ML4WX

Downscaling & super-resolution

Statistical downscaling of daily temperature and precipitation over China using deep learning neural models: Localization and comparison with other methods

Lei Sun, Yufeng Lan

International Journal of Climatology · · Nanjing University of Information Science & Technology (NUIST)

Paper

In one sentence. CNN statistical downscaling of daily temperature and precipitation over China outperforms GLM and BCSD/BCCI for precipitation, though ERA-Interim is better for temporal correlation.

Labels

Topic
Downscaling & super-resolution
Type
New model or method
Method
CNN / U-Net
Domain
Regional
Data
ERA5 / reanalysis, Station / in-situ
Status
Research
Identifiers
DOI:10.1002/joc.6769 OpenAlex:W3044232223
Added
2026-10-22

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