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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shuai Wang

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Open access Sep 2026

Downscaling of Tropical Cyclone Surface Wind Fields With a Hybrid Attention Transformer

This study employs a Hybrid Attention Transformer‐based super‐resolution model to reconstruct tropical cyclone (TC) surface wind fields. The model downscales coarse‐resolution ERA5 reanalysis data to high‐resolution HWind analyses (1998–2013), increasing the horizontal resolution by a factor of five. First, this st...

Chun-Hua Wang, Da-Zhi Xi, Nai-Jie He et al. · 0 citations

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