ML4WX

Extremes & hazards

Fusion of Satellite Imagery and Convection Features for Tropical Cyclone Intensity Short‐Term Prediction

Wei Tian, Yuanyuan Chen, Haifeng Xu, Liguang Wu, Yonghong Zhang, Chunyi Xiang, Shifeng Hao

Journal of Geophysical Research Atmospheres · · China Meteorological Administration (CMA), Fudan University (FuXi), Nanjing University of Information Science & Technology (NUIST)

Paper

In one sentence. Fuses infrared and water-vapor satellite imagery with convective features in a deep model (TCISP-fusion) for 24-hour western North Pacific tropical cyclone intensity, RMSE 10.87 kt.

Labels

Topic
Extremes & hazards, Nowcasting
Type
New model or method
Method
CNN / U-Net
Time scale
6 h–3 days
Domain
Regional
Data
Satellite
Status
Research
Identifiers
DOI:10.1029/2024jd041930 OpenAlex:W4412367139
Added
2026-10-22

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