ML4WX

Post-processing & calibration

Deep Learning-Based Postprocessing of Ecmwf Heavy Rainfall Forecasts

Qi Liu, Jiangjiang Xia, Yan Yan, Wenguang Wei, Xiao Lou, Zhongwei Yan, Jianli Mu, Bin Yuan, Xiaoliang Yang, Yun Sun

SSRN Electronic Journal ·

Paper

In one sentence. Applies deep learning to post-process ECMWF forecasts of heavy rainfall, correcting NWP output for extreme precipitation events.

Labels

Topic
Post-processing & calibration, Extremes & hazards
Type
New model or method
Time scale
6 h–3 days
Domain
Regional
Data
NWP analysis or forecasts (IFS, GFS, ...)
Status
Research
Identifiers
DOI:10.2139/ssrn.4075650 OpenAlex:W4226146707
Added
2026-10-22

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