ML4WX

Observations & remote sensing

Deep Learning for Bias Correction of Satellite Retrievals of Orographic Precipitation

Haonan Chen, Luyao Sun, Robert C. Cifelli, Pingping Xie

IEEE Transactions on Geoscience and Remote Sensing · · NOAA (incl. GFDL, PSL, GSL, NCEP/EMC), Colorado State University (incl. CIRA)

PaperPDF

In one sentence. CNN bias correction of CMORPH satellite precipitation over US coastal mountains raises correlation from 0.55 to 0.88 against Stage IV gauge-radar data.

Labels

Topic
Observations & remote sensing
Type
New model or method
Method
CNN / U-Net
Domain
Regional
Data
Satellite, Radar
Status
Research
Identifiers
DOI:10.1109/tgrs.2021.3105438 OpenAlex:W3200436801
Added
2026-10-22

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