ML4WX

Downscaling & super-resolution

Super Resolution Reconstruction of E3SM Data Using a FSRCNN

Linsey Sara Passarella, Salil Mahajan, Anikesh Pal, Matthew Ross Norman

Preprint · · Oak Ridge National Laboratory

Paper

In one sentence. FSRCNN-ESM, a modified fast super-resolution CNN, downscales E3SM climate output from 1° to 0.25° over North America with better accuracy than baselines.

Labels

Topic
Downscaling & super-resolution
Type
New model or method
Method
CNN / U-Net
Domain
Regional
Data
CMIP / climate model output
Status
Research
Identifiers
DOI:10.1002/essoar.10510140.1 OpenAlex:W4225934569
Added
2026-10-22

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