A Unified Framework for the Error Analysis of Physics-Informed Neural Networks

Marius Zeinhofer, Rami Masri, Kent-André Mardal

We prove a priori and a posteriori error estimates for physics-informed neural networks (PINNs) for linear PDEs. We analyze elliptic equations in primal and mixed form, elasticity,…