Optimal Maintenance Modeling for Systems with Multiple Non-Identical Units Using Extended DSSP Method
- 1 Division of Industrial and System Engineering, Taiyuan University of Science & Technology, Taiyuan, China
- 2 Division of Industrial and System Engineering, Taiyuan University of Science & Technology, Taiyuan, China
- 3 School of Economics & Management, Taiyuan University of Science & Technology, Taiyuan, China
- 4 School of Computer Science and Control Engineering, North University of China, Taiyuan, China
Abstract
In the optimal maintenance modeling, all possible maintenance activities and their corresponding probabilities play a key role in modeling. For a system with multiple non-identical units, its maintenance requirements are very complicated, and it is time-consuming, even omission may occur when enumerating them with various combinations of units and even with different maintenance actions for them. Deterioration state space partition (DSSP) method is an efficient approach to analyze all possible maintenance requirements at each maintenance decision point and deduce their corresponding probabilities for maintenance modeling of multi-unit systems. In this paper, an extended DSSP method is developed for systems with multiple non-identical units considering opportunistic, preventive and corrective maintenance activities for each unit. In this method, different maintenance types are distinguished in each maintenance requirement. A new representation of the possible maintenance requirements and their corresponding probabilities is derived according to the partition results based on the joint probability density function of the maintained system deterioration state. Furthermore, focusing on a two-unit system with a non-periodical inspected condition-based opportunistic preventive-maintenance strategy; a long-term average cost model is established using the proposed method to determine its optimal maintenance parameters jointly, in which “hard failure” and non-negligible maintenance time are considered. Numerical experiments indicate that the extended DSSP method is valid for opportunistic maintenance modeling of multi-unit systems.
- Moghaddam, K.S. and Usher, J.S. (2011) Preventive Maintenance and Replacement Scheduling for Repairable and Maintainable Systems Using Dynamic Programming. Computers & Industrial Engineering, 60, 654-665. http://dx.doi.org/10.1016/j.cie.2010.12.021
- Nowakowski, T. and Werbińka, S. (2009) On Problems of Multi-Component System Maintenance Modelling. International Journal of Automation and Computing, 6, 364-378. http://dx.doi.org/10.1007/s11633-009-0364-4
- Cho, D.I. and Parlar, M. (1991) A Survey of Maintenance Models for Multi-Unit Systems. European Journal of Operational Research, 51, 1-23. http://dx.doi.org/10.1016/0377-2217(91)90141-H
- Wang, H. (2002) A Survey of Maintenance Policies of Deteriorating Systems. European Journal of Operational Research, 139, 469-489. http://dx.doi.org/10.1016/S0377-2217(01)00197-7
- Dekker, R., Wildeman R. and Duyn Schouten, F. (1997) A Review of Multi-Component Maintenance Models with Economic Dependence. Mathematical Methods of Operations Research, 45, 411-435. http://dx.doi.org/10.1007/BF01194788
- Nicolai, R. and Dekker, R. (2008) Optimal Maintenance of Multi-Component Systems: A Review, in Complex System Maintenance Handbook. Springer, London. http://dx.doi.org/10.1007/978-1-84800-011-7_11
- Van der Duyn Schouten, F.A. and Vanneste, S.G. (1990) Analysis and Computation of (n, N)-Strategies for Maintenance of a Two-Component System. European Journal of Operational Research, 48, 260-274. http://dx.doi.org/10.1016/0377-2217(90)90379-P
- Zheng, X. and Fard, N. (1992) Hazard-Rate Tolerance Method for an Opportunistic-Replacement Policy. IEEE Transactions on Reliability, 41, 13-20. http://dx.doi.org/10.1109/24.126664
- Castanier, B., Grall, A. and Bérenguer, C. (2005) A Condition-Based Maintenance Policy with Non-Periodic Inspections for a Two-Unit Series System. Reliability Engineering & System Safety, 87, 109-120. http://dx.doi.org/10.1016/j.ress.2004.04.013
- Nguyen, K.-A., Do, P. and Grall, A. (2014) Condition-Based Maintenance for Multi-Component Systems Using Importance Measure and Predictive Information. International Journal of Systems Science, 1, 228-245. http://dx.doi.org/10.1080/23302674.2014.983582
- Koochaki, J., Bokhorst, J.A., Wortmann, H. and Klingenberg, W. (2012) Condition Based Maintenance in the Context of Opportunistic Maintenance. International Journal of Production Research, 50, 6918-6929. http://dx.doi.org/10.1080/00207543.2011.636924