One-shot Learning of Surrogates in PDE-constrained Optimization Under Uncertainty

Philipp A. Guth, Claudia Schillings, Simon Weissmann

We propose a general framework for machine learning based optimization under uncertainty. Our approach replaces the complex forward model by a surrogate, which is learned simultane…