Parameter control in evolutionary algorithms

Citation
Ae. Eiben et al., Parameter control in evolutionary algorithms, IEEE T EV C, 3(2), 1999, pp. 124-141
Citations number
140
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION
ISSN journal
1089778X → ACNP
Volume
3
Issue
2
Year of publication
1999
Pages
124 - 141
Database
ISI
SICI code
1089-778X(199907)3:2<124:PCIEA>2.0.ZU;2-6
Abstract
The issue of controlling values of various parameters of an evolutionary al gorithm is one of the most important and promising areas of research in evo lutionary computation: It has a potential of adjusting the algorithm to the problem while solving the problem. In this paper we: 1) revise the termino logy, which is unclear and confusing, thereby providing a classification of such control mechanisms, and 2) survey various forms of control which have been studied by the evolutionary computation community in recent years. Ou r classification covers the major forms of parameter control in evolutionar y computation and suggests some directions for further research.