Fu-De Ren

Gradient-Based Equation Adaptive Weighting in Physics-Informed Neural Networks for Water Hammer Analysis

To address the issues of optimization instability and imbalance in the contributions of multiple governing equations in conventional Physics-Informed Neural Networks (PINNs) for hydraulic transient problems, a gradient-based equation adaptive weighting strategy is proposed in this study. This strategy is incorporated i...