Efficient PDE-Constrained optimization under high-dimensional uncertainty using derivative-informed neural operators

Dingcheng Luo, Thomas O'Leary-Roseberry, Peng Chen +1

We propose a novel machine learning framework for solving optimization problems governed by large-scale partial differential equations (PDEs) with high-dimensional random parameter…