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FireGraphNet: Sub-daily wildfire spread prediction with directed graph neural networks

Kanmani, Aiyshwariya Paulvannan et al.
arXiv (All) · Papers
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Wildfire decisions are made in hours, yet most learned spread models predict daily on targets including burned area. We propose FireGraphNet which formulates 12-hour growth as node classification on directed H3 graphs, with candidates ahead of the front and wind alignment, terrain, fuel continuity a
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