Kevin T. Carlberg
Kevin T. Carlberg
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optimization under uncertainty
An efficient, globally convergent method for optimization under uncertainty using adaptive model reduction and sparse grids
This work introduces a new method to efficiently solve optimization problems constrained by partial differential equations (PDEs) with uncertain coefficients. The method leverages two sources of inexactness that trade accuracy for speed: (1) …
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