Efficient exact optimization of multi-objective redundancy allocation problems in series-parallel systems

被引:35
|
作者
Cao, Dingzhou [1 ]
Murat, Alper [1 ]
Chinnam, Ratna Babu [1 ]
机构
[1] Wayne State Univ, Ind & Syst Engn Dept, Detroit, MI 48202 USA
关键词
Redundancy allocation problem; Multi-objective optimization; Decomposition; Series-parallel systems; RELIABILITY OPTIMIZATION; GENETIC ALGORITHM;
D O I
10.1016/j.ress.2012.09.013
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper proposes a decomposition-based approach to exactly solve the multi-objective Redundancy Allocation Problem for series-parallel systems. Redundancy allocation problem is a form of reliability optimization and has been the subject of many prior studies. The majority of these earlier studies treat redundancy allocation problem as a single objective problem maximizing the system reliability or minimizing the cost given certain constraints. The few studies that treated redundancy allocation problem as a multi-objective optimization problem relied on meta-heuristic solution approaches. However, meta-heuristic approaches have significant limitations: they do not guarantee that Pareto points are optimal and, more importantly, they may not identify all the Pareto-optimal points. In this paper, we treat redundancy allocation problem as a multi-objective problem, as is typical in practice. We decompose the original problem into several multi-objective sub-problems, efficiently and exactly solve sub-problems, and then systematically combine the solutions. The decomposition-based approach can efficiently generate all the Pareto-optimal solutions for redundancy allocation problems. Experimental results demonstrate the effectiveness and efficiency of the proposed method over meta-heuristic methods on a numerical example taken from the literature. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:154 / 163
页数:10
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