An approach for reliability analysis of industrial systems using PSO and IFS technique

被引:33
作者
Garg, Harish [1 ]
Rani, Monica [1 ]
机构
[1] Indian Inst Technol, Dept Math, Roorkee 247667, Uttarakhand, India
关键词
Repairable system; PSO; Reliability; Intuitionistic fuzzy set theory; Nonlinear optimization; STOCHASTIC-BEHAVIOR ANALYSIS; PETRI NETS;
D O I
10.1016/j.isatra.2013.06.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The main objective of this paper is to present a technique for computing the membership functions of the intuitionistic fuzzy set (IFS) by utilizing imprecise, uncertain and vague data. In literature so far, membership functions of IFS are computed via using fuzzy arithmetic operations within collected data and hence contain a wide range of uncertainties. Thus it is necessary for optimizing these spread by formulating a nonlinear optimization problem through ordinary arithmetic operations instead of fuzzy operations. Particle swarm optimization (PSO) has been used for constructing their membership functions. Sensitivity as well as performance analysis has also been conducted for finding the critical component of the system. Finally the computed results are compared with existing results. The suggested framework has been illustrated with the help of a case. (C) 2013 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:701 / 710
页数:10
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