ML4WX

Observations & remote sensing

Quality Control of Geostationary Lightning Mapper Observations for Tropical Cyclone Applications

Benjamin C. Trabing, Kyle Hilburn, S. Stevenson, Kate D. Musgrave, Mark DeMaria

Journal of Atmospheric and Oceanic Technology · · Colorado State University (incl. CIRA), NOAA (incl. GFDL, PSL, GSL, NCEP/EMC)

PaperPDF

In one sentence. Quality control methods, including ML-based anomaly detection, remove artifacts from GLM lightning near Atlantic tropical cyclones, lowering flagged lightning from 70% in 2017 to 2% in 2021.

Labels

Topic
Observations & remote sensing, Extremes & hazards
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Regional
Data
Satellite
Status
Research
Identifiers
DOI:10.1175/jtech-d-23-0138.1 OpenAlex:W4401884930
Added
2026-10-22

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