351
Views
1
CrossRef citations to date
0
Altmetric
Review Article

A critical review of selective maintenance for mission-oriented systems: challenges and a roadmap for novel contributions

, ORCID Icon, ORCID Icon, ORCID Icon & ORCID Icon
Pages 4980-5015 | Received 02 Feb 2023, Accepted 05 Oct 2023, Published online: 24 Oct 2023

References

  • Achamrah, F. E., and A. Attajer. 2023. “Multi-Objective Reinforcement Learning-Based Framework for Solving Selective Maintenance Problems in Reconfigurable Cyber-physical Manufacturing Systems.” International Journal of Production Research 1–23. https://doi.org/10.1080/00207543.2023.2240433.
  • Ahadi, K., and K. M. Sullivan. 2019. “Approximate Dynamic Programming for Selective Maintenance in Series–Parallel Systems.” IEEE Transactions on Reliability 69 (3): 1147–1164. https://doi.org/10.1109/TR.24.
  • Al-Jabouri, H., A. Saif, and C. Diallo. 2023. “Robust Selective Maintenance Optimization of Series–Parallel Mission-Critical Systems Subject to Maintenance Quality Uncertainty.” Computational Management Science 20 (1): 29. https://doi.org/10.1007/s10287-023-00464-0.
  • Al-Jabouri, H., A. Saif, C. Diallo, and A. Khatab. 2023. “Branch-and-Price Algorithms For Large-Scale Mission-Oriented Maintenance Planning Problems.” Computers & Operations Research 153: Article ID 106191. https://doi.org/10.1016/j.cor.2023.106191.
  • Al-Jabouri, H., A. Saif, C. Diallo, A. Khatab, and U. Venkatadri. 2023. “SMP Review.” Accessed August 29, 2023. www.smpreview.com.
  • Al-Jabouri, H., A. Saif, A. Khatab, C. Diallo, and U. Venkatadri. 2022. “Selective Maintenance Optimization: A Condensed Critical Review and Future Research Directions.” IFAC-PapersOnLine 55 (10): 1213–1218. https://doi.org/10.1016/j.ifacol.2022.09.555.
  • Ali, I., M. F. Khan, Y. S. Raghav, and A. Bari. 2011. “Allocation of Repairable and Replaceable Components for a System Availability Using Selective Maintenance with Probabilistic Maintenance Time Constraints.” American Journal of Operations Research 1 (03): 147. https://doi.org/10.4236/ajor.2011.13016.
  • Ali, I., Y. S. Raghav, and A. Bari. 2011. “Allocating Repairable and Replaceable Components for a System Availability Using Selective Maintenance: An Integer Solution.” Safety and Reliability 31 (2): 9–18. https://doi.org/10.1080/09617353.2011.11690933.
  • Ali, I., Y. S. Raghav, M. F. Khan, and A. Bari. 2013. “Selective Maintenance in System Reliability with Random Costs of Repairing and Replacing the Components.” Communications in Statistics-Simulation and Computation 42 (9): 2026–2039. https://doi.org/10.1080/03610918.2012.689063.
  • Ansari, F., R. Glawar, and W. Sihn.2020. “Prescriptive Maintenance of CPPS by Integrating Multimodal Data with Dynamic Bayesian Networks.” In Machine Learning for Cyber Physical Systems. Technologien für die intelligente Automation. Vol. 11, edited by Jürgen Beyerer, Alexander Maier, and Oliver Niggemann. Berlin, Heidelberg: Springer Vieweg. https://doi.org/10.1007/978-3-662-59084-3_1.
  • Barlow, R., and L. Hunter. 1960. “Optimum Preventive Maintenance Policies.” Operations Research 8 (1): 90–100. https://doi.org/10.1287/opre.8.1.90.
  • Barlow, R. E., and F. Proschan. 1996. Mathematical Theory of Reliability. Philadelphia: SIAM.
  • Bevilacqua, M., and M. Braglia. 2000. “The Analytic Hierarchy Process Applied to Maintenance Strategy Selection.” Reliability Engineering & System Safety 70 (1): 71–83. https://doi.org/10.1016/S0951-8320(00)00047-8.
  • Cao, H., and F. Duan. 2021a. “Selective Maintenance of The Multi-Component System with Considering Stochastic Maintenance Quality.” In 2021 IEEE International Conference on Mechatronics and Automation (ICMA), 6–11. Takamatsu: IEEE. https://doi.org/10.1109/ICMA52036.2021.9512830.
  • Cao, H., and F. Duan. 2021b. “Selective Maintenance Policy of Complex Systems With Maintenance Priority Indexes.” IEEE Access 10: 3512–3521. https://doi.org/10.1109/ACCESS.2021.3139946.
  • Cao, H., and F. Duan. 2023. “Reliability-Based Selective Maintenance for Redundant Systems with Dependent Performance Characteristics of Components.” Journal of Systems Engineering and Electronics 34 (3): 804–814. https://doi.org/10.23919/JSEE.2023.000086.
  • Cao, W., Q. Hu, W. Song, and Y. Wu. 2016. “Mission-Oriented Maintenance Optimization Subject to Resources Constraints.” In 2016 International Conference on Intelligent Networking and Collaborative Systems (INCoS), 237–243. Ostrava: IEEE. https://doi.org/10.1109/INCoS.2016.79.
  • Cao, W., X. Jia, Q. Hu, W. Song, and H. Ge. 2017. “Selective Maintenance for Maximising System Availability: A Simulation Approach.” International Journal of Innovative Computing and Applications 8 (1): 12–20. https://doi.org/10.1504/IJICA.2017.082493.
  • Cao, W., X. Jia, Q. Hu, J. Zhao, and Y. Wu. 2018. “A Literature Review on Selective Maintenance for Multi-Unit Systems.” Quality and Reliability Engineering International 34 (5): 824–845. https://doi.org/10.1002/qre.v34.5.
  • Cao, W., X. Jia, Y. Liu, and Q. Hu. 2018. “Selective Maintenance Optimization for Fuzzy Multi-State Systems.” Journal of Intelligent & Fuzzy Systems 34 (1): 105–121. https://doi.org/10.3233/JIFS-17031.
  • Cao, W., W. Song, Q. Hu, and Y. Du. 2016. “An Exact Method for Solving Selective Maintenance Problems Considering Imperfect Maintenance.” In 2016 International Conference on Intelligent Networking and Collaborative Systems (INCoS), 522–526. Ostrava: IEEE. https://doi.org/10.1109/INCoS.2016.78.
  • Cassady, C. R., S. J. Mason, S. Ormon, K. Schneider, C. Rainwater, M. Carrasco, and J. Honeycutt. 2003. Fleet-Level Selective Maintenance and Aircraft Scheduling. Technical report, Arkansas University, Fayetteville Department of Industrial Engineering.
  • Cassady, C. R., W. P. Murdock, Jr, and E. A. Pohl. 2001. “Selective Maintenance for Support Equipment Involving Multiple Maintenance Actions.” European Journal of Operational Research 129 (2): 252–258. https://doi.org/10.1016/S0377-2217(00)00222-8.
  • Cassady, C. R., H. L. Nachtmann, K. Schneider, C. Rainwater, J. Rieske, J. Stout, R. Johnson, et al. 2004. Multi-Mission Selective Maintenance Decisions. Technical report, Arkansas University, Fayetteville Department of Industrial Engineering.
  • Cassady, C. R., E. A. Pohl, S. J. Mason, and T. G. Yeung. 2005. Multi-State Selective Maintenance Decisions. Technical report, Arkansas University Fayetteville Department of Industrial Engineering.
  • Cassady, C. R., E. A. Pohl, and W. P. Murdock. 2001b. “Selective Maintenance Modeling for Industrial Systems.” Journal of Quality in Maintenance Engineering 7 (2): 104–117. https://doi.org/10.1108/13552510110397412.
  • Chaabane, K., A. Khatab, E.-H. Aghezzaf, C. Diallo, and U. Venkatadri. 2018. “Outsourcing Selective Maintenance Problem in Failure Prone Multi-Component Systems.” IFAC-PapersOnLine 51 (11): 525–530. https://doi.org/10.1016/j.ifacol.2018.08.372.
  • Chaabane, K., A. Khatab, C. Diallo, E.-H. Aghezzaf, and U. Venkatadri. 2020. “Integrated Imperfect Multimission Selective Maintenance and Repairpersons Assignment Problem.” Reliability Engineering & System Safety 199: Article ID 106895. https://doi.org/10.1016/j.ress.2020.106895.
  • Chaabane, K., A. Khatab, C. Diallo, U. Venkatadri, and E.-H. Aghezzaf. 2020. “Selective Maintenance Optimization Problem In Systems Under Repairpersons Availability.” In 2020 7th International Conference on Control, Decision and Information Technologies (CoDIT), 687–692. Prague: IEEE. https://doi.org/10.1109/CoDIT49905.2020.9263957.
  • Chen, Z., Z. Chen, D. Zhou, and E. Pan. 2023. “Joint Optimization of Fleet-Level Sequential Selective Maintenance and Repairpersons Assignment for Multi-State Manufacturing Systems.” Computers & Industrial Engineering 182: Article ID 109411. https://doi.org/10.1016/j.cie.2023.109411.
  • Chen, Z., Y. He, Y. Zhao, X. Han, and Z. He. 2018. “Selective Maintenance Decision for Multistate Manufacturing System Based on Extended State Task Network.” In 2018 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), 1725–1729. Bangkok: IEEE. https://doi.org/10.1109/IEEM.2018.8607692.
  • Chen, Z., Y. He, Y. Zhao, X. Han, F. Liu, D. Zhou, and W. Wang. 2019. “Mission Reliability-Oriented Selective Maintenance Optimization for Intelligent Multistate Manufacturing Systems with Uncertain Maintenance Quality.” IEEE Access 7: 109804–109816. https://doi.org/10.1109/Access.6287639.
  • Chen, C., Y. Liu, and H.-Z. Huang. 2012. “Optimal Load Distribution for Multi-State Systems Under Selective Maintenance Strategy.” In 2012 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 436–442. Chengdu: IEEE. https://doi.org/10.1109/ICQR2MSE.2012.6246270.
  • Chen, Y., Y. Liu, and T. Jiang. 2021. “Optimal Maintenance Strategy for Multi-State Systems with Single Maintenance Capacity and Arbitrarily Distributed Maintenance Time.” Reliability Engineering & System Safety 211: Article ID 107576. https://doi.org/10.1016/j.ress.2021.107576.
  • Chen C., Max Q.-H. Meng, and Ming J. Zuo. 1999. “Selective Maintenance Optimization for Multi-State Systems.” In 1999 IEEE Canadian Conference on Electrical and Computer Engineering (Cat. No. 99TH8411), 1477–1482. Edmonton: IEEE.
  • Chen, T.-Y., and J.-C. Wang. 2001. “Identification of λ-fuzzy Measures Using Sampling Design and Genetic Algorithms.” Fuzzy Sets and Systems 123 (3): 321–341. https://doi.org/10.1016/S0165-0114(01)00010-0.
  • Chen, Q., P. Wang, L. Yang, J. Wang, and X. Yi. 2023. “Mission and Reliability Driven Fleet-Level Selective Maintenance Planning and Scheduling Two-Stage Method.” Applied Sciences 13 (15): 8600. https://doi.org/10.3390/app13158600.
  • Ciancio, V., L. Homri, J.-Y. Dantan, and A. Siadat. 2023. “Development of a Flexible Data Management System, to Implement Predictive Maintenance in the Industry 4.0 Context.” International Journal of Production Research 1–17. https://doi.org/10.1080/00207543.2023.2217293.
  • Dao, C. D., and M. J. Zuo. 2015. “Selective Maintenance for Multistate Series Systems with S-Dependent Components.” IEEE Transactions on Reliability 65 (2): 525–539. https://doi.org/10.1109/TR.2015.2494689.
  • Dao, C. D., and M. J. Zuo. 2017a. “Optimal Selective Maintenance for Multi-State Systems in Variable Loading Conditions.” Reliability Engineering & System Safety 166: 171–180. https://doi.org/10.1016/j.ress.2016.11.006.
  • Dao, C. D., and M. J. Zuo. 2017b. “Selective Maintenance of Multi-State Systems with Structural Dependence.” Reliability Engineering & System Safety 159: 184–195. https://doi.org/10.1016/j.ress.2016.11.013.
  • Dao, C. D., M. J. Zuo, and M. Pandey. 2014. “Selective Maintenance for Multi-State Series–Parallel Systems Under Economic Dependence.” Reliability Engineering & System Safety 121: 240–249. https://doi.org/10.1016/j.ress.2013.09.003.
  • De Jonge, B., and P. A. Scarf. 2020. “A Review on Maintenance Optimization.” European Journal of Operational Research 285 (3): 805–824. https://doi.org/10.1016/j.ejor.2019.09.047.
  • Diallo, C., A. Khatab, and U. Venkatadri. 2019. “Developing a Bi-Objective Imperfect Selective Maintenance Optimization Model for Multicomponent Systems.” IFAC-PapersOnLine 52 (13): 1079–1084. 9th IFAC Conference on Manufacturing Modelling, Management and Control MIM 2019. https://doi.org/10.1016/j.ifacol.2019.11.339.
  • Diallo, C., A. Khatab, U. Venkatadri, and E.-H. Aghezzaf. 2017. “A Joint Selective Maintenance and Multiple Repair-Person Assignment Problem.” In International Conference on Industrial Engineering and Systems Management-IESM 2017, 317–322. Saarbrucken: Wirtschaftswissenschaften HTW SAAR.
  • Diallo, C., U. Venkatadri, A. Khatab, and Z. Liu. 2018. “Optimal Selective Maintenance Decisions for Large Serial K-out-of-n: G Systems Under Imperfect Maintenance.” Reliability Engineering & System Safety 175: 234–245. https://doi.org/10.1016/j.ress.2018.03.023.
  • Diallo, C., U. Venkatadri, A. Khatab, Z. Liu, and E.-H. Aghezzaf. 2019. “Optimal Joint Selective Imperfect Maintenance and Multiple Repairpersons Assignment Strategy for Complex Multicomponent Systems.” International Journal of Production Research 57 (13): 4098–4117. https://doi.org/10.1080/00207543.2018.1505060.
  • Djelloul, I., A. Khatab, E.-H. Aghezzaf, and Z. Sari. 2015. “Optimal Selective Maintenance Policy for Series-Parallel Systems Operating Missions of Random Durations.” In International conference on Computers & Industrial Engineering (CIE 45), 1–8. Metz: CIE.
  • Duan, C., C. Deng, A. Gharaei, J. Wu, and B. Wang. 2018. “Selective Maintenance Scheduling Under Stochastic Maintenance Quality with Multiple Maintenance Actions.” International Journal of Production Research 56 (23): 7160–7178. https://doi.org/10.1080/00207543.2018.1436789.
  • Duan, C., Z. Li, and F. Liu. 2020. “Condition-based Maintenance for Ship Pumps Subject to Competing Risks Under Stochastic Maintenance Quality.” Ocean Engineering 218: 108180. https://doi.org/10.1016/j.oceaneng.2020.108180.
  • Dui, H., T. Tian, S. Wu, and M. Xie. 2023. “A Cost-Informed Component Maintenance Index and Its Applications.” Reliability Engineering & System Safety 230: Article ID 108904. https://doi.org/10.1016/j.ress.2022.108904.
  • Faulin, J., A. A. Juan, S. S. M. Alsina, and J. E. Ramirez-Marquez. 2010. Simulation Methods for Reliability and Availability of Complex Systems. London: Springer Science & Business Media.
  • Feng, Q., X. Bi, X. Zhao, Y. Chen, and B. Sun. 2017. “Heuristic Hybrid Game Approach for Fleet Condition-Based Maintenance Planning.” Reliability Engineering & System Safety 157: 166–176. https://doi.org/10.1016/j.ress.2016.09.005.
  • Galante, G. M., C. M. La Fata, T. Lupo, and G. Passannanti. 2020. “Handling the Epistemic Uncertainty in the Selective Maintenance Problem.” Computers & Industrial Engineering 141: 106293. https://doi.org/10.1016/j.cie.2020.106293.
  • Gao, H., X. Zhang, X. Yang, and B. Zheng. 2021. “Optimal Selective Maintenance Decision-Making for Consecutive-Mission Systems with Variable Durations and Limited Maintenance Time.” Mathematical Problems in Engineering 2021: 1–10. https://doi.org/10.1155/2021/5534659.
  • Ghorbani, M., M. Nourelfath, and M. Gendreau. 2022. “A Two-Stage Stochastic Programming Model for Selective Maintenance Optimization.” Reliability Engineering & System Safety 223: 108480. https://doi.org/10.1016/j.ress.2022.108480.
  • Guo, L., Q. Xu, and N. Wang. 2016. “Selective Maintenance Model for Multi-State System Under Economic Dependence.” In 2016 Chinese Control and Decision Conference (CCDC), 4796–4803. Yinchuan: IEEE. https://doi.org/10.1109/CCDC.2016.7531851.
  • Gupta, N., I. Ali, and A. Bari. 2013. “Fuzzy Goal Programming Approach in Selective Maintenance Reliability Model.” Pakistan Journal of Statistics and Operation Research 321–331. https://doi.org/10.18187/pjsor.v9i3.654.
  • Gupta, N., I. Ali, and A. Bari. 2014. “Selective Maintenance & Redundancy Allocation Problem with Interval Coefficients.” ProbStat Forum 7: 98–104.
  • Haseen, S., N. Gupta, and A. Bari. 2015. “A Fuzzy Approach for a Multiobjective Selective Maintenance Problem.” International Journal of Operations Research 12 (3): 91–101. https://doi.org/10.21307/ijor-2015-009.
  • Hesabi, H., M. Nourelfath, and A. Hajji. 2022. “A Deep Learning Predictive Model for Selective Maintenance Optimization.” Reliability Engineering & System Safety 219: Article ID 108191. https://doi.org/10.1016/j.ress.2021.108191.
  • Hoai, M. T., and H. T. Luong. 2006. “Selective Maintenance Policy with Time-Window Constraint.” In Proceedings of the 7th Asia Pacific Industrial Engineering Management Systems Conference, 1124–1132. Bangkok: APIEMS.
  • Holland, J. H. 1975. “Adaptation in Natural and Artificial Systems, University of Michigan Press.” Ann Arbor, MI 1 (97): 5.
  • Hou, J., and Y. Qian. 2015. “Selective Maintenance Model Based on Different Mission Duration Time.” In 2015 IEEE International Conference on Mechatronics and Automation (ICMA), 2491–2495. Beijing: IEEE. https://doi.org/10.1109/ICMA.2015.7237878.
  • Hou, J., and Y. Qian. 2016. “Selective Maintenance Model for Modular System.” In 2016 IEEE International Conference on Mechatronics and Automation, 1845–1849. Harbin: IEEE. https://doi.org/10.1109/ICMA.2016.7558845.
  • Ikonen, T. J., H. Mostafaei, Y. Ye, D. E. Bernal, I. E. Grossmann, and I. Harjunkoski. 2020. “Large-Scale Selective Maintenance Optimization Using Bathtub-Shaped Failure Rates.” Computers & Chemical Engineering 139: Article ID 106876. https://doi.org/10.1016/j.compchemeng.2020.106876.
  • Iyoob, I. M., C. R. Cassady, and E. A. Pohl. 2006. “Establishing Maintenance Resource Levels Using Selective Maintenance.” The Engineering Economist 51 (2): 99–114. https://doi.org/10.1080/00137910600695627.
  • Ji, X., X. Zhang, Y. Zhang, X. Han, Z. Yin, and W. Wang. 2021. “Optimal State Risk Scheduling Based on Selective Maintenance Strategy.” Mathematical Problems in Engineering 2021: 1–15.
  • Jiang, T., and Y. Liu. 2020a. “Robust Selective Maintenance Strategy Under Imperfect Observations: A Multi-Objective Perspective.” IISE Transactions 52 (7): 751–768. https://doi.org/10.1080/24725854.2019.1649505.
  • Jiang, T., and Y. Liu. 2020b. “Selective Maintenance Strategy for Systems Executing Multiple Consecutive Missions with Uncertainty.” Reliability Engineering & System Safety 193: Article ID 106632. https://doi.org/10.1016/j.ress.2019.106632.
  • Jinxin, H., and Q. Yanling. 2017. “Selective Maintenance for Complex System with multilevel structure.” In 2017 9th International Conference on Measuring Technology and Mechatronics Automation (ICMTMA), 41–44. Changsha: IEEE. https://doi.org/10.1109/ICMTMA.2017.0018.
  • Kamal, M., S. Gupta, S. A. Jalil, and A. Ahmed. 2023. “Optimizing System Reliability Through Selective Maintenance Allocation: A Novel Multi-Objective Programming Approach Using Neutrosophic Fuzzy Concept.” Quality and Reliability Engineering International 39 (7): 2784–2806.
  • Kamal, M., U. M. Modibbo, A. AlArjani, and I. Ali. 2021. “Neutrosophic Fuzzy Goal Programming Approach in Selective Maintenance Allocation of System Reliability.” Complex & Intelligent Systems7 (2): 1045–1059. https://doi.org/10.1007/s40747-021-00269-1.
  • Kammoun, M. A., Z. Hajej, and N. Rezg. 2022. “A Multi-Level Selective Maintenance Strategy Combined to Data Mining Approach for Multi-Component System Subject to Propagated Failures.” Journal of Systems Science and Systems Engineering 31 (3): 313–337. https://doi.org/10.1007/s11518-022-5525-9.
  • Khatab, A., and E. Aghezzaf. 2016a. “Selective Maintenance Optimization for Series-parallel Systems with Continuously Monitored Stochastic Degrading Components Subject to Imperfect Maintenance.” IFAC-PapersOnLine 49 (28): 256–261. https://doi.org/10.1016/j.ifacol.2016.11.044.
  • Khatab, A., and E.-H. Aghezzaf. 2016b. “Selective Maintenance Optimization when Quality of Imperfect Maintenance Actions are Stochastic.” Reliability Engineering & System Safety 150: 182–189. https://doi.org/10.1016/j.ress.2016.01.026.
  • Khatab, A., E.-H. Aghezzaf, C. Diallo, and I. Djelloul. 2017. “Selective Maintenance Optimisation for Series-Parallel Systems Alternating Missions and Scheduled Breaks with Stochastic Durations.” International Journal of Production Research 55 (10): 3008–3024. https://doi.org/10.1080/00207543.2017.1290295.
  • Khatab, A., E.-H. Aghezzaf, C. Diallo, and U. Venkatadri. 2018. “Condition-Based Selective Maintenance for Multicomponent Systems Under Environmental and Energy Considerations.” In 2018 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), 212–216. Bangkok: IEEE. https://doi.org/10.1109/IEEM.2018.8607501.
  • Khatab, A., E.-H. Aghezzaf, I. Djelloul, and Z. Sari. 2016. “Selective Maintenance for Series-Parallel Systems when Durations of Missions and Planned Breaks are Stochastic.” IFAC-PapersOnLine 49 (12): 1222–1227. https://doi.org/10.1016/j.ifacol.2016.07.677.
  • Khatab, A., E.-H. Aghezzaf, I. Djelloul, and Z. Sari. 2017. “Selective Maintenance Optimization for Systems Operating Missions and Scheduled Breaks with Stochastic Durations.” Journal of Manufacturing Systems 43: 168–177. https://doi.org/10.1016/j.jmsy.2017.03.005.
  • Khatab, A., and D. Ait-Kadi. 2008. “Selective Maintenance Policy for Multi-Mission Multi-State Series-Parallel Systems.” In Proceedings of the 4th International Conference on Advances in Mechanical Engineering and Mechanics (ICAMEM), 1–6. Sousse: ICAMEM.
  • Khatab, A., D. Ait-Kadi, and A. Artiba. 2008a. “Optimization of Selective Maintenance for Multi-Missions Series-Parallel Systems.” In Proceedings 7e Conference Francophone de Modelisation et Simulation - MOSIM’08, 1–9. Paris: MOSIM.
  • Khatab, A., D. Ait-Kadi, and A. Artiba. 2008b. “Simulated Annealing Method for the Selective Maintenance Optimization of Multi-Mission Series-Parallel Systems.” In Proceedings of the Joint ESREL (European Safety and Reliability) and SRA-Europe (Society for Risk Analysis Europe) Conference, 641–647. Valencia: ESREL-SRA.
  • Khatab, A., D. Ait-Kadi, and M. Nourelfath. 2007. “Heuristic-Based Methods for Solving the Selective Maintenance Problem for Series-Parallel Systems.” In International Conference on Industrial Engineering and Systems Management, 333–334. Beijing: Tsinghua University Press.
  • Khatab, A., D. Ait-Kadi, and N. Rezg. 2012. “Kronecker Algebra for Series–Parallel Multi-state Systems Reliability Evaluation.” International Journal of Production Research 50 (13): 3572–3578. https://doi.org/10.1080/00207543.2012.670952.
  • Khatab, A., C. Diallo, E.-H. Aghezzaf, and U. Venkatadri. 2018. “Condition-Based Selective Maintenance for Stochastically Degrading Multi-Component Systems Under Periodic Inspection and Imperfect Maintenance.” Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability 232 (4): 447–463.
  • Khatab, A., C. Diallo, E.-H. Aghezzaf, and U. Venkatadri. 2019. “Joint Optimization of the Selective Maintenance and Repairperson Assignment Problem when Using New and Remanufactured Spare Parts.” IFAC-PapersOnLine 52 (13): 1063–1068. https://doi.org/10.1016/j.ifacol.2019.11.336.
  • Khatab, A., C. Diallo, E.-H. Aghezzaf, and U. Venkatadri. 2022. “Optimization of the Integrated Fleet-Level Imperfect Selective Maintenance and Repairpersons Assignment Problem.” Journal of Intelligent Manufacturing 33: 703–718 . https://doi.org/10.1007/s10845-020-01672-0.
  • Khatab, A., C. Diallo, U. Venkatadri, and E.-H. Aghezzaf. 2020. “Optimal Selective Maintenance for Systems Operating Under Random Environments.” In 2020 7th International Conference on Control, Decision and Information Technologies (CoDIT), 294–299. Prague: IEEEhttps://doi.org/10.1109/CoDIT49905.2020.9263942.
  • Khatab, A., C. Diallo, U. Venkatadri, Z. Liu, and E.-H. Aghezzaf. 2018. “Optimization of the Joint Selective Maintenance and Repairperson Assignment Problem Under Imperfect Maintenance.” Computers & Industrial Engineering 125: 413–422. https://doi.org/10.1016/j.cie.2018.09.012.
  • Lan, P., M. Lin, and W. Naichao. 2017. “A fleet-Level Selective Maintenance Model for Long-Distance Highway Transportation Considering Stochastic Repair Quality.” In 2017 2nd International Conference on System Reliability and Safety (ICSRS), 348–353. Milan: IEEE.https://doi.org/10.1109/ICSRS.2017.8272847.
  • Li, X., Y. Ran, G. Zhang, and Y. He. 2020. “A Failure Mode and Risk Assessment Method Based on Cloud Model.” Journal of Intelligent Manufacturing 31 (6): 1339–1352. https://doi.org/10.1007/s10845-019-01513-9.
  • Li, X., Y. Ran, G. Zhang, and H. Yu. 2021. “Selective Maintenance of Multi-State Series Systems Considering Maintenance Quality Uncertainty and Failure Effects.” Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering 235 (5): 1363–1374. https://doi.org/10.1177/0954408921996932.
  • Liu, Y., Y. Chen, and T. Jiang. 2018. “On Sequence Planning for Selective Maintenance of Multi-State Systems Under Stochastic Maintenance Durations.” European Journal of Operational Research 268 (1): 113–127. https://doi.org/10.1016/j.ejor.2017.12.036.
  • Liu, Y., Y. Chen, and T. Jiang. 2020. “Dynamic Selective Maintenance Optimization for Multi-State Systems Over a Finite Horizon: A Deep Reinforcement Learning Approach.” European Journal of Operational Research 283 (1): 166–181. https://doi.org/10.1016/j.ejor.2019.10.049.
  • Liu, Y., J. Gao, T. Jiang, and Z. Zeng. 2023. “Selective Maintenance and Inspection Optimization for Partially Observable Systems: An Interactively Sequential Decision Framework.” IISE Transactions 55 (5): 463–479. https://doi.org/10.1080/24725854.2022.2062627.
  • Liu, Y., and H.-Z. Huang. 2010. “Optimal Selective Maintenance Strategy for Multi-State Systems Under Imperfect Maintenance.” IEEE Transactions on Reliability 59 (2): 356–367. https://doi.org/10.1109/TR.2010.2046798.
  • Liu, Y., H.-Z. Huang, and M. J. Zuo. 2009. “Optimal Selective Maintenance for Multi-State Systems Under Imperfect Maintenance.” In 2009 Annual Reliability and Maintainability Symposium, 321–326. Fort Worth: IEEE. https://doi.org/10.1109/RAMS.2009.4914696.
  • Liu, Y., and T. Jiang. 2018. “Robust Selective Maintenance Strategy Under Imperfect Observations.” In 2018 Annual Reliability and Maintainability Symposium (RAMS), 1–6. Reno: IEEE. https://doi.org/10.1109/RAM.2018.8462992.
  • Liu, L., J. Yang, X. Kong, and Y. Xiao. 2022. “Multi-Mission Selective Maintenance and Repairpersons Assignment Problem with Stochastic Durations.” Reliability Engineering & System Safety 219: Article ID 108209. https://doi.org/10.1016/j.ress.2021.108209.
  • Lust, T., O. Roux, and F. Riane. 2009. “Exact and Heuristic Methods for the Selective Maintenance Problem.” European Journal of Operational Research 197 (3): 1166–1177. https://doi.org/10.1016/j.ejor.2008.03.047.
  • Lv, X.-Z., Y.-L. Yu, L. Zhang, Y.-F. Liu, and L.-Y. Chen. 2011. “Stochastic Program for Selective Maintenance Decision Considering Diagnostics Uncertainty of Built-in Test Equipment.” In 2011 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 584–589. Xi'an: IEEE. https://doi.org/10.1109/ICQR2MSE.2011.5976681.
  • Ma, W., Q. Zhang, T. Xiahou, Y. Liu, and X. Jia. 2023. “Integrated Selective Maintenance and Task Assignment Optimization for Multi-State Systems Executing Multiple Missions.” Reliability Engineering & System Safety 237: Article ID 109330. https://doi.org/10.1016/j.ress.2023.109330.
  • Maaroufi, G., A. Chelbi, and N. Rezg. 2012. “A Selective Maintenance Policy for Multi-Component Systems with Stochastic and Economic Dependence.” In 9th International Conference on Modeling, Optimization & Simulation, 1–7. Bordeaux: MOSIM.
  • Maaroufi, G., A. Chelbi, and N. Rezg. 2013a. “Optimal Selective Renewal Policy for Systems Subject to Propagated Failures with Global Effect and Failure Isolation Phenomena.” Reliability Engineering & System Safety 114: 61–70. https://doi.org/10.1016/j.ress.2012.12.019.
  • Maaroufi, G., A. Chelbi, and N. Rezg. 2013b. “A Selective Maintenance Policy for Multi-Component Systems Involving Replacement and Imperfect Preventive Maintenance Actions.” In Proceedings of 2013 International Conference on Industrial Engineering and Systems Management (IESM), 1–8. Agdal: IEEE.
  • Maillart, L. M., C. R. Cassady, C. Rainwater, and K. Schneider. 2009. “Selective Maintenance Decision-Making Over Extended Planning Horizons.” IEEE Transactions on Reliability 58 (3): 462–469. https://doi.org/10.1109/TR.2009.2026689.
  • Malik, M. A. K. 1979. “Reliable Preventive Maintenance Scheduling.” AIIE Transactions 11 (3): 221–228. https://doi.org/10.1080/05695557908974463.
  • Nemeth, T., F. Ansari, and W. Sihn. 2019. “A Maturity Assessment Procedure Model for Realizing Knowledge-Based Maintenance Strategies in Smart Manufacturing Enterprises.” Procedia Manufacturing 39: 645–654. https://doi.org/10.1016/j.promfg.2020.01.439.
  • Nguyen, V.-T., P. Do, A. Vosin, and B. Iung. 2022. “Artificial-Intelligence-Based Maintenance Decision-Making and Optimization for Multi-State Component Systems.” Reliability Engineering & System Safety 228: Article ID 108757. https://doi.org/10.1016/j.ress.2022.108757.
  • O'Neil, R., C. Diallo, and A. Khatab. 2022. “A Novel Predictive Selective Maintenance Strategy Using Deep Learning and Mathematical Programming.” IFAC-PapersOnLine 55 (10): 1207–1212. https://doi.org/10.1016/j.ifacol.2022.09.554.
  • O'Neil, R., C. Diallo, A. Khatab, and E.-H. Aghezzaf. 2023. “A Hybrid Column-Generation and Genetic Algorithm Approach for Solving Large-Scale Multimission Selective Maintenance Problems in Serial K-out-of-n: G Systems.” International Journal of Production Research 61 (9): 3071–3087. https://doi.org/10.1080/00207543.2022.2077670.
  • O'Neil, R., A. Khatab, C. Diallo, and U. Venkatadri. 2023. “Optimal Joint Maintenance and Orienteering Strategy for Complex Mission-Oriented Systems: A Case Study in Offshore Wind Energy.” Computers & Operations Research 149: Article ID 106020. https://doi.org/10.1016/j.cor.2022.106020.
  • Pandey, M., and M. J. Zuo. 2013. “Selective Preventive Maintenance Scheduling Under Imperfect Repair.” In 2013 Proceedings Annual Reliability and Maintainability Symposium (RAMS), 1–6. Orlando: IEEE. https://doi.org/10.1109/RAMS.2013.6517618.
  • Pandey, M., and M. J. Zuo. 2014. “Selective Maintenance Considering Two Types of Failure Modes.” International Journal of Strategic Engineering Asset Management 19 2 (1): 37–62.
  • Pandey, M., M. J. Zuo, and R. Moghaddass. 2012. “Selective Maintenance for Binary Systems Using Age-Based Imperfect Repair Model.” In 2012 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 385–389. Chengdu: IEEE. https://doi.org/10.1109/ICQR2MSE.2012.6246259.
  • Pandey, M., M. J. Zuo, and R. Moghaddass. 2013. “Selective Maintenance Modeling for a Multistate System with Multistate Components Under Imperfect Maintenance.” IIE Transactions 45 (11): 1221–1234. https://doi.org/10.1080/0740817X.2012.761371.
  • Pandey, M., M. J. Zuo, and R. Moghaddass. 2016. “Selective Maintenance Scheduling Over a Finite Planning Horizon.” Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability 230 (2): 162–177.
  • Pandey, M., M. J. Zuo, R. Moghaddass, and M. Tiwari. 2013. “Selective Maintenance for Binary Systems Under Imperfect Repair.” Reliability Engineering & System Safety 113: 42–51. https://doi.org/10.1016/j.ress.2012.12.009.
  • Rainwater, C., J. Honeycutt, C. R. Cassady, and S. Mason. 2004. “Solving Selective Maintenance Problems for Fleets of Systems.” In Proceedings of the IIE Annual Conference, 1–6. Norcross: IIE.
  • Rajagopalan, R., and R. Cassady. 2004. “Solving Selective Maintenance Problems.” In Proceedings of the IIE Annual Conference, 1–5. Norcross: IIE.
  • Rajagopalan, R., and R. Cassady. 2006. “An Improved Selective Maintenance Solution Approach.” Journal of Quality in Maintenance Engineering 12 (2): 172–185. https://doi.org/10.1108/13552510610667183.
  • Rice, W. F. 1999. “Optimal Selective Maintenance Decisions for Series Systems.” Ph.D. thesis, Mississippi State University. Department of Industrial Engineering.
  • Rice, W. F., C. Cassady, and J. Nachlas. 1998. “Optimal Maintenance Plans Under Limited Maintenance Time.” In Proceedings of the Seventh Industrial Engineering Research Conference, 1–3. Alberta.
  • Ruiz, C., E. A. Pohl, and H. Liao. 2020. “Selective Maintenance Modeling and Analysis of a Complex System with Dependent Failure Modes.” Quality Engineering 32 (3): 509–520. https://doi.org/10.1080/08982112.2020.1755983.
  • Schneider, K. R. 2006. “Comparison of Alternative Fleet-level Selective Maintenance Models.” Master's dissertation, University of Arkansas, ProQuest.
  • Schneider, K., and R. Cassady. 2004. “Fleet Performance Under Selective Maintenance.” In Annual Symposium Reliability and Maintainability, 2004-RAMS, 571–576. Los Angeles: IEEE. https://doi.org/10.1109/RAMS.2004.1285508.
  • Schneider, K., and C. R. Cassady. 2015. “Evaluation and Comparison of Alternative Fleet-level Selective Maintenance Models.” Reliability Engineering & System Safety 134: 178–187. https://doi.org/10.1016/j.ress.2014.10.017.
  • Shahraki, A. F., and O. P. Yadav. 2018. “Selective Maintenance Optimization for Multi-State Systems Operating in Dynamic Environments.” In 2018 Annual Reliability and Maintainability Symposium (RAMS), 1–6. Reno: IEEE. https://doi.org/10.1109/RAM.2018.8463028.
  • Shahraki, A. F., O. P. Yadav, and C. Vogiatzis. 2020. “Selective Maintenance Optimization for Multi-State Systems Considering Stochastically Dependent Components and Stochastic Imperfect Maintenance Actions.” Reliability Engineering & System Safety 196: Article ID 106738. https://doi.org/10.1016/j.ress.2019.106738.
  • Sharma, P., M. S. Kulkarni, and V. Yadav. 2017. “A Simulation Based Optimization Approach for Spare Parts Forecasting and Selective Maintenance.” Reliability Engineering & System Safety 168: 274–289. https://doi.org/10.1016/j.ress.2017.05.013.
  • Storn, Rainer, and Kenneth Price 1997. “Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces.” Journal of Global Optimization 11: 341–359. https://doi.org/10.1023/A:1008202821328.
  • Su, C., K. Huang, and Z. Wen. 2022. “Multi-Objective Imperfect Selective Maintenance Optimization for Series-Parallel Systems with Stochastic Mission Duration.” Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability 236 (6): 923–935. https://doi.org/10.1177/1748006X211066660.
  • Sun, Y., and Z. Sun. 2021. “Selective Maintenance on a Multi-State Transportation System Considering Maintenance Sequence Arrangement.” IEEE Access 9: 70048–70060. https://doi.org/10.1109/ACCESS.2021.3078140.
  • Sun, Y., Z. Sun, and J. Zhou. 2022. “Selective Maintenance on a Multi-State System Considering Maintenance Task Assignment and Operating Cost.” Systems Engineering 25 (2): 157–172. https://doi.org/10.1002/sys.v25.2.
  • Tambe, P. P. 2022. “Selective Maintenance Optimization of a Multi-component System Based on Simulated Annealing Algorithm.” Procedia Computer Science 200: 1412–1421. https://doi.org/10.1016/j.procs.2022.01.342.
  • Tambe, P. P.. 2023. “Optimization Based on Genetic Algorithm for Maintenance Decision of Multi-Unit System.” In 2023 3rd International Conference on Innovative Practices in Technology and Management (ICIPTM), 1–5. Uttar Pradesh: IEEE. https://doi.org/10.1109/ICIPTM57143.2023.10118331.
  • Tang, T., L. Jia, J. Hu, Y. Wang, and C. Ma. 2022. “Reliability Analysis and Selective Maintenance for Multistate Queueing System.” Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability 236 (1): 3–17.
  • Thibaut, L., and T. Jacques. 2006. “Multicriteria Maintenance Problem Resolved by Tabu Search.” IFAC Proceedings Volumes 39 (3): 481–486. https://doi.org/10.3182/20060517-3-FR-2903.00252.
  • Tian, G., L. Zhang, A. M. Fathollahi-Fard, Q. Kang, Z. Li, and K. Y. Wong. 2023, In Press. “Addressing a Collaborative Maintenance Planning Using Multiple Operators by a Multi-Objective Metaheuristic Algorithm.” IEEE Transactions on Automation Science and Engineering. https://doi.org/10.1109/TASE.2023.3269059.
  • Usuga-Cadavid, J. P., S. Lamouri, B. Grabot, and A. Fortin. 2022. “Using Deep Learning to Value Free-Form Text Data for Predictive Maintenance.” International Journal of Production Research 60 (14): 4548–4575. https://doi.org/10.1080/00207543.2021.1951868.
  • Wang, H. 2002. “A Survey of Maintenance Policies of Deteriorating Systems.” European Journal of Operational Research 139 (3): 469–489. https://doi.org/10.1016/S0377-2217(01)00197-7.
  • Wang, H.-P., F.-H. Duan, X.-L. Wang, and Y.-L. He. 2023. “Selective Maintenance of Multistate Systems Considering the Random Uncertainty of the System Mission Period and Mission Breaks.” Arabian Journal for Science and Engineering 48 (5): 7059–7075. https://doi.org/10.1007/s13369-022-07237-y.
  • Wang, Y., E. Elahi, and L. Xu. 2019. “Selective Maintenance Optimization Modelling for Multi-State Deterioration Systems Considering Imperfect Maintenance.” IEEE Access 7: 62759–62768. https://doi.org/10.1109/Access.6287639.
  • Wu, S., and I. T. Castro. 2020. “Maintenance Policy for a System with a Weighted Linear Combination of Degradation Processes.” European Journal of Operational Research 280 (1): 124–133. https://doi.org/10.1016/j.ejor.2019.06.048.
  • Xia, T., G. Si, G. Shi, K. Zhang, and L. Xi. 2022. “Optimal Selective Maintenance Scheduling for Series–Parallel Systems Based on Energy Efficiency Optimization.” Applied Energy 314: Article ID 118927. https://doi.org/10.1016/j.apenergy.2022.118927.
  • Xu, Q.-Z., L. Guo, H.-p. Shi, and N. Wang. 2016. “Selective Maintenance Problem for Series–Parallel System Under Economic Dependence.” Defence Technology 12 (5): 388–400. https://doi.org/10.1016/j.dt.2016.04.004.
  • Xu, Q., L. Guo, and N. Wang. 2016. “Selective Maintenance Model and its Solution Algorithm for Multi-State Series-Parallel System Under Economic Dependence.” In 2016 Chinese Control and Decision Conference (CCDC), 4781–4788. Yinchuan: IEEE. https://doi.org/10.1109/CCDC.2016.7531849.
  • Xu, Q., L. Guo, N. Wang, and R. Fei. 2015. “Recent Advances in Selective Maintenance From 1998 to 2014.” Journal of Donghua University: English Edition 32 (6): 986–994.
  • Xu, Y., D. Pi, Z. Wu, J. Chen, and E. Zio. 2021. “Hybrid Discrete Differential Evolution and Deep Q-Network for Multimission Selective Maintenance.” IEEE Transactions on Reliability 71 (4): 1501–1512. https://doi.org/10.1109/TR.2021.3111737.
  • Xu, E., M. Yang, Y. Li, X. Gao, Z. Wang, and L. Ren. 2021. “A Multi-Objective Selective Maintenance Optimization Method for Series-Parallel Systems Using NSGA-III and NSGA-II Evolutionary Algorithms.” Reliability Engineering & System Safety 144: 83–94.
  • Yahya, M., and M. Saka. 2014. “Construction Site Layout Planning Using Multi-Objective Artificial Bee Colony Algorithm with Levy Flights.” Automation in Construction 38: 14–29. https://doi.org/10.1016/j.autcon.2013.11.001.
  • Yang, Z., P. Baraldi, and E. Zio. 2021. “A Multi-Branch Deep Neural Network Model for Failure Prognostics Based on Multimodal Data.” Journal of Manufacturing Systems 59: 42–50. https://doi.org/10.1016/j.jmsy.2021.01.007.
  • Yang, D., H. Wang, Q. Feng, Y. Ren, B. Sun, and Z. Wang. 2018. “Fleet-Level Selective Maintenance Problem Under a Phased Mission Scheme with Short Breaks: A Heuristic Sequential Game Approach.” Computers & Industrial Engineering 119: 404–415. https://doi.org/10.1016/j.cie.2018.04.005.
  • Yin, M., Y. Liu, S. Liu, Y. Chen, and Y. Yan. 2023. “Scheduling Heterogeneous Repair Channels in Selective Maintenance of Multi-State Systems with Maintenance Duration Uncertainty.” Reliability Engineering & System Safety 231: Article ID 108977. https://doi.org/10.1016/j.ress.2022.108977.
  • Yu, P., and K. Schneider. 2003. “Selective Maintenance Strategies for Serial Production Lines.” In Proceedings of the IIE Annual Conference, 1–4. Norcross: IIE.
  • Zhang, G., C.-H. Chen, B. Liu, X. Li, and Z. Wang. 2023. “Hybrid Sensing-Based Approach for the Monitoring and Maintenance of Shared Manufacturing Resources.” International Journal of Production Research 61 (12): 3849–3867. https://doi.org/10.1080/00207543.2021.2013564.
  • Zhang, Q., Y. Liu, T. Xiahou, and H.-Z. Huang. 2023. “A Heuristic Maintenance Scheduling Framework for a Military Aircraft Fleet Under Limited Maintenance Capacities.” Reliability Engineering & System Safety 235: Article ID 109239. https://doi.org/10.1016/j.ress.2023.109239.
  • Zhang, L., L. Zhang, H. Shan, and H. Shan. 2019. “Selective Maintenance Planning Considering Team Capability Based on Fuzzy Integral and Dynamic Artificial Bee Colony Algorithm.” IEEE Access 7: 66553–66566. https://doi.org/10.1109/Access.6287639.
  • Zhang, L., L. Zhang, H. Shan, and H. Shan. 2020. “Selective Maintenance Process Optimization Based on An Improved Gravitational Search Algorithm, From the Perspective of Energy Consumption.” Engineering Optimization 52 (8): 1401–1420. https://doi.org/10.1080/0305215X.2019.1657111.
  • Zhao, J., J. Liu, Z. Zhao, M. Xin, and Y. Chen. 2019. “A High-Performance Maintenance Strategy for Stochastic Selective Maintenance.” Concurrency and Computation: Practice and Experience 31 (12): e4840. https://doi.org/10.1002/cpe.v31.12.
  • Zhao, Z., B. Xiao, N. Wang, X. Yan, and L. Ma. 2019. “Selective Maintenance Optimization for a Multi-State System with Degradation Interaction.” IEEE Access 7: 99191–99206. https://doi.org/10.1109/Access.6287639.
  • Zhao, Z., X. Yan, B. Xiao, and X. Sun. 2018. “Selective Maintenance Modeling for a multi-State system considering human reliability.” In 3rd International Conference on System Reliability and Safety (ICSRS), 346–352. Barcelona: IEEE. https://doi.org/10.1109/ICSRS.2018.8688871.
  • Zhou, H., S. Gao, F. Qi, X. Luo, and Q. Qian. 2020. “Selective Maintenance Policy for a Series-Parallel System Considering Maintenance Priority of Components.” IEEE Access 8: 23221–23231. https://doi.org/10.1109/Access.6287639.
  • Zhu, H., F. Liu, X. Shao, Q. Liu, and Y. Deng. 2011. “A Cost-Based Selective Maintenance Decision-Making Method for Machining Line.” Quality and Reliability Engineering International 27 (2): 191–201. https://doi.org/10.1002/qre.1111.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.