ML4WX

Observations & remote sensing

On the Use of Geophysical Parameters for the Top-of-Atmosphere Shortwave Clear-Sky Radiance-to-Flux Conversion in EarthCARE

Florian Tornow, Carlos Doménech, Juergen Fischer

Journal of Atmospheric and Oceanic Technology ·

PaperPDF

In one sentence. Neural networks with selected geophysical inputs convert EarthCARE clear-sky TOA radiance to flux with 2.7–4.0 W m-2 error, under the 10 W m-2 mission threshold.

Labels

Topic
Observations & remote sensing
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Global
Data
Satellite, ERA5 / reanalysis
Status
Research
Identifiers
DOI:10.1175/jtech-d-18-0087.1 OpenAlex:W2912937795
Added
2026-10-22

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