2 papers
cs.LG2025
Retrofitting Earth System Models with Cadence-Limited Neural Operator Updates
Aniruddha Bora, Shixuan Zhang, Khemraj Shukla +3
Coarse resolution, imperfect parameterizations, and uncertain initial states and forcings limit Earth-system model (ESM) predictions. Traditional bias correction via data assimilat…
physics.ao-ph2025
Projecting U.S. coastal storm surge risks and impacts with deep learning
Julian R. Rice, Karthik Balaguru, Fadia Ticona Rollano +5
Storm surge is one of the deadliest hazards posed by tropical cyclones (TCs), yet assessing its current and future risk is difficult due to the phenomenon's rarity and physical com…