Data-Driven Fire Modeling: Learning First Arrival Times and Model Parameters with Neural Networks

Xin Tong, Bryan Quaife

Data-driven techniques are being increasingly applied to complement physics-based models in fire science. However, the lack of sufficiently large datasets continues to hinder the a…