A Theory-guided Weighted $L^2$ Loss for solving the BGK model via Physics-informed neural networks

Gyounghun Ko, Sung-Jun Son, Seung Yeon Cho +1

While Physics-Informed Neural Networks offer a promising framework for solving partial differential equations, the standard $L^2$ loss formulation is fundamentally insufficient whe…