ML4WX

Observations & remote sensing

Development of a Method to Detect High Ice Water Content Environments Using Machine Learning

Julie A. Haggerty, Allyson Rugg, Rodney J. Potts, Alain Protat, John Walter Strapp, Thomas Ratvasky, Kristopher M. Bedka, Alice Grandin

Journal of Atmospheric and Oceanic Technology · · NASA, NSF NCAR / UCAR, Bureau of Meteorology (Australia)

Paper

In one sentence. Fuzzy-logic ALPHA algorithm fuses satellite, NWP and radar data to detect high ice water content for aviation, with AUC 0.85 against in situ measurements.

Labels

Topic
Observations & remote sensing, Applications & impacts
Type
New model or method
Method
Other
Domain
Regional
Data
Satellite, Radar, NWP analysis or forecasts (IFS, GFS, ...)
Status
Pre-operational / experimental
Identifiers
DOI:10.1175/jtech-d-19-0179.1 OpenAlex:W3006390524
Added
2026-10-22

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