ML4WX

Observations & remote sensing

The Use of Artificial Neuron Networks for Retrieval Temperature and Humidity Sounding of the Atmosphere According to the Data of the MTVZA-GY Microwave Radiometer Installed on the Meteor-M No. 2-2 Satellite

A. A. Filei, Alexander I. Andreev, А. B. Uspensky

Izvestiya Atmospheric and Oceanic Physics ·

Paper

In one sentence. Neural network retrieval of temperature and humidity profiles from Meteor-M MTVZA-GY microwave data achieves about 2-3 K temperature RMSE against radiosondes.

Labels

Topic
Observations & remote sensing
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Global
Data
Satellite, Station / in-situ, NWP analysis or forecasts (IFS, GFS, ...)
Status
Research
Identifiers
DOI:10.1134/s0001433821120070 OpenAlex:W4226187568
Added
2026-10-22

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