Neural General Circulation Models for Weather and Climate
Fuente:
arXiv
Saved in:
| Main Authors: | Kochkov, Dmitrii, Yuval, Janni, Langmore, Ian, Norgaard, Peter, Smith, Jamie, Mooers, Griffin, Klöwer, Milan, Lottes, James, Rasp, Stephan, Düben, Peter, Hatfield, Sam, Battaglia, Peter, Sanchez-Gonzalez, Alvaro, Willson, Matthew, Brenner, Michael P., Hoyer, Stephan |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Neural general circulation models optimized to predict satellite-based precipitation observations
by: Yuval, Janni, et al.
Published: (2024)
by: Yuval, Janni, et al.
Published: (2024)
WeatherBench 2: A benchmark for the next generation of data-driven global weather models
by: Rasp, Stephan, et al.
Published: (2023)
by: Rasp, Stephan, et al.
Published: (2023)
AIMIP Phase 1: systematic evaluations of AI weather and climate models
by: Henn, Brian, et al.
Published: (2026)
by: Henn, Brian, et al.
Published: (2026)
Climate-Invariant Machine Learning
by: Beucler, Tom, et al.
Published: (2021)
by: Beucler, Tom, et al.
Published: (2021)
Advancing Seasonal Prediction of Tropical Cyclone Activity with a Hybrid AI-Physics Climate Model
by: Zhang, Gan, et al.
Published: (2025)
by: Zhang, Gan, et al.
Published: (2025)
Skillful joint probabilistic weather forecasting from marginals
by: Alet, Ferran, et al.
Published: (2025)
by: Alet, Ferran, et al.
Published: (2025)
Multistability and Intermediate Tipping of the Atlantic Ocean Circulation
by: Lohmann, Johannes, et al.
Published: (2023)
by: Lohmann, Johannes, et al.
Published: (2023)
On the attribution of weather events to climate change using a fit to extreme value distributions
by: Sherman, Peter, et al.
Published: (2023)
by: Sherman, Peter, et al.
Published: (2023)
GenCast: Diffusion-based ensemble forecasting for medium-range weather
by: Price, Ilan, et al.
Published: (2023)
by: Price, Ilan, et al.
Published: (2023)
Optimal sensor placement for the reconstruction of ocean states using differentiable Gumbel-Softmax sampling operator
by: Chapron, Oscar, et al.
Published: (2026)
by: Chapron, Oscar, et al.
Published: (2026)
What if? Numerical weather prediction at the crossroads
by: Bauer, Peter
Published: (2024)
by: Bauer, Peter
Published: (2024)
How does an AI Weather Model Learn to Forecast Extreme Weather?
by: Baiman, Rebecca, et al.
Published: (2025)
by: Baiman, Rebecca, et al.
Published: (2025)
Evaluating the Predictability of Selected Weather Extremes with Aurora, an AI Weather Forecast Model
by: Huang, Qin, et al.
Published: (2026)
by: Huang, Qin, et al.
Published: (2026)
FedRAIN-Lite: Federated Reinforcement Algorithms for Improving Idealised Numerical Weather and Climate Models
by: Nath, Pritthijit, et al.
Published: (2025)
by: Nath, Pritthijit, et al.
Published: (2025)
Ice clouds as nonlinear oscillators
by: Bergner, Hannah, et al.
Published: (2025)
by: Bergner, Hannah, et al.
Published: (2025)
A Practical Probabilistic Benchmark for AI Weather Models
by: Brenowitz, Noah D., et al.
Published: (2024)
by: Brenowitz, Noah D., et al.
Published: (2024)
Replacing Tunable Parameters in Weather and Climate Models with State-Dependent Functions using Reinforcement Learning
by: Nath, Pritthijit, et al.
Published: (2026)
by: Nath, Pritthijit, et al.
Published: (2026)
Path to Low-Cost Direct Air Capture
by: Eisenberger, Peter, et al.
Published: (2024)
by: Eisenberger, Peter, et al.
Published: (2024)
A New Explanation of the Mechanism of Hadley Circulation
by: Huang, Wei
Published: (2023)
by: Huang, Wei
Published: (2023)
Future Amplification of Moist Weather Extremes in the Midlatitudes
by: Li, Funing, et al.
Published: (2026)
by: Li, Funing, et al.
Published: (2026)
Project Severe Weather Archive of the Philippines (SWAP). Part 1: Establishing a Baseline Climatology for Severe Weather across the Philippine Archipelago
by: Capuli, Generich H.
Published: (2024)
by: Capuli, Generich H.
Published: (2024)
Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales
by: Manshausen, Peter, et al.
Published: (2024)
by: Manshausen, Peter, et al.
Published: (2024)
Identifying atmospheric fronts based on diabatic processes using the dynamic state index (DSI)
by: Mack, Laura, et al.
Published: (2022)
by: Mack, Laura, et al.
Published: (2022)
Epistemic and Aleatoric Uncertainty Quantification in Weather and Climate Models
by: Mansfield, Laura A., et al.
Published: (2025)
by: Mansfield, Laura A., et al.
Published: (2025)
A Revisit of Large-Scale Patterns in Middle Stratospheric Circulation Variations
by: Tao, Ningning, et al.
Published: (2025)
by: Tao, Ningning, et al.
Published: (2025)
A Reduced-Dimensional Model for the Interhemispheric Geostrophic Meridional Overturning Circulation
by: Vanderborght, Elian, et al.
Published: (2025)
by: Vanderborght, Elian, et al.
Published: (2025)
Moisture Budgets and Circulation Analogs: Diagnosing Dynamic and Thermodynamic Precipitation Change
by: Doane-Solomon, Robert, et al.
Published: (2026)
by: Doane-Solomon, Robert, et al.
Published: (2026)
Watch an AI Weather Model Learn (and Unlearn) Tropical Cyclones
by: Baiman, Rebecca, et al.
Published: (2026)
by: Baiman, Rebecca, et al.
Published: (2026)
Assimilating Observed Surface Pressure into ML Weather Prediction Models
by: Slivinski, Laura C., et al.
Published: (2024)
by: Slivinski, Laura C., et al.
Published: (2024)
Challenges in assessing Fire Weather changes in a warming climate
by: Matteo, Aurora, et al.
Published: (2025)
by: Matteo, Aurora, et al.
Published: (2025)
Weather Jiu-Jitsu: Climate Adaptation for the 21st Century
by: Huang, Qin, et al.
Published: (2025)
by: Huang, Qin, et al.
Published: (2025)
Technical Report: Towards Unified Diffusion Models for Multi-Model Climate Emulation at Scale
by: Immorlano, Francesco, et al.
Published: (2025)
by: Immorlano, Francesco, et al.
Published: (2025)
Marine Heatwaves in the Arabian Sea: Drivers and Impacts on Atmospheric Circulation and Extreme Precipitation
by: Suhas, D. L., et al.
Published: (2026)
by: Suhas, D. L., et al.
Published: (2026)
Extratropical Atmospheric Circulation Response to ENSO in Deep Learning Pacific Pacemaker Experiments
by: Hua, Zhanxiang, et al.
Published: (2025)
by: Hua, Zhanxiang, et al.
Published: (2025)
Deep-Learned Observation Operators for Artificial Intelligence Weather Forecasting Models
by: Lieberman, Kelsey, et al.
Published: (2026)
by: Lieberman, Kelsey, et al.
Published: (2026)
The Jive Verification System and its Transformative Impact on Weather Forecasting Operations
by: Loveday, Nicholas, et al.
Published: (2024)
by: Loveday, Nicholas, et al.
Published: (2024)
Mixed-Precision Computing in the GRIST Dynamical Core for Weather and Climate Modelling
by: Chen, Siyuan, et al.
Published: (2024)
by: Chen, Siyuan, et al.
Published: (2024)
Rotational Flow Dominates Abrupt Seasonal Change in Zonally Asymmetric Tropical Meridional Circulation
by: Yao, Wuqiushi, et al.
Published: (2025)
by: Yao, Wuqiushi, et al.
Published: (2025)
Instability-Aware Steering of an Extreme Atmospheric River in an AI Weather Foundation Model
by: Liu, Moyan, et al.
Published: (2026)
by: Liu, Moyan, et al.
Published: (2026)
An Earth-System-Oriented View of the S2S Predictability of North American Weather Regimes
by: Pérez-Carrasquilla, Jhayron S., et al.
Published: (2024)
by: Pérez-Carrasquilla, Jhayron S., et al.
Published: (2024)
Similar Items
-
Neural general circulation models optimized to predict satellite-based precipitation observations
by: Yuval, Janni, et al.
Published: (2024) -
WeatherBench 2: A benchmark for the next generation of data-driven global weather models
by: Rasp, Stephan, et al.
Published: (2023) -
AIMIP Phase 1: systematic evaluations of AI weather and climate models
by: Henn, Brian, et al.
Published: (2026) -
Climate-Invariant Machine Learning
by: Beucler, Tom, et al.
Published: (2021) -
Advancing Seasonal Prediction of Tropical Cyclone Activity with a Hybrid AI-Physics Climate Model
by: Zhang, Gan, et al.
Published: (2025)