A Copula-based Maintenance Modeling for Parallel Systems with Non-self Announcing Failures and Dependent Components

Based on a copula function this paper addresses a maintenance scheduling problem for parallel systems whose components are dependent and their failures are detected only by inspections. To carry out preventive maintenance actions, the decision process is steered by the excursions of the state proces...

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Main Author: Reza Ahmadi
Format: Article
Language:English
Published: Kharazmi University 2019-11-01
Series:International Journal of Supply and Operations Management
Subjects:
Online Access:http://www.ijsom.com/article_2795_2b921d8db1b84a34fedb60680a34a969.pdf
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spelling doaj-6628fa77fca34bdbb1d6eca68b5816f02021-09-29T04:17:35ZengKharazmi UniversityInternational Journal of Supply and Operations Management2383-13592383-25252019-11-016428229510.22034/2019.4.12795A Copula-based Maintenance Modeling for Parallel Systems with Non-self Announcing Failures and Dependent ComponentsReza Ahmadi0School of Mathematics, Iran University of Science and Technology, Tehran, IranBased on a copula function this paper addresses a maintenance scheduling problem for parallel systems whose components are dependent and their failures are detected only by inspections. To carry out preventive maintenance actions, the decision process is steered by the excursions of the state process X(t) describing the total number of failed components up to age t. Since both the maintenance costs and the level of maintenance are driven by the inspection interval τ and the preventive replacement threshold j, using the standard renewal theory arguments, the paper aims to jointly determine both optimal inspection and optimal replacement policy which truly balances two factors. The model is examined for the case when the dependence structure is modelled by the FGM copula function and the marginal lifetime distribution of components conforms to a Weibull distribution. Further, a sensitivity analysis is performed to examine some important features of the model's parameters. We will see the unified framework developed not only generalizes age replacement policy and other classic maintenance models, but also allows considerable flexibility such that different scenarios can be explored.http://www.ijsom.com/article_2795_2b921d8db1b84a34fedb60680a34a969.pdfinspectionmaintenancereplacementhidden failurescopula functionrenewal reward theorem
collection DOAJ
language English
format Article
sources DOAJ
author Reza Ahmadi
spellingShingle Reza Ahmadi
A Copula-based Maintenance Modeling for Parallel Systems with Non-self Announcing Failures and Dependent Components
International Journal of Supply and Operations Management
inspection
maintenance
replacement
hidden failures
copula function
renewal reward theorem
author_facet Reza Ahmadi
author_sort Reza Ahmadi
title A Copula-based Maintenance Modeling for Parallel Systems with Non-self Announcing Failures and Dependent Components
title_short A Copula-based Maintenance Modeling for Parallel Systems with Non-self Announcing Failures and Dependent Components
title_full A Copula-based Maintenance Modeling for Parallel Systems with Non-self Announcing Failures and Dependent Components
title_fullStr A Copula-based Maintenance Modeling for Parallel Systems with Non-self Announcing Failures and Dependent Components
title_full_unstemmed A Copula-based Maintenance Modeling for Parallel Systems with Non-self Announcing Failures and Dependent Components
title_sort copula-based maintenance modeling for parallel systems with non-self announcing failures and dependent components
publisher Kharazmi University
series International Journal of Supply and Operations Management
issn 2383-1359
2383-2525
publishDate 2019-11-01
description Based on a copula function this paper addresses a maintenance scheduling problem for parallel systems whose components are dependent and their failures are detected only by inspections. To carry out preventive maintenance actions, the decision process is steered by the excursions of the state process X(t) describing the total number of failed components up to age t. Since both the maintenance costs and the level of maintenance are driven by the inspection interval τ and the preventive replacement threshold j, using the standard renewal theory arguments, the paper aims to jointly determine both optimal inspection and optimal replacement policy which truly balances two factors. The model is examined for the case when the dependence structure is modelled by the FGM copula function and the marginal lifetime distribution of components conforms to a Weibull distribution. Further, a sensitivity analysis is performed to examine some important features of the model's parameters. We will see the unified framework developed not only generalizes age replacement policy and other classic maintenance models, but also allows considerable flexibility such that different scenarios can be explored.
topic inspection
maintenance
replacement
hidden failures
copula function
renewal reward theorem
url http://www.ijsom.com/article_2795_2b921d8db1b84a34fedb60680a34a969.pdf
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