ML4WX

Downscaling & super-resolution

Strictly Enforcing Invertibility and Conservation in CNN-Based Super Resolution for Scientific Datasets

Andrew Geiss, Joseph Clinton Hardin

Artificial Intelligence for the Earth Systems ·

Paper

In one sentence. Differentiable operator enforces exact conservation of low-resolution values in CNN super-resolution, tested on radar, satellite and climate model data.

Labels

Topic
Downscaling & super-resolution, Observations & remote sensing
Type
New model or method
Method
CNN / U-Net
Data
Satellite, Other
Status
Research
Identifiers
DOI:10.1175/aies-d-21-0012.1 OpenAlex:W4321612349
Added
2026-10-22

Labels and summary are generated by Claude and reviewed weekly. Wrong? Edit this entry.