Mohammad Hossein Pishahang

A graph neural network surrogate for traffic simulation in probabilistic wildfire evacuation planning

Agent-based traffic simulation is one of the main computational bottlenecks in probabilistic wildfire evacuation frameworks that rely on Monte Carlo analysis to populate Bayesian network models. This paper presents a graph neural network (GNN) surrogate that replaces it within the WiSE (Wildfire Safe Egress) framework....