A tool for multiobjective evolutionary algorithms

被引：16

作者：

Sag, Tahir ^{[1
]}

Cunkas, Mehmet ^{[1
]}

机构：

[1] Selcuk Univ, Fac Tech Educ, Dept Elect & Comp Educ, TR-42003 Konya, Turkey

来源：

ADVANCES IN ENGINEERING SOFTWARE | 2009年 / 40卷 / 09期

关键词：

Multiobjective optimization; Evolutionary algorithms; Software tool; OPTIMIZATION; DESIGN; FRAMEWORK;

D O I：

10.1016/j.advengsoft.2009.01.001

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

This paper introduces a software tool based on illustrative applications for the development, analysis and application of multiobjective evolutionary algorithms. The multiobjective evolutionary algorithms tool (MOEAT) written in C# using a variety of multiobjective evolutionary algorithms (MOEAs) offers a powerful environment for various kinds of optimization tasks. It has many useful features such as visualizing of the progress and the results of optimization in a dynamic or static mode, and decision variable settings. The performance measurements of well-known multiobjective evolutionary algorithms in MOEAT are done using benchmark problems. in addition, two case studies from engineering domain are presented. (C) 2009 Elsevier Ltd. All rights reserved.

引用

页码：902 / 912

页数：11

共 39 条

[1]

[Anonymous], 1984, Multiple objective optimization with vector evaluated genetic algorithms

[2]

BARTZBEIELSTEIN T, 2004, KEA SOFTWARE PACKAGE

[3]

CORNE DW, 2001, LECT NOTES COMPUT SC, V1917, P839

[4]

Czyzak P., 1997, MULTIPLE CRITERIA DE, P297

[5]

Deb K, 2005, LECT NOTES COMPUT SC, V3776, P690

[6] An efficient constraint handling method for genetic algorithms [J].

Deb, K .

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2000, 186 (2-4) :311-338

[7] A fast and elitist multiobjective genetic algorithm: NSGA-II [J].

Deb, K ;

Pratap, A ;

Agarwal, S ;

Meyarivan, T .

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197

[8]

Deb K., 2000, 200002 KANGAL

[9]

DURILLO JJ, 2008, JMETAL JAVA FRAMEWOR

[10] An Overview of Evolutionary Algorithms in Multiobjective Optimization [J].

Fonseca, Carlos M. ;

Fleming, Peter J. .

EVOLUTIONARY COMPUTATION, 1995, 3 (01) :1-16

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