Optimization of multi-objective redundancy allocation problem with non-homogeneous components

被引:33
作者
Jahromi, Abdolhamid. Eshraghniaye [1 ]
Feizabadi, Mohammad [1 ]
机构
[1] Sharif Univ Technol, Dept Ind Engn, Tehran, Iran
关键词
Multi-objective reliability optimization; Redundancy allocation problem; Non-homogeneous components; NSGA-II; SERIES-PARALLEL SYSTEMS; RELIABILITY OPTIMIZATION; GENETIC ALGORITHM; ANT COLONY; CHOICE; SEARCH;
D O I
10.1016/j.cie.2017.04.009
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In many real world optimization problems, including Redundancy Allocation Problem (RAP), there is a need to optimize more than one objective function simultaneously. In this paper, a new multi objective formulation is presented for the RAP by considering the reliability and cost of the system as the objective functions. The previous formulations have been proposed based on the assumption that all components of a subsystem are homogeneous. This constraint leads to an increase in the designing cost and prevents from reaching to higher quantities of the system reliability. The presented formulation in this research provides an opportunity for the subsystems components to be non-homogeneous in the required conditions. Due to the complexity of the RAPs, a Multi-objective Evolutionary Algorithm (MOEA) namely, Non-dominated Sorting Genetic Algorithm II (NSGA-II) is developed to identify the Pareto optimal front. The results show that in addition to a high capability in generating the Pareto optimal solutions, the proposed NSGA-II has a high efficiency in increasing the system reliability and reducing the designing costs simultaneously. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:111 / 123
页数:13
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