Accelerating Wildfire Hazard Mapping Across Canada with an AI Surrogate Modelling Framework
A standardized framework for training, fine-tuning, and evaluating AI surrogate models against process-based wildfire simulators and a multi-task deep learning surrogate trained on national-scale data to emulate burn probability, mean fire intensity, and mean rate of spread at a fraction of the computational cost.