GLOBAL OPTIMIZATION USING THE MULTISTART METHOD

Authors
Citation
P. Jain et Am. Agogino, GLOBAL OPTIMIZATION USING THE MULTISTART METHOD, Journal of mechnical design, 115(4), 1993, pp. 770-775
Citations number
NO
Categorie Soggetti
Engineering, Mechanical
Journal title
ISSN journal
10500472
Volume
115
Issue
4
Year of publication
1993
Pages
770 - 775
Database
ISI
SICI code
1050-0472(1993)115:4<770:GOUTMM>2.0.ZU;2-I
Abstract
Multistart is a stochastic global optimization method for finding the global optimum of highly nonlinear mechanical problems. In this paper we introduce and develop a variant of the multistart method in which a fraction of the sample points in the feasible region with smallest fu nction value are clustered using the Vector Quantization technique. Th e theories of lattices and sphere packing are used to define optimal l attices. These lattices are optimal with respect to quantization error and are used as code points for vector quantization. The implementati on of these ideas has resulted in the VQ-multistart algorithm for find ing the global optimum with substantial reductions in both the incore memory requirements and the computation time. We solve several mathema tical test problems and a mechanical optimal design problem using the VQ-multistart algorithm.