A Green-Integral-Constrained Neural Solver with Stochastic Physics-Informed Regularization

Mohammad Mahdi Abedi, David Pardo, Tariq Alkhalifah

Standard physics-informed neural networks (PINNs) struggle to simulate highly oscillatory Helmholtz solutions in heterogeneous media because pointwise minimization of second-order…