ML4WX

Observations & remote sensing

Statistical retrieval of atmospheric profiles with deep convolutional neural networks

David Malmgren-Hansen, Valero Laparra, Allan Aasbjerg Nielsen, Gustau Camps‐Valls

ISPRS Journal of Photogrammetry and Remote Sensing ·

Paper

In one sentence. Deep convolutional networks retrieve atmospheric profiles from satellite radiances as a statistical retrieval, though the abstract is unavailable.

Labels

Topic
Observations & remote sensing
Type
New model or method
Method
CNN / U-Net
Data
Satellite, NWP analysis or forecasts (IFS, GFS, ...)
Status
Research
Identifiers
DOI:10.1016/j.isprsjprs.2019.10.002 OpenAlex:W2986750949
Added
2026-10-22

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