ITS1 – Digital Geosciences
EGU24-1101 | ECS | Orals | ITS1.1/CL0.1.17
Monitoring The Development Of Land Heatwaves Using Spatiotemporal ModelsEGU24-3307 | ECS | Posters virtual | ITS1.1/CL0.1.17
Comparative Study of Supervised Learning Algorithms on Rainfall Prediction using NEX-GDDP-CMIP6 DataEGU24-3499 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
A Hybrid Machine Learning Climate Simulation Using High Resolution Convection ModellingEGU24-3614 | Orals | ITS1.1/CL0.1.17
From climate to weather reconstruction with inexpensive neural networksEGU24-4460 | Orals | ITS1.1/CL0.1.17 | Highlight
Huge Ensembles of Weather Extremes using the Fourier Forecasting Neural NetworkEGU24-4507 | ECS | Posters on site | ITS1.1/CL0.1.17
Using IMERG precipitation patterns to index climate at the mesoscale: A basis rotation method based on climate bistability - an updateEGU24-5033 | ECS | Posters on site | ITS1.1/CL0.1.17
Causal inference of the CO2 fertilisation effect from ecosystem flux measurementsEGU24-5103 | ECS | Orals | ITS1.1/CL0.1.17
Reconstructing Historical Climate Fields With Deep LearningEGU24-5611 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
Advances and Prospects of Deep Learning for Medium-Range Extreme Weather ForecastingEGU24-5616 | ECS | Posters on site | ITS1.1/CL0.1.17
Rethinking Tropical Cyclone Genesis Potential Indices via Feature SelectionEGU24-6282 | ECS | Posters on site | ITS1.1/CL0.1.17
Identifying precipitation types over China using a machine learning algorithmEGU24-6655 | ECS | Orals | ITS1.1/CL0.1.17
Detecting spatio-temporal dynamics of western European heatwaves using deep learningEGU24-8010 | ECS | Posters on site | ITS1.1/CL0.1.17
Statistical Downscaling for urban meteorology at hectometric scaleEGU24-8955 | ECS | Posters on site | ITS1.1/CL0.1.17
A Systematic Framework for Data Augmentation for Tropical Cyclone Intensity Estimation Using Deep LearningEGU24-9110 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
Explainable AI for distinguishing future climate change scenariosEGU24-10129 | ECS | Orals | ITS1.1/CL0.1.17
Subseasonal to seasonal forecasts using Masked AutoencodersEGU24-10156 | Posters on site | ITS1.1/CL0.1.17
Heat wave vulnerability maps of Naples (Italy) from Landsat images and machine learningEGU24-10262 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
Machine learning-based emulation of a km-scale UK climate modelEGU24-10298 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
Downscaling precipitation simulations from Earth system models with generative deep learningEGU24-10325 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
Interpretable multiscale Machine Learning-Based Parameterizations of Convection for ICONEGU24-10328 | ECS | Posters on site | ITS1.1/CL0.1.17 | Highlight
Emulating Land-Processes in Climate Models Using Generative Machine LearningEGU24-10692 | ECS | Posters on site | ITS1.1/CL0.1.17
Down-scaling and bias correction of precipitation with generative machine learning modelsEGU24-10759 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
Is linear regression all you need? Clarifying use-cases for deep learning in climate emulationEGU24-10876 | ECS | Posters on site | ITS1.1/CL0.1.17 | Highlight
Physics-aware Machine Learning to Estimate Ice Thickness of Glaciers in West SvalbardEGU24-10922 | ECS | Orals | ITS1.1/CL0.1.17
Graph Neural Networks for Atmospheric Transport Modeling of CO2EGU24-11831 | ECS | Orals | ITS1.1/CL0.1.17
Analyzing Climate Scenarios Using Dynamic Mode Decomposition With ControlEGU24-12495 | Orals | ITS1.1/CL0.1.17
Hybrid neural differential equation models for atmospheric dynamicsEGU24-12600 | Posters on site | ITS1.1/CL0.1.17
Autoencoder-based model for improving reconstruction of heat waves using the analogue methodEGU24-12826 | ECS | Orals | ITS1.1/CL0.1.17
Comparing Machine Learning Methods for Dynamical SystemsEGU24-13138 | ECS | Posters on site | ITS1.1/CL0.1.17
Neural Network Driven Early Warning System for Groundwater Flooding: A Comprehensive Approach in Lowland Karst AreasEGU24-15144 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
A Graph Neural Network emulator for greenhouse gas emissions inferenceEGU24-15174 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
Using spatio-temporal neural networks to investigating teleconnections and enhance S2S forecasts of european extreme weatherEGU24-15586 | ECS | Posters on site | ITS1.1/CL0.1.17 | Highlight
Identifying Windows of Opportunity in Deep Learning Weather ModelsEGU24-17165 | ECS | Posters on site | ITS1.1/CL0.1.17
Conditioning Deep Learning Weather Prediction Models On Exogenous FieldsEGU24-17389 | ECS | Orals | ITS1.1/CL0.1.17
Analyzing Spatio-Temporal Machine Learning Models through Input PerturbationEGU24-17554 | ECS | Posters on site | ITS1.1/CL0.1.17
Using Cascaded Diffusion Models and Multi-Channel Data Integration for High-Resolution Statistical Downscaling of ERA5 over DenmarkEGU24-17601 | ECS | Orals | ITS1.1/CL0.1.17
Machine learning aerosol impacts on regional climate change.EGU24-17694 | ECS | Orals | ITS1.1/CL0.1.17
Spatio-temporal Nonlinear Quantile Regression for Heatwave Prediction and UnderstandingEGU24-19460 | ECS | Orals | ITS1.1/CL0.1.17 | Highlight
Earth Observation Applications through Neural Embedding Compression from Foundation ModelsEGU24-20342 | ECS | Posters on site | ITS1.1/CL0.1.17
Building A Machine Learning Model To Predict Sample Pesticide Content Utilizing Thermal Desorption MION-CIMS AnalysisEGU24-2297 | ECS | Posters on site | ITS1.2/OS4.10
Parameterizing ocean vertical mixing using deep learning trained from high-resolution simulationsEGU24-2934 | Posters on site | ITS1.2/OS4.10
Accelerating Marine UAV Drone Image Analysis with Sliced Detection and Clustering (MBARI SDCAT)EGU24-3372 | ECS | Orals | ITS1.2/OS4.10
Two Physics-informed Enso Deep Learning Forecasting Models: ENSO-ASC and ENSO-GTCEGU24-3523 | Posters on site | ITS1.2/OS4.10
PETRI-MED: Advancing Satellite-Based Monitoring for Microbial Plankton Biodiversity in the Mediterranean SeaEGU24-5552 | ECS | Posters on site | ITS1.2/OS4.10
Scalable 3D Semantic Mapping of Coral Reefs with Deep LearningEGU24-5926 | ECS | Posters on site | ITS1.2/OS4.10
Reconstructing Global Ocean Deoxygenation Over a Century with Deep LearningEGU24-6927 | ECS | Posters on site | ITS1.2/OS4.10 | Highlight
A Deep Learning Model for Tropical Cyclone Center Localization Based on SAR ImageryEGU24-14839 | ECS | Orals | ITS1.2/OS4.10
Near-real-time monitoring of global ocean carbon sink based on CNNEGU24-15508 | Posters on site | ITS1.2/OS4.10
Data-driven short-term forecast of suspended inorganic matter as seen by ocean colour remote sensing.EGU24-15594 | Posters on site | ITS1.2/OS4.10 | Highlight
Conditional Generative Models for OceanBench Sea Surface Height InterpolationEGU24-17159 | Posters on site | ITS1.2/OS4.10 | Highlight
Exploring Pretrained Transformers for Ocean State ForecastingEGU24-17199 | ECS | Orals | ITS1.2/OS4.10 | Highlight
A Multi-Fidelity Ensemble Kalman Filter with a machine learned surrogate modelEGU24-17320 | ECS | Posters on site | ITS1.2/OS4.10
Assessing data assimilation techniques with deep learning-based eddy detectionEGU24-18493 | ECS | Posters on site | ITS1.2/OS4.10 | Highlight
Leveraging recent advances in Large Language Models for the ocean science communityEGU24-18627 | Posters on site | ITS1.2/OS4.10
Prediction of sill fjord basin water renewals and oxygen levelsEGU24-18663 | ECS | Orals | ITS1.2/OS4.10
Linking Satellite and physics-informed Data with Phytoplankton communities Using Deep LearningEGU24-18688 | Posters on site | ITS1.2/OS4.10
Spatial Generalization of 4DVarNet in ocean colour Remote SensingEGU24-18857 | ECS | Posters on site | ITS1.2/OS4.10
A two-phase Neural Model for CMIP6 bias correctionEGU24-19104 | Orals | ITS1.2/OS4.10 | Highlight
Fast data-driven reduced order models for emulating physics-based flexible mesh coastal-ocean modelsEGU24-19157 | ECS | Posters on site | ITS1.2/OS4.10
Estimating global POC fluxes using ML and data fusion on heterogeneous and sparse in situ observationsEGU24-20454 | ECS | Posters on site | ITS1.2/OS4.10
Arctic Processes Under Ice: Structures in a Changing ClimateEGU24-20799 | ECS | Posters virtual | ITS1.2/OS4.10
Size classification of particulate organic carbon concentration and its link to the ecosystem based on Machine Learning techniques.EGU24-21554 | ECS | Posters on site | ITS1.2/OS4.10
A deep learning pipeline for automatic microfossil analysis and classificationEGU24-22070 | ECS | Posters on site | ITS1.2/OS4.10 | Highlight
Pushing the Limits of Subseasonal-to-Seasonal Sea Ice Forecasting with Deep Generative ModellingEGU24-2691 | Orals | ITS1.3/CL0.1.18 | Highlight
Grand designs: quantifying many kinds of model uncertainty to improve projections of sea level riseEGU24-3520 | Orals | ITS1.3/CL0.1.18
Machine Learning for Nonorographic Gravity Waves in a Climate ModelEGU24-5048 | Orals | ITS1.3/CL0.1.18
Emulators for Predicting Tsunami Inundation Maps at High ResolutionEGU24-5852 | Posters on site | ITS1.3/CL0.1.18
CROMES - A fast and efficient machine learning emulator pipeline for gridded crop modelsEGU24-6622 | ECS | Posters virtual | ITS1.3/CL0.1.18
Comparison of SWAT and a deep learning model in nitrate load simulation at the Tuckahoe creek watershed in the United StatesEGU24-10087 | ECS | Orals | ITS1.3/CL0.1.18
Contribution of latent variables to emulate the physics of the IPSL modelEGU24-10749 | ECS | Orals | ITS1.3/CL0.1.18
Replacing parametrisations of melt ponds on sea ice with machine learning emulatorsEGU24-11880 | ECS | Posters on site | ITS1.3/CL0.1.18
Understanding geoscientific system behaviour from machine learning surrogatesEGU24-14744 | ECS | Orals | ITS1.3/CL0.1.18 | Highlight
End-to-end Learning in Hybrid Modeling Systems: How to Deal with Backpropagation Through Numerical SolversEGU24-14957 | ECS | Posters on site | ITS1.3/CL0.1.18
Exploring data-driven emulators for snow on sea iceEGU24-16148 | ECS | Orals | ITS1.3/CL0.1.18
Online deployment of pre-trained machine learning components within Earth System models via OASISEGU24-16149 | ECS | Orals | ITS1.3/CL0.1.18
Two Methods for Constraining Neural Differential EquationsEGU24-17852 | Orals | ITS1.3/CL0.1.18 | Highlight
FTorch - lowering the technical barrier of incorporating ML into Fortran modelsEGU24-18444 | ECS | Posters on site | ITS1.3/CL0.1.18
Rapid Computation of Physics-Based Ground Motions in the Spectral Domain using Neural NetworksEGU24-19255 | Posters on site | ITS1.3/CL0.1.18
A digital twin for volcanic deformation merging 3D numerical simulations and AIEGU24-19352 | ECS | Posters on site | ITS1.3/CL0.1.18
Learning phytoplankton bloom patterns - A long and rocky road from data to equationsEGU24-19502 | ECS | Posters on site | ITS1.3/CL0.1.18
SAIPy: A Python Package for single station Earthquake Monitoring using Deep LearningEGU24-20863 | ECS | Posters on site | ITS1.3/CL0.1.18
Partial land surface emulator forecasts ecosystem states at verified horizonsEGU24-444 | ECS | Posters on site | ITS1.5/NP8.6
Multifractal analysis of recent precipitation projections in the context of climate changeEGU24-531 | ECS | Posters on site | ITS1.5/NP8.6
Combining Generative Adversarial Networks with Multifractals for Urban Precipitation NowcastingEGU24-1003 | ECS | Orals | ITS1.5/NP8.6
A Transformer-Based Model for Effective Representation of Geospatial Data and ContextEGU24-1818 | Orals | ITS1.5/NP8.6 | Highlight
The hydrogeological units of Vienna - land use, groundwater use and groundwater chemistryEGU24-4483 | ECS | Posters virtual | ITS1.5/NP8.6
Investigating the synergistic cooling effect of urban blue and green spaces via an advanced urban canopy modelEGU24-6045 | Orals | ITS1.5/NP8.6 | Highlight
Improved representation of anthropogenic deposits in 3D urban geological subsurface modelsEGU24-7877 | ECS | Orals | ITS1.5/NP8.6
Multiscale characterisation of varied risks for transportation infrastructures under climate changeEGU24-8678 | ECS | Posters on site | ITS1.5/NP8.6
Remotely sensed monitoring of urban greening in China from 1990-2019 to support SDG11EGU24-9413 | ECS | Orals | ITS1.5/NP8.6
Enhancing Building Height Estimation through Occlusion Reduction with Advanced Deep Learning ModelsEGU24-11021 | ECS | Orals | ITS1.5/NP8.6
Simulating Temperature and Evapotranspiration using a Universal Multifractal approachEGU24-13309 | ECS | Orals | ITS1.5/NP8.6 | Highlight
Urban energy futures: Unraveling the dynamics of city-scale building energy use and CO2 emissions under mid-century scenariosEGU24-15532 | ECS | Orals | ITS1.5/NP8.6
Evaluating Urban Form Influence on Solar Exposure and Corresponding Building Energy DemandsEGU24-16662 | Orals | ITS1.5/NP8.6 | Highlight
Different Approaches to the Impacts of Climate Change, with a Common Goal: a Healthy PlanetEGU24-17225 | Orals | ITS1.5/NP8.6
Geophysics for urban subsurface characterization: Two case studies from Spain