ML4WX

Extremes & hazards

Predicting the Intensity of Tropical Cyclones over the Western North Pacific Using a Dual-Branch Spatiotemporal Attention Convolutional Network

Wei Tian, Yuanyuan Chen, Ping Song, Haifeng Xu, Liguang Wu, Kenny Thiam Choy Lim Kam Sian, Yonghong Zhang, Chunyi Xiang

Weather and Forecasting · · Fudan University (FuXi), Nanjing University of Information Science & Technology (NUIST)

Paper

In one sentence. STAC-Pred dual-branch attention CNN improves western North Pacific tropical cyclone 3- and 6-h intensity forecasts over official baselines by 47.69% and 28.26%.

Labels

Topic
Extremes & hazards, Nowcasting
Type
New model or method
Method
CNN / U-Net
Time scale
0–6 h
Domain
Regional
Data
Satellite
Status
Research
Identifiers
DOI:10.1175/waf-d-23-0191.1 OpenAlex:W4392698993
Added
2026-10-22

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