The ADMM-PINNs algorithmic framework for nonsmooth PDE-constrained optimization: a deep learning approach

Y Song, X Yuan, H Yue - SIAM Journal on Scientific Computing, 2024 - SIAM
We study the combination of the alternating direction method of multipliers (ADMM) with
physics-informed neural networks (PINNs) for a general class of nonsmooth partial …