In recent years, physics-informed neural networks (PINN) have been used to solve stiff-PDEs mostly in the 1D and 2D spatial
domain. PINNs still experience issues solving 3D problems, especially, problems with conflicting boundary conditions at
adjacent edges and corners. These problems have discontinuous solutions at edges and corners that are di…
