A Hybrid Particle Swarm Optimization Algorithm for the Redundancy Allocation Problem

被引:62
作者
Beji, Noura [1 ]
Jarboui, Bassem [1 ]
Eddaly, Mansour [1 ]
Chabchoub, Habib [1 ]
机构
[1] Fac Econ Sci & Management, Dept Quantitat Methods, Sfax, Tunisia
关键词
Redundancy Allocation Problem; Hybrid strategy; Particle Swarm Optimization; Local Search; Adaptive penalty function; SYSTEM-RELIABILITY; SEARCH; DESIGN;
D O I
10.1016/j.jocs.2010.06.001
中图分类号
TP39 [计算机的应用];
学科分类号
080201 [机械制造及其自动化];
摘要
The Redundancy Allocation Problem generally involves the selection of components with multiple choices and redundancy levels that produce maximum system reliability given various system level constraints as cost and weight. In this paper we investigate the series-parallel redundant reliability problems, when a mixing of components was considered. In this type of problem both the number of redundancy components and the corresponding component reliability in each subsystem are to be decided simultaneously so as to maximise the reliability of system. A hybrid algorithm is based on particle swarm optimization and local search algorithm. In addition, we propose an adaptive penalty function which encourages our algorithm to explore within the feasible region and near feasible region, and discourage search beyond that threshold. The effectiveness of our proposed hybrid PSO algorithm is proved on numerous variations of three different problems and compared to Tabu Search and Multiple Weighted Objectives solutions. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:159 / 167
页数:9
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