A Condition-Based Maintenance Model Including Resource Constraints on the Number of Inspections

被引:20
|
作者
Alvarez, Claudio [1 ]
Lopez-Campos, Monica [1 ]
Stegmaier, Raul [1 ]
Mancilla-David, Fernando [2 ]
Schurch, Roger [3 ]
Angulo, Alejandro [3 ]
机构
[1] Univ Tecn Federico Santa Maria, Dept Ind Engn, Valparaiso 1680, Chile
[2] Univ Colorado, Dept Elect Engn, Denver, CO 80217 USA
[3] Univ Tecn Federico Santa Maria, Dept Elect Engn, Valparaiso 1680, Chile
关键词
Inspection; Degradation; Numerical models; Integrated circuit modeling; Stochastic processes; Preventive maintenance; Condition-based maintenance; reliability; resource constraints; stochastic dynamic programming; MULTICOMPONENT SYSTEMS; PREDICTIVE-MAINTENANCE; REPLACEMENT POLICIES; OPTIMIZATION; RELIABILITY; COMPONENTS;
D O I
10.1109/TR.2019.2955558
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This article presents a stochastic dynamic programming model for a condition-based maintenance application. The approach seeks to determine the most opportune moment to inspect and execute preventive maintenance over each component of a nonredundant system, where the number of inspections to be performed simultaneously during each period is limited due to resource constraints. The model minimizes the total maintenance cost per unit of time, considering failure, maintenance, and inspection costs. Unlike most related literature, the model proposed herein allows nonperiodic inspections; it does not require to predefine a maintenance threshold and does not necessarily connect inspections to maintenance actions. Also, the criticality of each component is not static through time, or defined beforehand, but dynamically determined according to the available resources and the risk of failure. A numerical example illustrates the performance of the proposed model in comparison to three traditional maintenance models, namely corrective maintenance, age-based maintenance, and condition-based maintenance with periodic inspections. Results suggest that the proposed model yields the best solution among the studied policies and is more efficient, with a significant reduction of 90% in inspection resources.
引用
收藏
页码:1165 / 1176
页数:12
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