ML4WX

Downscaling & super-resolution

Integrating precipitation zoning with random forest regression for the spatial downscaling of satellite‐based precipitation: A case study of the Lancang–Mekong River basin

Jing Zhang, Hui Fan, Daming He, Jiwei Chen

International Journal of Climatology ·

Paper

In one sentence. Random forest with precipitation zoning downscales satellite rainfall to 1 km over the Lancang–Mekong basin, cutting RMSE by 1–17%.

Labels

Topic
Downscaling & super-resolution, Observations & remote sensing
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Regional
Data
Satellite, Station / in-situ
Status
Research
Identifiers
DOI:10.1002/joc.6050 OpenAlex:W2917202993
Added
2026-10-22

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