Development of a machine learning system for detection of the atmospheric potential of wildfire-driven thunderstorms
Date
2023-08-30
Authors
Krell, Evan
Nguyen, Chuyen
Nachamkin, Jason
Peterson, David
Hyer, Edward
King, Scott A.
Tissot, Philippe
Estrada, Beto
Tory, Kevin J.
Campbell, James
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Abstract
Machine Learning Pipeline: Align pyroCbs to satellite fires > Remove weaker fires > Add engineered features > For valid dataset, drop either fire features or unaligned pyroCbs > K-Best Feature Selection > Data balancing techniques > Train & Evaluate models
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Attribution 4.0 International (CC BY 4.0)