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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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Principais autores: Jorge Baño-Medina, Agniv Sengupta, James D. Doyle, Carolyn A. Reynolds, Duncan Watson-Parris, Luca Delle Monache
Formato: Artigo
Idioma:Inglês
Publicado: Nature Portfolio 2025-03-01
Series:npj Climate and Atmospheric Science
Acceso en liña:https://doi.org/10.1038/s41612-025-00949-6
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