Characteristic Based Physics Informed Neural Networks for Advection Equations with a Focus on Discontinuous Solutions

Omid Khosravi, Mehdi Tatari

This paper presents a characteristic-based loss function for physics-informed neural networks (PINNs) that circumvents automatic differentiation and significantly reduces training…