Construction and optimization of a preventive maintenance model for multi-component degraded systems

博士 === 國防大學理工學院 === 國防科學研究所 === 102 === This study aims to construct an optimal preventive maintenance model for a multi-state degraded system under the condition that individual components or sub-systems can be monitored in real time. It was divided into two parts, given the requirement of minimum...

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Main Authors: Huang Chao-Hui, 黃釗輝
Other Authors: Wang Chun-Ho
Format: Others
Language:zh-TW
Published: 2014
Online Access:http://ndltd.ncl.edu.tw/handle/18549678545369519566
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spelling ndltd-TW-102CCIT05840032017-09-15T16:26:37Z http://ndltd.ncl.edu.tw/handle/18549678545369519566 Construction and optimization of a preventive maintenance model for multi-component degraded systems 多元件退化系統預防維修模式之建構與最佳化 Huang Chao-Hui 黃釗輝 博士 國防大學理工學院 國防科學研究所 102 This study aims to construct an optimal preventive maintenance model for a multi-state degraded system under the condition that individual components or sub-systems can be monitored in real time. It was divided into two parts, given the requirement of minimum system availability and total maintenance cost, the total maintenance cost is minimized and system availability is maximized respectively by determining the maintenance activities of components in degraded states. The general non-homogeneous continuous-time Markov model (NHCTMM) and its analogous Markov reward model (NHCTMRM) are used to quantify the intensity of state transitions during the degradation process, allowing the determination of various performance indicators. The bound approximation approach is applied to solve the established NHCTMMs and NHCTMRMs, thus obtaining instantaneous system state probabilities to overcome their inherent computational difficulties. Furthermore, this study utilizes a genetic algorithm to optimize the proposed model. A military case illustrates the feasibility and practicability of the proposed approach. Wang Chun-Ho 王春和 2014 學位論文 ; thesis 71 zh-TW
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language zh-TW
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description 博士 === 國防大學理工學院 === 國防科學研究所 === 102 === This study aims to construct an optimal preventive maintenance model for a multi-state degraded system under the condition that individual components or sub-systems can be monitored in real time. It was divided into two parts, given the requirement of minimum system availability and total maintenance cost, the total maintenance cost is minimized and system availability is maximized respectively by determining the maintenance activities of components in degraded states. The general non-homogeneous continuous-time Markov model (NHCTMM) and its analogous Markov reward model (NHCTMRM) are used to quantify the intensity of state transitions during the degradation process, allowing the determination of various performance indicators. The bound approximation approach is applied to solve the established NHCTMMs and NHCTMRMs, thus obtaining instantaneous system state probabilities to overcome their inherent computational difficulties. Furthermore, this study utilizes a genetic algorithm to optimize the proposed model. A military case illustrates the feasibility and practicability of the proposed approach.
author2 Wang Chun-Ho
author_facet Wang Chun-Ho
Huang Chao-Hui
黃釗輝
author Huang Chao-Hui
黃釗輝
spellingShingle Huang Chao-Hui
黃釗輝
Construction and optimization of a preventive maintenance model for multi-component degraded systems
author_sort Huang Chao-Hui
title Construction and optimization of a preventive maintenance model for multi-component degraded systems
title_short Construction and optimization of a preventive maintenance model for multi-component degraded systems
title_full Construction and optimization of a preventive maintenance model for multi-component degraded systems
title_fullStr Construction and optimization of a preventive maintenance model for multi-component degraded systems
title_full_unstemmed Construction and optimization of a preventive maintenance model for multi-component degraded systems
title_sort construction and optimization of a preventive maintenance model for multi-component degraded systems
publishDate 2014
url http://ndltd.ncl.edu.tw/handle/18549678545369519566
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