Maintenance Optimization for Two-Component Series Systems With Degradation Dependence
This paper proposes a model of maintenance optimization for a system consisting of two dependent components in long-term operation, where both components are subject to dependent degradation. Gamma process is used to model the degradation, and Frank Copula is applied to describe the degradation depe...
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doaj-131735ea26bd4bf7abc6caadca9833be2021-04-05T17:39:22ZengIEEEIEEE Access2169-35362021-01-019481744818410.1109/ACCESS.2021.30625679364979Maintenance Optimization for Two-Component Series Systems With Degradation DependenceWei-Ning Ma0Hua Li1Zhi-Yuan Yang2Qi-Wei Hu3https://orcid.org/0000-0002-4248-7094Department of Equipment Command and Management, Shijiazhuang Campus, Army Engineering University, Shijiazhuang, ChinaShijiazhuang Campus, Center of Teaching and Researching Support, Army Engineering University, Shijiazhuang, ChinaShijiazhuang Campus, Center of Teaching and Researching Support, Army Engineering University, Shijiazhuang, ChinaDepartment of Equipment Command and Management, Shijiazhuang Campus, Army Engineering University, Shijiazhuang, ChinaThis paper proposes a model of maintenance optimization for a system consisting of two dependent components in long-term operation, where both components are subject to dependent degradation. Gamma process is used to model the degradation, and Frank Copula is applied to describe the degradation dependence between the two components. We then consider degradation dependence to optimize maintenance strategy for the system to maximize its availability. The improved Artificial Bee Colony (ABC) algorithm is used to jointly determine inspection interval, opportunistic and preventive maintenance thresholds of the system. Finally, an example is provided to validate the proposed model.https://ieeexplore.ieee.org/document/9364979/Two-component systemmaintenance optimizationdegradation dependenceavailability |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Wei-Ning Ma Hua Li Zhi-Yuan Yang Qi-Wei Hu |
spellingShingle |
Wei-Ning Ma Hua Li Zhi-Yuan Yang Qi-Wei Hu Maintenance Optimization for Two-Component Series Systems With Degradation Dependence IEEE Access Two-component system maintenance optimization degradation dependence availability |
author_facet |
Wei-Ning Ma Hua Li Zhi-Yuan Yang Qi-Wei Hu |
author_sort |
Wei-Ning Ma |
title |
Maintenance Optimization for Two-Component Series Systems With Degradation Dependence |
title_short |
Maintenance Optimization for Two-Component Series Systems With Degradation Dependence |
title_full |
Maintenance Optimization for Two-Component Series Systems With Degradation Dependence |
title_fullStr |
Maintenance Optimization for Two-Component Series Systems With Degradation Dependence |
title_full_unstemmed |
Maintenance Optimization for Two-Component Series Systems With Degradation Dependence |
title_sort |
maintenance optimization for two-component series systems with degradation dependence |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2021-01-01 |
description |
This paper proposes a model of maintenance optimization for a system consisting of two dependent components in long-term operation, where both components are subject to dependent degradation. Gamma process is used to model the degradation, and Frank Copula is applied to describe the degradation dependence between the two components. We then consider degradation dependence to optimize maintenance strategy for the system to maximize its availability. The improved Artificial Bee Colony (ABC) algorithm is used to jointly determine inspection interval, opportunistic and preventive maintenance thresholds of the system. Finally, an example is provided to validate the proposed model. |
topic |
Two-component system maintenance optimization degradation dependence availability |
url |
https://ieeexplore.ieee.org/document/9364979/ |
work_keys_str_mv |
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_version_ |
1721539123113623552 |