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Multi-objective optimization of a series–parallel system using GPSIA

Ekene Gabriel Okafor and You-Chao Sun

Reliability Engineering and System Safety, 2012, vol. 103, issue C, 61-71

Abstract: The optimal solution of a multi-objective optimization problem (MOP) corresponds to a Pareto set that is characterized by a tradeoff between objectives. Genetic Pareto Set Identification Algorithm (GPSIA) proposed for reliability-redundant MOPs is a hybrid technique which combines genetic and heuristic principles to generate non-dominated solutions. Series–parallel system with active redundancy is studied in this paper. Reliability and cost were the research objective functions subject to cost and weight constraints. The results reveal an evenly distributed non-dominated front. The distances between successive Pareto points were used to evaluate the general performance of the method. Plots were also used to show the computational results for the type of system studied and the robustness of the technique is discussed in comparison with NSGA-II and SPEA-2.

Keywords: Multi-objective optimization; Genetic Pareto set identification algorithm (GPSIA); Series-parallel systems; Hybridization; Genetic algorithm (search for similar items in EconPapers)
Date: 2012
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Citations: View citations in EconPapers (1)

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Persistent link: https://EconPapers.repec.org/RePEc:eee:reensy:v:103:y:2012:i:c:p:61-71

DOI: 10.1016/j.ress.2012.03.014

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