ML4WX

Extremes & hazards

Tropical Cyclone Forecast Using Multitask Deep Learning Framework

Yuqiao Wu, Xiaoyi Geng, Zili Liu, Zhenwei Shi

IEEE Geoscience and Remote Sensing Letters ·

Paper

In one sentence. Multitask framework uses an improved GAN to predict tropical cyclone fields, then networks extract track and intensity, with 24-h track error 116 km and intensity error 13.06 kt.

Labels

Topic
Extremes & hazards
Type
New model or method
Method
GAN or VAE, CNN / U-Net
Time scale
6 h–3 days
Domain
Regional
Data
Satellite, Other
Status
Research
Identifiers
DOI:10.1109/lgrs.2021.3132395 OpenAlex:W4205380839
Added
2026-10-22

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