Numerical optimization using computer experiments (1997)
| Venue: | Institute for Computer |
| Citations: | 24 - 9 self |
BibTeX
@TECHREPORT{Trosset97numericaloptimization,
author = {Michael W. Trosset and Virginia Torczon and Michael W. Trosset},
title = {Numerical optimization using computer experiments},
institution = {Institute for Computer},
year = {1997}
}
Years of Citing Articles
OpenURL
Abstract
Engineering design optimization often gives rise to problems in which expensive objective func-tions are minimized by derivative-free methods. We propose a method for solving such problems that synthesizes ideas from the numerical optimization and computer experiment literatures. Our approach relies on kriging known function values to construct a sequence of surrogate mod-els of the objective function that are used to guide a grid search for a minimizer. Results from numerical experiments on a standard test problem are presented.







