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Spherical multigrid neural operator for improving autoregressive global weather forecasting

Abstract Data-driven approaches for global weather forecasting have shown great potential. However, conventional architectures of these models struggle with spherical distortions, leading to unstable autoregressive forecasts. Although methods such as spherical Fourier neural operator (SFNO) based on...

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Bibliografische gegevens
Hoofdauteurs: Yifan Hu, Fukang Yin, Weimin Zhang, Kaijun Ren, Junqiang Song, Kefeng Deng, Di Zhang
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: Nature Portfolio 2025-04-01
Reeks:Scientific Reports
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Online toegang:https://doi.org/10.1038/s41598-025-96208-y
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