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Component rearrangement and system replacement for a system with stochastic degradation processes

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  • Zhu, Xiaoyan
  • Hao, Yaqian

Abstract

Consider a system of multiple functionally-interchangeable components. These components degrade following non-homogeneous stochastic processes that are related to different workloads, usage rates, or operating environment. The unbalanced degradation levels of components affect the overall performance of the system. This paper studies a preventive maintenance policy based on component rearrangement, and the goal is to prolong the useful time of a system before its replacement or overhaul. In this model, the optimal component rearrangement is planned to execute at optimal time. The stochastic degradation models and reliability functions that incorporate the component rearrangement are built. Then a mixed binary nonlinear programming model is established to optimize the component rearrangement plan, rearrangement time, and system replacement time. The models are derived for each of the Wiener process, gamma process, and inverse Gaussian process, which are three most widely used stochastic degradation processes. The specified models are derived for k-out-of-n:F, series–parallel, and parallel–series systems. Furthermore, a hybrid approach is proposed that integrates permutation-based heuristic global search for solving a combinatorial subproblem and nonlinear optimization method for solving constrained continuous subproblems. The analytical results and numerical experiments demonstrate the efficiency of the models and solution approach and provide the insights of the component-rearrangement based maintenance policy.

Suggested Citation

  • Zhu, Xiaoyan & Hao, Yaqian, 2021. "Component rearrangement and system replacement for a system with stochastic degradation processes," Reliability Engineering and System Safety, Elsevier, vol. 213(C).
  • Handle: RePEc:eee:reensy:v:213:y:2021:i:c:s0951832021003100
    DOI: 10.1016/j.ress.2021.107786
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    References listed on IDEAS

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    1. Qingzhu Yao & Xiaoyan Zhu & Way Kuo, 2014. "A Birnbaum-importance based genetic local search algorithm for component assignment problems," Annals of Operations Research, Springer, vol. 212(1), pages 185-200, January.
    2. Molinos-Senante, María & Sala-Garrido, Ramón, 2017. "Energy intensity of treating drinking water: Understanding the influence of factors," Applied Energy, Elsevier, vol. 202(C), pages 275-281.
    3. Dufresne, François & Gerber, Hans U. & Shiu, Elias S. W., 1991. "Risk Theory with the Gamma Process," ASTIN Bulletin, Cambridge University Press, vol. 21(2), pages 177-192, November.
    4. Ahmad Almuhtady & Seungchul Lee & Edwin Romeijn & Michael Wynblatt & Jun Ni, 2014. "A Degradation-Informed Battery-Swapping Policy for Fleets of Electric or Hybrid-Electric Vehicles," Transportation Science, INFORMS, vol. 48(4), pages 609-618, November.
    5. Ye, Zhi-Sheng & Shen, Yan & Xie, Min, 2012. "Degradation-based burn-in with preventive maintenance," European Journal of Operational Research, Elsevier, vol. 221(2), pages 360-367.
    6. Qingzhu Yao & Xiaoyan Zhu & Way Kuo, 2011. "Heuristics for component assignment problems based on the Birnbaum importance," IISE Transactions, Taylor & Francis Journals, vol. 43(9), pages 633-646.
    7. Zhu, Xiaoyan & Fu, Yuqiang & Yuan, Tao & Wu, Xinying, 2017. "Birnbaum importance based heuristics for multi-type component assignment problems," Reliability Engineering and System Safety, Elsevier, vol. 165(C), pages 209-221.
    8. NESTEROV, Yurii, 1997. "Interior-point method: an old and new approach to nonlinear programming," LIDAM Reprints CORE 1349, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    9. Xiaoyan Zhu & Yuqiang Fu & Tao Yuan, 2020. "Optimum reassignment of degrading components for non-repairable systems," IISE Transactions, Taylor & Francis Journals, vol. 52(3), pages 349-361, March.
    10. Fu, Yuqiang & Yuan, Tao & Zhu, Xiaoyan, 2019. "Importance-measure based methods for component reassignment problem of degrading components," Reliability Engineering and System Safety, Elsevier, vol. 190(C), pages 1-1.
    11. Khac Tuan Huynh & Anne Barros & Christophe Bérenguer & Inma T. Castro, 2011. "A periodic inspection and replacement policy for systems subject to competing failure modes due to degradation and traumatic events," Post-Print hal-00790728, HAL.
    12. Tavakkoli-Moghaddam, R. & Safari, J. & Sassani, F., 2008. "Reliability optimization of series-parallel systems with a choice of redundancy strategies using a genetic algorithm," Reliability Engineering and System Safety, Elsevier, vol. 93(4), pages 550-556.
    13. Huynh, K.T. & Barros, A. & Bérenguer, C. & Castro, I.T., 2011. "A periodic inspection and replacement policy for systems subject to competing failure modes due to degradation and traumatic events," Reliability Engineering and System Safety, Elsevier, vol. 96(4), pages 497-508.
    14. Liu, Di & Wang, Shaoping & Zhang, Chao & Tomovic, Mileta, 2018. "Bayesian model averaging based reliability analysis method for monotonic degradation dataset based on inverse Gaussian process and Gamma process," Reliability Engineering and System Safety, Elsevier, vol. 180(C), pages 25-38.
    15. Bae, Suk Joo & Yuan, Tao & Ning, Shuluo & Kuo, Way, 2015. "A Bayesian approach to modeling two-phase degradation using change-point regression," Reliability Engineering and System Safety, Elsevier, vol. 134(C), pages 66-74.
    16. Wang, Siqi & Zhao, Xian & Tian, Zhigang & Zuo, Ming J., 2021. "Optimum component reassignment for balanced systems with multi-state components operating in a shock environment," Reliability Engineering and System Safety, Elsevier, vol. 210(C).
    17. Brian P. Weaver & William Q. Meeker, 2014. "Methods for planning repeated measures accelerated degradation tests," Applied Stochastic Models in Business and Industry, John Wiley & Sons, vol. 30(6), pages 658-671, November.
    18. Rasmekomen, Nipat & Parlikad, Ajith Kumar, 2016. "Condition-based maintenance of multi-component systems with degradation state-rate interactions," Reliability Engineering and System Safety, Elsevier, vol. 148(C), pages 1-10.
    19. Brian P. Weaver & William Q. Meeker, 2014. "Rejoinder: Methods for planning repeated measures accelerated degradation tests," Applied Stochastic Models in Business and Industry, John Wiley & Sons, vol. 30(6), pages 686-690, November.
    20. Tian, Zhigang & Levitin, Gregory & Zuo, Ming J., 2009. "A joint reliability–redundancy optimization approach for multi-state series–parallel systems," Reliability Engineering and System Safety, Elsevier, vol. 94(10), pages 1568-1576.
    21. van Noortwijk, J.M., 2009. "A survey of the application of gamma processes in maintenance," Reliability Engineering and System Safety, Elsevier, vol. 94(1), pages 2-21.
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    Cited by:

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    5. Fu, Yuqiang & Wang, Jun & Peng, Rui & Yang, Lechang & Meng, Xiaoyang, 2024. "Random-time component reallocation and system replacement policy with minimal repair," Reliability Engineering and System Safety, Elsevier, vol. 247(C).
    6. Fu, Yuqiang & Zhu, Xiaoyan, 2023. "A joint age-based system replacement and component reallocation maintenance policy: Optimization, analysis and resilience," Reliability Engineering and System Safety, Elsevier, vol. 235(C).

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