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

Aiyshwariya Paulvannan Kanmani, Miguel Esparza, Ali Mostafavi

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…