Parameter control in evolutionary algorithms

被引：1178

作者：

Eiben, AE ^{[1
]}

Hinterding, R

Michalewicz, Z

机构：

[1] Leiden Univ, Leiden Inst Adv Comp Sci, NL-2333 CA Leiden, Netherlands

[2] CWI Amsterdam, NL-1090 GB Amsterdam, Netherlands

[3] Victoria Univ Technol, Dept Math & Comp Sci, Melbourne, Vic 8001, Australia

[4] Univ N Carolina, Dept Comp Sci, Charlotte, NC 28223 USA

[5] Polish Acad Sci, Inst Comp Sci, PL-01237 Warsaw, Poland

来源：

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION | 1999年 / 3卷 / 02期

关键词：

adaptation; evolutionary algorithms; parameter control; self-adaptation;

D O I：

10.1109/4235.771166

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The issue of controlling values of various parameters of an evolutionary algorithm is one of the most important and promising areas of research in evolutionary computation: It has a potential of adjusting the algorithm to the problem while solving the problem. In this paper we: 1) revise the terminology, 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. Our classification covers the major forms of parameter control in evolutionary computation and suggests some directions for further research.

引用

页码：124 / 141

页数：18

共 139 条

[71] Iba H., 1996, ADV GENETIC PROGRAMM, V2
[72] *IEEE, 1994, P 1 IEEE C EV COMP
[73] *IEEE, 1997, P 4 IEEE C EV COMP
[74] *IEEE, 1996, P 3 IEEE C EV COMP
[75] *IEEE, 1995, P 2 IEEE C EV COMP
[76] Janikow CZ, 1991, P 4 INT C GEN ALG, P151
[77] JOG P, 1989, PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON GENETIC ALGORITHMS, P110
[78] Joines J. A., 1994, Proceedings of the First IEEE Conference on Evolutionary Computation. IEEE World Congress on Computational Intelligence (Cat. No.94TH0650-2), P579, DOI 10.1109/ICEC.1994.349995
[79] KANTSCHIK W, 1999, EMPIRICAL ANAL DIFFE
[80] KOZA JR, 1997, P 2 ANN C GEN PROGR

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