STRATA is the first autoregressive transformer emulator for global 4.9-km storm-resolving atmospheric dynamics, achieving 50x better energy efficiency than the underlying physics model while producing realistic km-scale features in 24-hour forecasts.
To Exascale and Beyond—The Simple Cloud-Resolving E3SM Atmosphere Model (SCREAM), a Performance Portable Global Atmosphere Model for Cloud-Resolving Scales
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ICON and IFS-FESOM capture the global distribution of Köppen-Geiger climate categories but show regional biases dominated by precipitation inaccuracies, and inter-model differences exceed the 30-year climate change signal in many zones.
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Scaling Storm-Resolving Atmospheric AI Simulation to the Entire Planet
STRATA is the first autoregressive transformer emulator for global 4.9-km storm-resolving atmospheric dynamics, achieving 50x better energy efficiency than the underlying physics model while producing realistic km-scale features in 24-hour forecasts.
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Evaluating local climate in global storm-resolving models with the K\"oppen-Geiger classification
ICON and IFS-FESOM capture the global distribution of Köppen-Geiger climate categories but show regional biases dominated by precipitation inaccuracies, and inter-model differences exceed the 30-year climate change signal in many zones.