3 papers
physics.ao-ph2026
WP-MIP: An Artificial Intelligence, Hybrid, and Physically Based Model Intercomparison Project for Weather Prediction
Ron McTaggart-Cowan, Linus Magnusson, Inna Polichtchouk +57
Rapid progress in the field of machine-learning for weather prediction has led to the emergence of algorithms whose forecasting skill can exceed that of traditional physically base…
physics.ao-ph2026
AI-Based Regional Emulation for Kilometer-Scale Dynamical Downscaling
Yingkai Sha, Tracy Hertneky, Ethan Gutmann +6
An AI-based Limited-Area Model (LAM) is developed for dynamical downscaling over the Southern Great Plains and the southeastern United States, with strong generalization abilities…
physics.ao-ph2026
How different are deterministic physics suites when coupled to fixed model dynamics and why?
Edward Groot, Hannah Christensen, Xia Sun +5
It is often difficult to attribute uncertainty and errors in atmospheric models to designated model components. This is because sub-grid parameterised processes interact strongly w…