Taylor approximation and variance reduction for PDE-constrained optimal control under uncertainty

Peng Chen, Umberto Villa, Omar Ghattas

Abstract: Highlights•A computational framework to solve PDE-constrained optimization under uncertainty.•Exploring the intrinsic dimensionality of the control objective in parameter space.•Taylor approximation based control variate for variance reduction.•Lagrangian formulation for eigenvalue problem constrained optimization.