On the Use of Time-Limited Information for Maintenance Decision Support: A Predictive Approach under Maintenance Constraints
This paper deals with a gradually deteriorating system operating under an uncertain environment whose state is only known on a finite rolling horizon. As such, the system is subject to constraints. Maintenance actions can only be planned at imposed times called maintenance opportunities that are ava...
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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2013/983595 |
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doaj-43e9b6f566f648f2a544ae4c7116fc072020-11-24T23:22:37ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472013-01-01201310.1155/2013/983595983595On the Use of Time-Limited Information for Maintenance Decision Support: A Predictive Approach under Maintenance ConstraintsE. Khoury0E. Deloux1A. Grall2C. Bérenguer3Institut Charles Delaunay, Université de technologie de Troyes, STMR UMR CNRS 6279, 12 rue Marie Curie, CS 42060, 10004 Troyes Cedex, FranceInstitut Charles Delaunay, Université de technologie de Troyes, STMR UMR CNRS 6279, 12 rue Marie Curie, CS 42060, 10004 Troyes Cedex, FranceInstitut Charles Delaunay, Université de technologie de Troyes, STMR UMR CNRS 6279, 12 rue Marie Curie, CS 42060, 10004 Troyes Cedex, FranceGipsa-lab, Control Systems Department, CNRS, Grenoble Institute of Technology, 11 rue des Mathématiques, BP 46, 38402 Saint Martin d’Hères Cedex, FranceThis paper deals with a gradually deteriorating system operating under an uncertain environment whose state is only known on a finite rolling horizon. As such, the system is subject to constraints. Maintenance actions can only be planned at imposed times called maintenance opportunities that are available on a limited visibility horizon. This system can, for example, be a commercial vehicle with a monitored critical component that can be maintained only in some specific workshops. Based on the considered system, we aim to use the monitoring data and the time-limited information for maintenance decision support in order to reduce its costs. We propose two predictive maintenance policies based, respectively, on cost and reliability criteria. Classical age-based and condition-based policies are considered as benchmarks. The performance assessment shows the value of the different types of information and the best way to use them in maintenance decision making.http://dx.doi.org/10.1155/2013/983595 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
E. Khoury E. Deloux A. Grall C. Bérenguer |
spellingShingle |
E. Khoury E. Deloux A. Grall C. Bérenguer On the Use of Time-Limited Information for Maintenance Decision Support: A Predictive Approach under Maintenance Constraints Mathematical Problems in Engineering |
author_facet |
E. Khoury E. Deloux A. Grall C. Bérenguer |
author_sort |
E. Khoury |
title |
On the Use of Time-Limited Information for Maintenance Decision Support: A Predictive Approach under Maintenance Constraints |
title_short |
On the Use of Time-Limited Information for Maintenance Decision Support: A Predictive Approach under Maintenance Constraints |
title_full |
On the Use of Time-Limited Information for Maintenance Decision Support: A Predictive Approach under Maintenance Constraints |
title_fullStr |
On the Use of Time-Limited Information for Maintenance Decision Support: A Predictive Approach under Maintenance Constraints |
title_full_unstemmed |
On the Use of Time-Limited Information for Maintenance Decision Support: A Predictive Approach under Maintenance Constraints |
title_sort |
on the use of time-limited information for maintenance decision support: a predictive approach under maintenance constraints |
publisher |
Hindawi Limited |
series |
Mathematical Problems in Engineering |
issn |
1024-123X 1563-5147 |
publishDate |
2013-01-01 |
description |
This paper deals with a gradually deteriorating system operating under an uncertain environment whose state is only known on a finite rolling horizon. As such, the system is subject to constraints. Maintenance actions can only be planned at imposed times called maintenance opportunities that are available on a limited visibility horizon. This system can, for example, be a commercial vehicle with a monitored critical component that can be maintained only in some specific workshops. Based on the considered system, we aim to use the monitoring data and the time-limited information for maintenance decision support in order to reduce its costs. We propose two predictive maintenance policies based, respectively, on cost and reliability criteria. Classical age-based and condition-based policies are considered as benchmarks. The performance assessment shows the value of the different types of information and the best way to use them in maintenance decision making. |
url |
http://dx.doi.org/10.1155/2013/983595 |
work_keys_str_mv |
AT ekhoury ontheuseoftimelimitedinformationformaintenancedecisionsupportapredictiveapproachundermaintenanceconstraints AT edeloux ontheuseoftimelimitedinformationformaintenancedecisionsupportapredictiveapproachundermaintenanceconstraints AT agrall ontheuseoftimelimitedinformationformaintenancedecisionsupportapredictiveapproachundermaintenanceconstraints AT cberenguer ontheuseoftimelimitedinformationformaintenancedecisionsupportapredictiveapproachundermaintenanceconstraints |
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