ML4WX

Nowcasting

A 3-D Storm Motion Estimation Method Based on Point Cloud Learning and Doppler Weather Radar Data

Zhuoyu Zhang, Zhenghao He, Jin Shui Yang, Yuchen Liu, Riyang Bao, Shuping Gao

IEEE Transactions on Geoscience and Remote Sensing ·

Paper

In one sentence. A point-cloud network with attention estimates 3-D storm motion from radar volumes, trained on synthetic Perlin-noise data, with 5-15% lower endpoint error.

Labels

Topic
Nowcasting, Observations & remote sensing
Type
New model or method
Method
Other
Time scale
0–6 h
Domain
Regional
Data
Radar
Status
Research
Identifiers
DOI:10.1109/tgrs.2021.3130406 OpenAlex:W4255647317
Added
2026-10-22

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