Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models
Fuente:
arXiv
Saved in:
| Main Authors: | Hess, Philipp, Drüke, Markus, Petri, Stefan, Strnad, Felix M., Boers, Niklas |
|---|---|
| Format: | Preprint |
| Published: |
2022
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning
by: Hess, Philipp, et al.
Published: (2024)
by: Hess, Philipp, et al.
Published: (2024)
Generating realistic global precipitation fields from modelled atmospheric circulation
by: Aich, Michael, et al.
Published: (2025)
by: Aich, Michael, et al.
Published: (2025)
Intraseasonal synchronization of extreme rainfalls between North India and the Sahel
by: Strnad, Felix, et al.
Published: (2024)
by: Strnad, Felix, et al.
Published: (2024)
Conditional diffusion models for downscaling and bias correction of Earth system model precipitation
by: Aich, Michael, et al.
Published: (2024)
by: Aich, Michael, et al.
Published: (2024)
A Generative Framework for Probabilistic, Spatiotemporally Coherent Downscaling of Climate Simulation
by: Schmidt, Jonathan, et al.
Published: (2024)
by: Schmidt, Jonathan, et al.
Published: (2024)
Targeted Calibration to Adjust Stability Biases in Complex Dynamical System Models
by: Pals, Daniel, et al.
Published: (2024)
by: Pals, Daniel, et al.
Published: (2024)
Diffusion-Based Joint Temperature and Precipitation Emulation of Earth System Models
by: Christensen, Katie, et al.
Published: (2024)
by: Christensen, Katie, et al.
Published: (2024)
Contributions of El Niño Southern Oscillation (ENSO) Diversity to Low-Frequency Changes in ENSO Variance
by: Schlör, Jakob, et al.
Published: (2023)
by: Schlör, Jakob, et al.
Published: (2023)
Glacial abrupt climate change as a multi-scale phenomenon resulting from monostable excitable dynamics
by: Riechers, Keno, et al.
Published: (2023)
by: Riechers, Keno, et al.
Published: (2023)
Deep Learning for predicting rate-induced tipping
by: Huang, Yu, et al.
Published: (2024)
by: Huang, Yu, et al.
Published: (2024)
Interactive Atmospheric Composition Emulation for Next-Generation Earth System Models
by: Erfani, Seyed Mohammad Hassan, et al.
Published: (2025)
by: Erfani, Seyed Mohammad Hassan, et al.
Published: (2025)
A Foundation Model for the Earth System
by: Bodnar, Cristian, et al.
Published: (2024)
by: Bodnar, Cristian, et al.
Published: (2024)
Do Climate Models Need Microphysical and Convective Parameterizations to Generate Accurate Precipitation Fields?
by: Moreno, Raul, et al.
Published: (2026)
by: Moreno, Raul, et al.
Published: (2026)
WIND: Weather Inverse Diffusion for Zero-Shot Atmospheric Modeling
by: Aich, Michael, et al.
Published: (2026)
by: Aich, Michael, et al.
Published: (2026)
Generative assimilation and prediction for weather and climate
by: Yang, Shangshang, et al.
Published: (2025)
by: Yang, Shangshang, et al.
Published: (2025)
Improving Post-Processing for Quantitative Precipitation Forecasting Using Deep Learning: Learning Precipitation Physics from High-Resolution Observations
by: Lee, ChangJae, et al.
Published: (2025)
by: Lee, ChangJae, et al.
Published: (2025)
Towards Location-Specific Precipitation Projections Using Deep Neural Networks
by: Kumar, Bipin, et al.
Published: (2025)
by: Kumar, Bipin, et al.
Published: (2025)
A Likelihood-Based Generative Approach for Spatially Consistent Precipitation Downscaling
by: González-Abad, Jose
Published: (2024)
by: González-Abad, Jose
Published: (2024)
Leadsee-Precip: A Deep Learning Diagnostic Model for Precipitation
by: Ji, Weiwen, et al.
Published: (2024)
by: Ji, Weiwen, et al.
Published: (2024)
GPROF-IR: An Improved Single-Channel Infrared Precipitation Retrieval for Merged Satellite Precipitation Products
by: Pfreundschuh, Simon, et al.
Published: (2026)
by: Pfreundschuh, Simon, et al.
Published: (2026)
Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model
by: Wang, Chenggong, et al.
Published: (2024)
by: Wang, Chenggong, et al.
Published: (2024)
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models
by: Ullrich, Paul A., et al.
Published: (2024)
by: Ullrich, Paul A., et al.
Published: (2024)
Longwang: Zero-Shot Global Spatiotemporal Precipitation Downscaling with a Latent Generative Prior
by: Wang, Yue, et al.
Published: (2026)
by: Wang, Yue, et al.
Published: (2026)
Learning Coupled Earth System Dynamics with GraphDOP
by: Boucher, Eulalie, et al.
Published: (2025)
by: Boucher, Eulalie, et al.
Published: (2025)
Simulating Nighttime Visible Satellite Imagery of Tropical Cyclones Using Conditional Generative Adversarial Networks
by: Yao, Jinghuai, et al.
Published: (2024)
by: Yao, Jinghuai, et al.
Published: (2024)
Flow Matching for Convective-Scale Precipitation Downscaling
by: Wetherell, Tom
Published: (2026)
by: Wetherell, Tom
Published: (2026)
Guided Diffusion Sampling for Precipitation Forecast Interventions
by: Ueyama, Ayumu, et al.
Published: (2026)
by: Ueyama, Ayumu, et al.
Published: (2026)
Analogue Forecast System for Daily Precipitation Prediction Using Autoencoder Feature Extraction: Application in Hong Kong
by: Tsoi, Yee Chun, et al.
Published: (2025)
by: Tsoi, Yee Chun, et al.
Published: (2025)
DiffESM: Conditional Emulation of Temperature and Precipitation in Earth System Models with 3D Diffusion Models
by: Bassetti, Seth, et al.
Published: (2024)
by: Bassetti, Seth, et al.
Published: (2024)
Oya: Deep Learning for Accurate Global Precipitation Estimation
by: Brempong, Emmanuel Asiedu, et al.
Published: (2025)
by: Brempong, Emmanuel Asiedu, et al.
Published: (2025)
Physics-Constrained Adaptive Flow Matching for Climate Downscaling
by: Debeire, Kevin, et al.
Published: (2026)
by: Debeire, Kevin, et al.
Published: (2026)
Investigating the Robustness of Extreme Precipitation Super-Resolution Across Climates
by: Largeau, Louise, et al.
Published: (2025)
by: Largeau, Louise, et al.
Published: (2025)
Measuring tropical rainforest resilience under non-Gaussian disturbances
by: Benson, Vitus, et al.
Published: (2023)
by: Benson, Vitus, et al.
Published: (2023)
Selection of CMIP6 Models for Regional Precipitation Projection and Climate Change Assessment in the Jhelum and Chenab River Basins
by: Jamal, Saad Ahmed, et al.
Published: (2026)
by: Jamal, Saad Ahmed, et al.
Published: (2026)
STAA: Spatio-Temporal Alignment Attention for Short-Term Precipitation Forecasting
by: Chen, Min, et al.
Published: (2024)
by: Chen, Min, et al.
Published: (2024)
Neural Network Emulator for Atmospheric Chemical ODE
by: Liu, Zhi-Song, et al.
Published: (2024)
by: Liu, Zhi-Song, et al.
Published: (2024)
Improving Model Performance by Adapting the KGE Metric to Account for System Non-Stationarity
by: Jawad, M, et al.
Published: (2026)
by: Jawad, M, et al.
Published: (2026)
Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models
by: Tian, Xiaoxu
Published: (2024)
by: Tian, Xiaoxu
Published: (2024)
CERA: A Framework for Improved Generalization of Machine Learning Models to Changed Climates
by: Liu, Shuchang, et al.
Published: (2025)
by: Liu, Shuchang, et al.
Published: (2025)
A Physics-Constrained Neural Differential Equation Framework for Data-Driven Snowpack Simulation
by: Charbonneau, Andrew, et al.
Published: (2024)
by: Charbonneau, Andrew, et al.
Published: (2024)
Similar Items
-
Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning
by: Hess, Philipp, et al.
Published: (2024) -
Generating realistic global precipitation fields from modelled atmospheric circulation
by: Aich, Michael, et al.
Published: (2025) -
Intraseasonal synchronization of extreme rainfalls between North India and the Sahel
by: Strnad, Felix, et al.
Published: (2024) -
Conditional diffusion models for downscaling and bias correction of Earth system model precipitation
by: Aich, Michael, et al.
Published: (2024) -
A Generative Framework for Probabilistic, Spatiotemporally Coherent Downscaling of Climate Simulation
by: Schmidt, Jonathan, et al.
Published: (2024)