ML4WX

Downscaling & super-resolution

Downscaling wind speed based on coupled environmental factors and machine learning

Yuming Lu, Bingfang Wu, Abdelrazek Elnashar, Nana Yan, Hongwei Zeng, Weiwei Zhu, Bo Pang

International Journal of Climatology ·

Paper

In one sentence. Neural-network downscaling of ERA5 daily wind speed to a 1 km China dataset for 2015, with R2 of 0.95 against station observations.

Labels

Topic
Downscaling & super-resolution, Observations & remote sensing
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Regional
Data
ERA5 / reanalysis, Satellite, Station / in-situ
Status
Research
Identifiers
DOI:10.1002/joc.8114 OpenAlex:W4377096886
Added
2026-10-22

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