ML4WX

Downscaling & super-resolution

Deep-Learning-Based Gridded Downscaling of Surface Meteorological Variables in Complex Terrain. Part II: Daily Precipitation

Yingkai Sha, David John Gagne, Gregory West, Roland B. Stull

Journal of Applied Meteorology and Climatology · · NSF NCAR / UCAR

PaperPDF

In one sentence. Nest-UNet, a UNet variant with nested skip connections, downscales daily precipitation from 0.25° to 4 km over western North America, outperforming bias-correction baselines.

Labels

Topic
Downscaling & super-resolution
Type
New model or method
Method
CNN / U-Net
Domain
Regional
Data
Other
Status
Research
Identifiers
DOI:10.1175/jamc-d-20-0058.1 OpenAlex:W3099309371
Added
2026-10-22

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