An efficient, globally convergent method for optimization under uncertainty using adaptive model reduction and sparse grids

Matthew J. Zahr, Kevin T. Carlberg, Drew P. Kouri

This work introduces a new method to efficiently solve optimization problems constrained by partial differential equations (PDEs) with uncertain coefficients. The method leverages…