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Optimal maintenance strategy for multi-state systems with single maintenance capacity and arbitrarily distributed maintenance time

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  • Chen, Yiming
  • Liu, Yu
  • Jiang, Tao

Abstract

In engineering scenarios, failures of some components in a system may not always lead to the failure of an entire system. In such cases, the system can continuously operate while some components are being repaired. On the other hand, due to limited maintenance capacity, such as manpower and/or repair facility, maintenance actions can only be executed serially rather than in parallel. In this study, a new maintenance optimization problem for multi-state systems with single maintenance capacity is studied. The homogeneous continuous-time Markov process is used to characterize the deterioration of multi-state components in a system. In contrast to the exponential assumption for the distribution of maintenance time in most reported works, the time for each maintenance task can be arbitrarily distributed in our study. The embedded Markov chain is constructed to model the state transition process of a system by introducing decision epochs. Two optimization problems are formulated by treating either the stationary availability or the expected performance capacity of a system as an objective under the constraint of the average maintenance cost per unit time. The genetic algorithm is customized to resolve the resulting optimization problems. An illustrative example is given to demonstrate the effectiveness of the proposed method.

Suggested Citation

  • Chen, Yiming & Liu, Yu & Jiang, Tao, 2021. "Optimal maintenance strategy for multi-state systems with single maintenance capacity and arbitrarily distributed maintenance time," Reliability Engineering and System Safety, Elsevier, vol. 211(C).
  • Handle: RePEc:eee:reensy:v:211:y:2021:i:c:s0951832021001277
    DOI: 10.1016/j.ress.2021.107576
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    5. Pan Zheng & Wenqin Zhao & Yaqiong Lv & Lu Qian & Yifan Li, 2022. "Health Status-Based Predictive Maintenance Decision-Making via LSTM and Markov Decision Process," Mathematics, MDPI, vol. 11(1), pages 1-13, December.
    6. Guo, Linhan & Li, Ruiyang & Wang, Yu & Yang, Jun & Liu, Yu & Chen, Yiming & Zhang, Jianguo, 2023. "Availability for multi-component k-out-of-n: G warm-standby system in series with shut-off rule of suspended animation," Reliability Engineering and System Safety, Elsevier, vol. 233(C).
    7. Zhang, Qin & Liu, Yu & Xiahou, Tangfan & Huang, Hong-Zhong, 2023. "A heuristic maintenance scheduling framework for a military aircraft fleet under limited maintenance capacities," Reliability Engineering and System Safety, Elsevier, vol. 235(C).
    8. Zhou, Taotao & Zhang, Xiaoge & Droguett, Enrique Lopez & Mosleh, Ali, 2023. "A generic physics-informed neural network-based framework for reliability assessment of multi-state systems," Reliability Engineering and System Safety, Elsevier, vol. 229(C).
    9. Chiachío, Manuel & Saleh, Ali & Naybour, Susannah & Chiachío, Juan & Andrews, John, 2022. "Reduction of Petri net maintenance modeling complexity via Approximate Bayesian Computation," Reliability Engineering and System Safety, Elsevier, vol. 222(C).

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