Hyperbolic differential equations govern phenomena characterised by wave‐like propagation and finite signal speed, encompassing classical models such as the one‐dimensional wave equation and systems ...
In this study, we proposed a weighted loss hard constraint physics-informed neural networks (PINNs) called WHC-PINN. WHC-PINN solves hyperbolic equations with the aid of a gradient weighting approach ...