Aug 2026
Adaptive regularized hybrid physics-informed neural networks for large-gradient problems
The proposed ARH-PINNs can accurately resolve large-gradient fields such as shock waves, while effectively suppressing non-physical oscillations and retaining low numerical dissipation.
Tingjie Li, Supei Zheng, Feng Hu et al.
· The Physics of Fluids · 1 citation