A locally-biased form of the DIRECT algorithm

Citation
Jm. Gablonsky et Ct. Kelley, A locally-biased form of the DIRECT algorithm, J GLOB OPT, 21(1), 2001, pp. 27-37
Citations number
18
Categorie Soggetti
Engineering Mathematics
Journal title
JOURNAL OF GLOBAL OPTIMIZATION
ISSN journal
09255001 → ACNP
Volume
21
Issue
1
Year of publication
2001
Pages
27 - 37
Database
ISI
SICI code
0925-5001(200109)21:1<27:ALFOTD>2.0.ZU;2-T
Abstract
In this paper we propose a form of the DIRECT algorithm that is strongly bi ased toward local search. This form should do well for small problems with a single global minimizer and only a few local minimizers. We motivate our formulation with some results on how the original formulation of the DIRECT algorithm clusters its search near a global minimizer. We report on the pe rformance of our algorithm on a suite of test problems and observe that the algorithm performs particularly well when termination is based on a budget of function evaluations.