#graph neural networks
Sep 2026
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....
Mohammad Hossein Pishahang, Eduardo Rodríguez, Enrique López Droguett
· Safety Science · 0 citations