A self-organizing migrating genetic algorithm for constrained optimization

被引：44
|
作者：
Deep, Kusum [1 ]
Dipti [1 ]
机构：
[1] Indian Inst Technol, Dept Math, Roorkee 247667, Uttar Pradesh, India
来源：
APPLIED MATHEMATICS AND COMPUTATION | 2008年 / 198卷 / 01期
关键词：
genetic algorithms; self-organizing migrating algorithm; self-organizing migrating genetic algorithm; leader; active; path length; step size;
D O I：
10.1016/j.amc.2007.08.032
中图分类号：
O29 [应用数学];
学科分类号：
070104 ;
摘要：
In this paper, a self-organizing migrating genetic algorithm for constrained optimization, called C-SOMGA is presented. This algorithm is based on the features of genetic algorithm (GA) and self-organizing migrating algorithm (SOMA). The aim of this work is to use a penalty free constraint handling selection with our earlier developed algorithm SOMGA (self-organizing migrating genetic algorithm) for unconstrained optimization. C-SOMGA is not only easy to implement but can also provide feasible and better solutions in less number of function evaluations. To evaluate the robustness of the proposed algorithm, its performance is reported on a set of ten constrained test problems taken from literature. To validate our claims, it is compared with C-GA (constrained GA), C-SOMA (constrained SOMA) and previously quoted results for these problems. (C) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码：237 / 250
页数：14
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