ML4WX

Sub-seasonal to seasonal

Monthly precipitation prediction at regional scale using deep convolutional neural networks

Lingling Ni, Dong Wang, Vijay Pal Singh, Jianfeng Wu, Xiaoyan Chen, Yuwei Tao, Xiaobin Zhu, Jianguo Jiang, Xiankui Zeng

Hydrological Processes ·

Paper

In one sentence. UNet-RegPre CNN predicts regional monthly precipitation in China with skill comparable to CFSv2 and identifies summer monsoon precursors.

Labels

Topic
Sub-seasonal to seasonal, Climate analysis & attribution
Type
New model or method
Method
CNN / U-Net
Time scale
2 weeks–2 months, Seasonal to annual
Domain
Regional
Data
NWP analysis or forecasts (IFS, GFS, ...), Other
Status
Research
Identifiers
DOI:10.1002/hyp.14954 OpenAlex:W4385635981
Added
2026-10-22

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