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Are AI weather models learning atmospheric physics? A sensitivity analysis of cyclone Xynthia

Abstract Artificial Intelligence (AI) weather models are explored for initial condition sensitivity studies to analyze the physicality of the relationships learned. Gradients (or sensitivities) of the target metric of interest are computed with respect to the variable fields at initial time by means...

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Xehetasun bibliografikoak
Egile Nagusiak: Jorge Baño-Medina, Agniv Sengupta, James D. Doyle, Carolyn A. Reynolds, Duncan Watson-Parris, Luca Delle Monache
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: Nature Portfolio 2025-03-01
Saila:npj Climate and Atmospheric Science
Sarrera elektronikoa:https://doi.org/10.1038/s41612-025-00949-6
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