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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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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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.
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Wang Chun-Ho |
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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 |
work_keys_str_mv |
AT huangchaohui constructionandoptimizationofapreventivemaintenancemodelformulticomponentdegradedsystems AT huángzhāohuī constructionandoptimizationofapreventivemaintenancemodelformulticomponentdegradedsystems AT huangchaohui duōyuánjiàntuìhuàxìtǒngyùfángwéixiūmóshìzhījiàngòuyǔzuìjiāhuà AT huángzhāohuī duōyuánjiàntuìhuàxìtǒngyùfángwéixiūmóshìzhījiàngòuyǔzuìjiāhuà |
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1718534212990009344 |