DocumentCode
16064
Title
The Robust Cold Standby Redundancy Allocation in Series-Parallel Systems With Budgeted Uncertainty
Author
Feizollahi, Mohammad Javad ; Soltani, Roya ; Feyzollahi, Hadi
Author_Institution
Sch. of Ind. & Syst. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Volume
64
Issue
2
fYear
2015
fDate
Jun-15
Firstpage
799
Lastpage
806
Abstract
This paper studies a redundancy allocation problem (RAP) with cold standby strategy in non-repairable series-parallel systems. We assume that the components´ reliabilities are uncertain values in a budgeted uncertainty set, with unknown probability distributions. Because the system reliability is a nonlinear function of the components´ reliabilities, classical robust optimization approaches cannot be directly applied to construct the robust counterpart of this problem. Therefore, this paper for the first time proposes linear mixed integer programming (MIP) and binary equivalent models for the cold standby RAP; and by exploiting the problem structure, robust counterparts are developed to deal with budgeted uncertainty in this problem. Then, two exact solution methods are proposed: one of them solves a MIP model iteratively in a Benders´ decomposition framework, and the other one solves a single binary linear model. The validity and the performance of the proposed approach are tested through a Monte Carlo simulation, and computational results.
Keywords
Monte Carlo methods; integer programming; iterative methods; linear programming; redundancy; statistical distributions; Bender decomposition framework; MIP model; Monte Carlo simulation; RAP; binary equivalent models; binary linear model; budgeted uncertainty; component reliabilities; linear mixed integer programming; nonlinear function; nonrepairable series-parallel systems; probability distributions; robust cold standby redundancy allocation problem; robust optimization approach; series-parallel systems; Computational modeling; Programming; Redundancy; Resource management; Robustness; Uncertainty; Budgeted uncertainty; cold standby redundancy allocation; mixed integer nonlinear programming; robust optimization; series-parallel system;
fLanguage
English
Journal_Title
Reliability, IEEE Transactions on
Publisher
ieee
ISSN
0018-9529
Type
jour
DOI
10.1109/TR.2015.2416214
Filename
7080904
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