The ability of a species to avoid extinction is dependent on its environmental tolerances, i.e., the ability of a species to tolerate, or survive, changes in environmental conditions.

In population biology one way in which species may become extinct is through competition. The classical theory of competitive exclusion does not consider the type of interaction between species. We create a new mathematical model of competition between species in which the maximum population of a species is dependent on the availability of resources (or food supply) and competition is in the form of competition for these resources. We find this model always leads to stable coexistence. Another way in which populations can go extinct is through extreme oscillations in predator-prey systems; we explain how this can occur and illustrate this with a specific realistic predator-prey model that we then couple to our competition model.

How to cite: Garvey, R. and Fowler, A.: A Resource Dependent Competition Model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9628, https://doi.org/10.5194/egusphere-egu23-9628, 2023.

EGU23-9798 | Orals | NP1.1

Linear response for stochastic models of geophysical fluid dynamics with medium complexity 

Jochen Broecker, Giulia Carigi, and Tobias Kuna

An important question of climate science is the effect of a changing climate on the long term statistical properties of the atmosphere and ocean dynamics. Mathematically speaking, the question is whether and how statistical quantities of the dynamics (e.g. correlations, averages, variabilities etc) react to changes in the external forcing of the system.

A (stochastic or deterministic) dynamical system is said to exhibit linear response if the statistical quantities describing the long term behaviour of the system depend differentiably on the relevant parameter (i.e. the forcing), and therefore a small change in the forcing will result in a small and proportional change of the statistical quantity. A methodology to establish response theory for a class of nonlinear stochastic partial differential equations has recently been provided in [1]. This contribution will discuss the ``ingredients'' necessary for this methodology on an intuitive level. In particular, the required mathematical properties of the system are related to their physical counterparts. The results are applied to stochastic single-layer and two-layer quasi-geostrophic models which are popular in the geosciences to study atmosphere and ocean dynamics.

[1] G. Carigi, T. Kuna and J. Bröcker, Linear and fractional response for nonlinear dissipative SPDEs, arXiv, doi = 10.48550/ARXIV.2210.12129, 2022.

How to cite: Broecker, J., Carigi, G., and Kuna, T.: Linear response for stochastic models of geophysical fluid dynamics with medium complexity, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9798, https://doi.org/10.5194/egusphere-egu23-9798, 2023.

EGU23-9799 | Orals | NP1.1 | Highlight

Sample Path Large Deviations for Climate, Ocean, and Atmosphere 

Tobias Grafke

Rare and extreme events are notoriously hard to handle in any complex stochastic system: They are simultaneously too rare to be reliably observable in numerics or experiment, but at the same time too important to be ignored if they have a large impact. This is a particular complication in climate science, atmosphere and ocean dynamics that deals with a large number of strongly coupled degrees of freedom. Often these rare events come in the form of a stochastically induced transition between different viable macrostates. Examples include atmospheric jets, oceanic currents, etc, that correspond to large coherent structures which are long live-lived, but might ultimately disappear. In this talk, I discuss rare events algorithms based on instanton calculus and large deviation theory that are capable of computing probabilities of such transitions happening, as well as their most likely pathway of occurrence.

How to cite: Grafke, T.: Sample Path Large Deviations for Climate, Ocean, and Atmosphere, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9799, https://doi.org/10.5194/egusphere-egu23-9799, 2023.

EGU23-9865 | ECS | Posters on site | NP1.1

Seasonal evolution of the Arctic sea ice thickness distribution 

Srikanth Toppaladoddi, Woosok Moon, and John Wettlaufer

The Thorndike et al., (J. Geophys. Res. 80, 4501, 1975) theory of the ice thickness distribution, g(h), treats the dynamic and thermodynamic aggregate properties of the ice pack in a novel and physically self-consistent manner. Therefore, it has provided the conceptual basis of the treatment of sea-ice thickness categories in climate models. The approach, however, is not mathematically closed due to the treatment of mechanical deformation using the redistribution function ψ, the authors noting "The present theory suffers from a burdensome and arbitrary redistribution function ψ.''  Toppaladoddi and Wettlaufer (Phys. Rev. Lett. 115, 148501, 2015) showed how ψ can be written in terms of g(h), thereby solving the mathematical closure problem and writing the theory in terms of a Fokker-Planck equation, which they solved analytically to quantitatively reproduce the observed winter g(h). Here, we extend this approach to include open water by formulating a new boundary condition for their Fokker-Planck equation, which is then coupled to the observationally consistent sea-ice growth model of Semtner (J. Phys. Oceanogr. 6(3), 379, 1976) to study the seasonal evolution of g(h). We find that as the ice thins, g(h) transitions from a single- to a double-peaked distribution, which is in agreement with observations. To understand the cause of this transition, we construct a simpler description of the system using the equivalent Langevin equation formulation and solve the resulting stochastic ordinary differential equation numerically. Finally, we solve the Fokker-Planck equation for g(h) under different climatological conditions to study the evolution of the open-water fraction.

How to cite: Toppaladoddi, S., Moon, W., and Wettlaufer, J.: Seasonal evolution of the Arctic sea ice thickness distribution, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-9865, https://doi.org/10.5194/egusphere-egu23-9865, 2023.

Stirring and mixing plays a central role in the oceans and atmosphere, where the large-scale circulation is characterized by strong anisotropy. When the tracer evolution has no effect on the inertia of the velocity field, i.e., the tracer is passive, the governing evolution equation for the tracer is linear no matter how complicated the advecting velocity field is. Exploiting the linearity of the problem, we present a general approach for computing analytical solutions to the governing tracer equation for prescribed, time-evolving velocity fields. We apply it to analyze the evolution of a passive tracer in the case the advecting velocity field is a form of renewing flow, a prototype of chaotic advection, with stronger transport along a preferred axis. We consider both the freely decaying case and the case with a source of scalar variance (equilibrated), and discuss the possibility to generalize this approach for reacting tracers (biogeochemistry) and more complicated time-varying velocity fields.

How to cite: Jimenez-Urias, M. A. and Haine, T.: A mathematical investigation of stirring and mixing of passive tracers by an anisotropic flow field characterized by chaotic advection, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-10911, https://doi.org/10.5194/egusphere-egu23-10911, 2023.

EGU23-11488 | Posters on site | NP1.1 | Highlight

A Critical Analysis of Optimal Fingerprinting Methods for Climate Change through the Lens of Linear Response Theory 

Valerio Lucarini and Mickaël D. Chekroun

Detection and attribution studies have played a major role in shaping contemporary climate science and have provided key motivations supporting global climate policy negotiations. The goal of such studies is to associate observed climatic patterns of climate change with acting forcings - both anthropogenic and natural ones - with the goal of making statements on the acting drivers of climate change. The statistical inference is usually performed using regression methods referred to as optimal fingerprinting. We show here how a fairly general formulation of linear response theory relevant for nonequilibrium systems provides the physical and mathematical foundations behind the optimal fingerprinting approach for the climate change detection and attribution problem. Our angle allows one to clearly frame assumptions, strengths and potential pitfalls of the method.

 

 

How to cite: Lucarini, V. and Chekroun, M. D.: A Critical Analysis of Optimal Fingerprinting Methods for Climate Change through the Lens of Linear Response Theory, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-11488, https://doi.org/10.5194/egusphere-egu23-11488, 2023.

EGU23-14148 | Orals | NP1.1 | Highlight

Ensemble Design: Sensitivity Beyond Initial Values 

David A. Stainforth

Climate change is a complex, multidisciplinary problem which relates our physical understanding of the consequences of greenhouse gas emissions with economic and socio-political actions to mitigate and adapt to those consequences. An important role that the mathematics of climate change can play involves utilising and developing understanding of nonlinear systems in such a way as to guide the design of ensembles of Global Climate and Earth System Models (ESMs), as well as integrated assessment and economic models. To this end it is informative to view these computer models as high-dimensional nonlinear systems and ask what we can learn about ensemble design from somewhat related, low-dimensional nonlinear systems.

 

This talk will discuss what it means to make a prediction of climate change within a computer model as well as how we can design ensembles to reflect our uncertainty in the real-world, physical climate system. The Lorenz ’84/Stommel ’61 (L84-S61) system will be introduced as a valuable tool for studying issues of ensemble design and will be used to illustrate key sources of uncertainty and sensitivity.

 

First amongst these senstitivities is initial value sensitivity of the sort explored in a variety of single model large ensembles (see session CL4.10/NH11/OS4) - these are known as micro-initial-condition ensembles. However, the results of such ensembles can themselves be dependent on large scale features of the starting conditions - so-called macro-initial-condition uncertainty. Lastly, the sensitivity of ensemble results to model structure and parameter value selection is crucial. How can we identify how close to the target system a model has to be to make useful probabilistic forecasts at different lead times? This question raises the prospect that climate predictions could be vulnerable to the “hawkmoth effect” - the potential for probabilistic forecasts based on initial condition ensembles to be highly sensitive to the finest details of model formulation.

 

Here the different types of initial value and model parameter sensitivities will be illustrated with the L84-S61 system. Based on these, a series of design questions will be raised - questions which suitably-designed ensembles of low-dimensional systems could help us understand and answer, and which could be extremely valuable in improving the design of ensembles of GCMs and ESMs.

How to cite: Stainforth, D. A.: Ensemble Design: Sensitivity Beyond Initial Values, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-14148, https://doi.org/10.5194/egusphere-egu23-14148, 2023.

EGU23-15021 | ECS | Orals | NP1.1 | Highlight

Computing precipitations with a vertical radiative-convective model with no adjustable parameters, using the maximum entropy production hypothesis. 

Quentin Pikeroen, Didier Paillard, Bérengère Dubrulle, and Karine Watrin

The state-of-the-art General Circulation Models or Earth System Models are based on conservation equations like the conservation of mass, momentum (Navier-Stokes), energy, and water... These equations are written in the form of partial derivative equations and are resolved on a grid whose spatial increment is a few tens or hundreds of kilometers and whose time increment is a few minutes. This means that phenomena acting below the numerical resolution are not computed. But because of the nonlinearity of equations, large scales are not independent of small scales, therefore the cutoff in resolution induces errors. For example, the linear relation between energy fluxes and temperature gradients (Fourier law) is not true for a grid of this size. To overcome this issue, it is usual to add new equations in order to close the conservation equations. In these new equations, new parameters are added and are generally tuned to fit observations. Though they are all based on the same physics, every climate model has a different set of "closure equations" and tuned parameters, leading to different results. For instance, while model comparisons are satisfying when looking at temperatures, results may differ significantly between two models when looking at precipitations.

Now, I am going to present an alternative way of resolving the climate system using zero tunable parameters. To achieve this, a paradigm change is needed. Partial derivative equations are no longer used, and variables are resolved with an optimization problem: maximizing a function under constraints (of conservations). The maximized function is the entropy production due to energy transfers and depends on temperatures only. Because solving the optimization problem isn't straightforward, the climate system is for now reduced to a vertical atmosphere, with only vertical energy fluxes. Such kind of model is sometimes called "radiative-convective" model and can be compared to tropical atmospheric observations because horizontal fluxes are less important there. The constraints imposed are the conservation of energy, the conservation of mass, and the conservation of water. Surprisingly, adding this last constraint to the model enables us to predict precipitations of about 1.2 m/year, in the good order of magnitude of average tropical precipitations. Theoretically, this means that precipitations depend mostly on the radiative transfer in the atmosphere.

The maximization of entropy production is probably not a generic "law of Nature" and might not apply to any out-of-equilibrium system. Here, we choose not to enter the debate whether it should be true for the climate or not, but only to show that this procedure can be a useful and efficient tool to close equations without introducing any tunable parameters, even when applied to precipitations. Though the optimization problem may rapidly become intractable, we can still envision building a more complete model of the atmospheric water cycle on these premises.

How to cite: Pikeroen, Q., Paillard, D., Dubrulle, B., and Watrin, K.: Computing precipitations with a vertical radiative-convective model with no adjustable parameters, using the maximum entropy production hypothesis., EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15021, https://doi.org/10.5194/egusphere-egu23-15021, 2023.

Many systems in nature are characterized by the coexistence of different stable states for a given set of environmental parameters and external forcing. Examples for such behavior can be found in different fields of Earth system, e.g. ecosystems and climate dynamics. As a consequence of the coexistence of a multitude of stable states, the final state of the system depends strongly on the initial condition.  The set of initial conditions which all converge to the same stable state is called the basin of attraction. In addition, the dynamics of complex systems is often characterized by the different time scales on which certain processes act. We show that the interplay of these different time scales is important particularly for the case of rate-induced tipping. This tipping phenomenon occurs when the rate of change of an internal parameter or an external forcing is varying on a different timescale as the intrinsic timescale of the system.  The system can track its original stable state under such time-dependent forcing as long as the rate of environmental change is slow. If this rate is larger than a critical rate the system will tip and obey a rather different dynamical behavior, either by approaching a different stable state or by visiting temporarily different parts of the state space.  We study the role of the relative size of the basins of attraction and the location of their boundaries in rate-induced tipping and demonstrate that the decision whether a trajectory tips or tracks the original stable state depends crucially on the changes in the basins of attraction, in particular their size and, more importantly on their boundaries, that also “move” in state space under a time-dependent variation of intrinsic parameters/external forcing.  This dependence is discussed for the two cases of smooth basin boundaries made up by the stable manifolds of saddle points and fractal basin boundaries where chaotic saddles embedded in the boundary influence the tipping of trajectories. 

How to cite: Feudel, U.: The role of multiple time scales for rate-induced tipping phenomena, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15095, https://doi.org/10.5194/egusphere-egu23-15095, 2023.

EGU23-15627 | ECS | Orals | NP1.1

Towards a subgrid momentum closure via stochastic backscatter and its linkages with the Gent-McWilliams parametrization 

Ekaterina Bagaeva, Stephan Juricke, Sergey Danilov, and Marcel Oliver

Parametrizing physical processes in the ocean is a universal approach to overcome resolution limitations across different scales. Parametrizations represent the mean effect of processes occurring on the scales less than the grid scale (i.e. on the subgrid) on the resolved mean flow through parametric equations. In this work, a viscous momentum closure, equipped with a backscatter operator that returns excessively dissipated energy back to the system, is used to parametrize mesoscale range processes on eddy-permitting mesh resolutions.

The part of the variability that is not represented by the deterministic backscatter operator is modelled stochastically. We propose a stochastic field component, based on the patterns of variability extracted from the output of model simulations with different grid resolutions.

As a continuation of this work, we propose an interaction of the backscatter parametrization with the Gent-McWilliams parametrization which is generally applied for coarser grids corresponding to non-eddy resolving resolutions. This connection is relevant to link kinetic and potential energy backscatter.

The implementations are tested on two intermediate complexity setups of the global ocean model FESOM2: a doubly-periodic channel and a double-gyre box model. In this contribution, we present an increase of eddy activity and show that a greater complexity of setup enhances response to the implementation.  

Keywords: mesoscale eddies, parametrization, backscatter, stochastic parametrization, GM parametrization.

How to cite: Bagaeva, E., Juricke, S., Danilov, S., and Oliver, M.: Towards a subgrid momentum closure via stochastic backscatter and its linkages with the Gent-McWilliams parametrization, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15627, https://doi.org/10.5194/egusphere-egu23-15627, 2023.

EGU23-15700 | ECS | Posters on site | NP1.1

On the numerical dependence of balance state in geophysical flows 

Manita Chouksey, Carsten Eden, Gökce Tuba Masur, and Marcel Oliver

Balance flows dictate the evolution and dynamics of geophysical flows, such as the atmosphere and ocean, that are central to the Earth's climate. Here, balance geophysical flows are balanced using two different methods and compared in simulations of the single-layer shallow water model with two different numerical model codes and two different initial conditions over a range of different parameters. Both methods: nonlinear higher order balancing and optimal balance, add to the linear geostrophic mode, the linear wave mode contributions. The resulting approximately balanced states are characterized by very small residual wave emission during time evolution of the flow. Overall, the performance of both methods is comparable. Cross-balancing suggests that both methods find approximately the same balanced states. The results contradict previous studies claiming significant spontaneous wave emission from balanced flow. Further, the results clearly show that the notion of balance in numerical models of geophysical flows is ultimately related to the particular discretization.

How to cite: Chouksey, M., Eden, C., Masur, G. T., and Oliver, M.: On the numerical dependence of balance state in geophysical flows, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-15700, https://doi.org/10.5194/egusphere-egu23-15700, 2023.

EGU23-16258 | Orals | NP1.1

Analysis of proxy response and sensitivities in a coupled general circulation model 

Francesco Ragone, Robbin Bastiaansen, Valerio Lembo, and Valerio Lucarini

In the analysis and interpretation of climate data, both from model simulations and observations, it is often of interest to establish relations between the responses of different observables to a global forcing. This problem in its generality is relevant in the context of the identification of emergent constraints for the climate system, detection and attribution studies, and the analysis of proxy data. Recently it has been discussed how in linear response theory it is possible to build proxy response operators, that allow to use the response of one observable to a forcing to predict the response of another observable. The spectral properties of the proxy response functions determine then the properties of statistical predictability at different time scales for the pair of observables. The skill and feasibility of this approach for complex climate data has however not been fully tested yet. In this work we analyse the properties of proxy response in experiments with the coupled general circulation model MPI-ESM v.1.2. We consider ensemble simulations of abrupt CO2 doubling and 1% per year CO2 increase scenarios. We study the response of different atmospheric and oceanic variables, and we compute proxy response functions for different pairs of observables. We analyse the predictive power for the different cases, and interpret differences in skills in terms of causal relations among observables. We also study the relation between statistical variability and long term sensitivity, and we discuss differences between ensemble and internal variability in unforced and forced states. We then link our results to the discussion on the interpretation of emergent constraints in climate change simulations.

How to cite: Ragone, F., Bastiaansen, R., Lembo, V., and Lucarini, V.: Analysis of proxy response and sensitivities in a coupled general circulation model, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16258, https://doi.org/10.5194/egusphere-egu23-16258, 2023.

We study methods that aim to reduce the dimension of a finite dimensional solution space, in which the solution corresponding to a certain parametrized Optimal Control Problems governed by environmental models, e.g. Quasi-Geostrophic flow, is sought. The parameter is modeled as a random variable to incorporate possible uncertainty, for example in parametric measurements. For such a reduction to be useful, it should be guaranteed, for every possible parameter value, that it results in an acceleration of the solution process while maintaining an accurate approximate solution. In order to do this, conditions are formulated, and under those conditions, several versions of a specific reduction method known as Proper Orthogonal Decomposition are implemented. We consider examples and show that a simplification of the general state of the art reduction method performs equally well.

How to cite: Carere, G.: Reduced Basis Methods for Optimal Control Problems with Random Inputs in Environmental Science, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16389, https://doi.org/10.5194/egusphere-egu23-16389, 2023.

EGU23-16458 | ECS | Orals | NP1.1

Limits of large deviation theory in predicting transition paths of climate tipping events 

Reyk Börner, Ryan Deeley, Calvin Nesbitt, Raphael Römer, Tobias Grafke, Ulrike Feudel, and Valerio Lucarini

Following Hasselmann’s ansatz, the climate system may be viewed as a multistable dynamical system internally driven by noise. Its long-term evolution will then feature noise-induced critical transitions between the competing attracting states. In the weak-noise limit, large deviation theory allows predicting the transition rate and most probable transition path of these tipping events. However, the limit of zero noise is never obtained in reality. In this work we show that, even for weak finite noise, sample transition paths may disagree with the large deviation prediction – the minimum action path, or instanton – if multiple timescales are at play. We illustrate this behavior in selected box models of the bistable Atlantic Meridional Overturning Circulation (AMOC), where different restoring times of temperature and salinity induce a fast-slow characteristic. While the minimum action path generally crosses the basin boundary at a saddle point, we demonstrate cases in which ensembles of sample transition paths cross far away from the saddle. We discuss the conditions for saddle avoidance and relate this to the flatness of the quasipotential, a central object of large deviation theory. We further probe the vicinity of the weak-noise limit by applying a pathspace method that generates transition samples for arbitrarily weak noise. Our results highlight that predictions by large deviation theory must be treated cautiously in multiscale dynamical systems.

How to cite: Börner, R., Deeley, R., Nesbitt, C., Römer, R., Grafke, T., Feudel, U., and Lucarini, V.: Limits of large deviation theory in predicting transition paths of climate tipping events, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16458, https://doi.org/10.5194/egusphere-egu23-16458, 2023.

We discuss a derivation of the analytic solution of the wave equations in complex structures perturbed by local defects, long waveguides, and various sources. After obtaining the exact analytic form of the solution, the numerical implementation becomes more or less straightforward. The corresponding real-time simulations will be demonstrated. Another important point is that the analytic solutions do not have disadvantages associated with the noise of reflections from the artificial boundaries of the model and other drawbacks inherent in purely numerical simulations. The solution is based on integral and algebraic transforms, including the active use of special functions. Even for linear waves that propagate in inhomogeneous structures, the solution is very complex. This fact probably makes the process of obtaining exact analytic solutions for nonlinear waves practically hopeless.

How to cite: Kutsenko, A.: Analytic solution of the wave equation in complex structures with defects, waveguides, sources, EGU General Assembly 2023, Vienna, Austria, 23–28 Apr 2023, EGU23-16558, https://doi.org/10.5194/egusphere-egu23-16558, 2023.

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