ML4WX

Post-processing & calibration

Convolutional neural network-based statistical post-processing of ensemble precipitation forecasts

Wentao Li, Baoxiang Pan, Jiangjiang Xia, Qingyun Duan

Journal of Hydrology · · Institute of Atmospheric Physics, Chinese Academy of Sciences

Paper

In one sentence. CNN-based statistical post-processing corrects ensemble precipitation forecasts, improving on raw ensemble output for rainfall prediction.

Labels

Topic
Post-processing & calibration
Type
New model or method
Method
CNN / U-Net
Time scale
6 h–3 days
Domain
Regional
Data
NWP analysis or forecasts (IFS, GFS, ...)
Status
Research
Identifiers
DOI:10.1016/j.jhydrol.2021.127301 OpenAlex:W4200309788
Added
2026-10-22

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