paper
2023
Sub-seasonal to seasonal
Climate analysis & attribution New model or method
CNN / U-Net2 weeks–2 monthsSeasonal to annual Journal
2023-08-01
012
Aug 2023
Lingling Ni, Dong Wang, Vijay Pal Singh et al.
Hydrological Processes
UNet-RegPre CNN predicts regional monthly precipitation in China with skill comparable to CFSv2 and identifies summer monsoon precursors.
Monthly precipitation prediction at regional scale using deep convolutional neural networks
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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