DocumentCode
1440363
Title
Effects of Uncertainty in Both Component Reliability and Load Demand on Multistate System Reliability
Author
Wang, Yong ; Li, Lin
Author_Institution
Dept. of Mech. & Ind. Eng., Univ. of Illinois at Chicago, Chicago, IL, USA
Volume
42
Issue
4
fYear
2012
fDate
7/1/2012 12:00:00 AM
Firstpage
958
Lastpage
969
Abstract
Considerable studies have been done on system reliability estimation under uncertainty. Most of these studies focus on binary-state systems, and the uncertainty source is only admitted in the component reliability estimation. The studies on multistate systems (MSSs) do exist, but these studies either completely ignore the uncertainty in load demand during the system operation period or are restricted to parallel system structures. This paper attempts to extend these previous studies and investigate the effects of uncertainty in both component reliability and load demand on system reliability for general MSSs with any series-parallel structures. Analytical expressions for calculating the expected value and the variance of system reliability considering these two sets of uncertainty factors are derived based on the universal generating function method in an iterative form. The accuracy of the proposed analytical approach is validated through Monte Carlo simulations. Various examples on a complex series-parallel MSS are used to investigate the effects of the two sets of uncertainty factors. The results indicate that these two sets of uncertainty factors affect the expected value and the variance of system reliability for MSSs in different ways.
Keywords
Monte Carlo methods; iterative methods; large-scale systems; reliability; uncertain systems; Monte Carlo simulations; binary-state systems; complex series-parallel MSS; component reliability estimation; component reliability uncertainty; iterative form; load demand uncertainty; multistate system reliability; series-parallel structures; system reliability estimation; uncertainty factors; universal generating function method; Estimation; Matrices; Monte Carlo methods; Random variables; Reliability; Symmetric matrices; Uncertainty; Multistate system (MSS); reliability estimation; series–parallel system; uncertainty; universal generating function (UGF);
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher
ieee
ISSN
1083-4427
Type
jour
DOI
10.1109/TSMCA.2011.2181163
Filename
6145711
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