Bryan Shaddy

Probabilistic Forecasting of Wildfire Size Using Conditional Flow Matching

In this work we present a probabilistic model for predicting the temporal evolution of wildfire size using conditional generative algorithms, namely flow matching. Rather than predicting spatially resolved fire progression, the proposed model forecasts a time series of fire acreage, substantially reducing computational...