ADAF: An Artificial Intelligence Data Assimilation Framework for Weather Forecasting

Abstract The forecasting skill of numerical weather prediction (NWP) models critically depends on the accurate initial conditions, also known as analysis, provided by data assimilation (DA). Traditional DA methods often face a trade‐off between computational cost and accuracy due to complex linear a...

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主要な著者:	Yanfei Xiang, Weixin Jin, Haiyu Dong, Jonathan Weyn, Mingliang Bai, Zuliang Fang, Pengcheng Zhao, Hongyu Sun, Kit Thambiratnam, Qi Zhang, Xiaomeng Huang
フォーマット:	Artigo
言語:	Inglês
出版事項:	American Geophysical Union (AGU) 2025-09-01
シリーズ:	Journal of Advances in Modeling Earth Systems
主題:	data assimilation deep learning atmosphere near‐surface sparse observations satellite imagery
オンライン･アクセス:	https://doi.org/10.1029/2024MS004839
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