ML4WX

Nowcasting

Pixel-CRN: A New Machine Learning Approach for Convective Storm Nowcasting

Wei Zhang, Haonan Chen, Lei Han, Rui Zhang, Yurong Ge

IEEE Transactions on Geoscience and Remote Sensing · · Colorado State University (incl. CIRA)

Paper

In one sentence. Pixel-CRN nowcasts convective storms 30 and 60 min ahead from 3-D radar and reanalysis, and works with only a small training dataset.

Labels

Topic
Nowcasting
Type
New model or method
Method
CNN / U-Net, RNN / LSTM / ConvLSTM
Time scale
0–6 h
Domain
Regional
Data
Radar, ERA5 / reanalysis
Status
Research
Identifiers
DOI:10.1109/tgrs.2023.3267976 OpenAlex:W4366147359
Added
2026-10-22

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