Zhi-Qin Kuang

AL-BO: Adaptive Loss-Weighted Probabilistic Physics-Informed Neural Networks for Bayesian Optimization

Adapt loss-weighted Bayesian optimization (AL-BO), an uncertainty-aware BO framework with a PINN surrogate that addresses all three limitations of existing physics-informed neural network-based Bayesian optimization methods, is proposed.