ML4WX

Observations & remote sensing

Statistical approaches to assimilate ASCAT soil moisture information—I. Methodologies and first assessment

Filipe Aires, Peter Weston, Patricia de Rosnay, David Fairbairn

Quarterly Journal of the Royal Meteorological Society · · ECMWF

Paper

In one sentence. Compares CDF-matching and neural network retrievals of ASCAT soil moisture for NWP assimilation, finding inversion better suited than forward modelling.

Labels

Topic
Observations & remote sensing, Data assimilation
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Regional
Data
Satellite
Status
Research
Identifiers
DOI:10.1002/qj.3997 OpenAlex:W3127615175
Added
2026-10-22

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