AI-driven reduced-order modeling framework for transient fire prediction based on POD and ANN surrogate models.
The framework combines Singular Value Decomposition (SVD/POD) with Artificial Neural Networks (ANNs) for rapid prediction of Heat Release Rate (HRR) evolution.
