(n, N) type maintenance policy for multi-component systems with failure interactions

This paper studies maintenance policies for multi-component systems in which failure interactions and opportunistic maintenance (OM) involve. This maintenance problem can be formulated as a Markov decision process (MDP). However, since an action set and state space in MDP exponentially expand as the number of components increase, traditional approaches are computationally intractable. To deal with curse of dimensionality, we decompose such a multi-component system into mutually influential single-component systems. Each single-component system is formulated as an MDP with the objective of minimising its long-run average maintenance cost. Under some reasonable assumptions, we prove the existence of the optimal (n, N) type policy for a single-component system. An algorithm to obtain the optimal (n, N) type policy is also proposed. Based on the proposed algorithm, we develop an iterative approximation algorithm to obtain an acceptable maintenance policy for a multi-component system. Numerical examples find that failure interactions and OM pose significant effects on a maintenance policy.

[1]  He Xu,et al.  Steady availability optimisation of repairable system with preventive maintenance policy , 2013, CCDC 2013.

[2]  Wuyi Yue,et al.  Optimal replacement of a system according toa semi-Markov decision process in a semi-Markov environment , 2003, Optim. Methods Softw..

[3]  Djamil Aïssani,et al.  Preventive maintenance scheduling for a multi-component system with non-negligible replacement time , 2010, Int. J. Syst. Sci..

[4]  Zhigang Tian,et al.  Condition based maintenance optimization for multi-component systems using proportional hazards model , 2011, Reliab. Eng. Syst. Saf..

[5]  Zhuoqi Zhang,et al.  Modified iterative aggregation procedure for maintenance optimisation of multi-component systems with failure interaction , 2014, Int. J. Syst. Sci..

[6]  Rommert Dekker,et al.  A review of multi-component maintenance models with economic dependence , 1997, Math. Methods Oper. Res..

[7]  Tao Chen,et al.  Optimal replacement policy for safety-related multi-component multi-state systems , 2012, Reliab. Eng. Syst. Saf..

[8]  Yang Liu,et al.  Predictive Modeling for Intelligent Maintenance in Complex Semiconductor Manufacturing Processes. , 2008 .

[9]  Vladimir M. Popovic,et al.  Optimisation of maintenance concept choice using risk-decision factor – a case study , 2012, Int. J. Syst. Sci..

[10]  Rommert Dekker,et al.  Optimal maintenance of multi-component systems: a review , 2008 .

[11]  D. N. P. Murthy,et al.  Study of a multi-component system with failure interaction , 1985 .

[12]  Yuan Lin Zhang,et al.  A geometric process repair model for a two-component system with shock damage interaction , 2009, Int. J. Syst. Sci..

[13]  Diederik J.D. Wijnmalen,et al.  Coordinated condition-based repair strategies for components of a multi-component maintenance system with discounts , 1997 .

[14]  Lisa M. Maillart,et al.  Structured replacement policies for a Markov-modulated shock model , 2009, Oper. Res. Lett..

[15]  A. Federgruen,et al.  Coordinated Replenishments in a Multi-Item Inventory System with Compound Poisson Demands , 1984 .

[16]  Hamid Reza Golmakani,et al.  Periodic inspection optimization model for a multi-component repairable system with failure interaction , 2012 .

[17]  Shey-Huei Sheu,et al.  Extended optimal replacement policy for a two-unit system with failure rate interaction and external shocks , 2013, Int. J. Syst. Sci..

[18]  Z. A. Lomnicki,et al.  Mathematical Theory of Reliability , 1966 .

[19]  Seungchul Lee,et al.  Online Degradation Assessment and Adaptive Fault Detection Using Modified Hidden Markov Model , 2010 .

[20]  Hamid Reza Golmakani,et al.  Periodic inspection optimization model for a two-component repairable system with failure interaction , 2012, Comput. Ind. Eng..

[21]  Hamid Reza Golmakani,et al.  Optimal non-periodic inspection scheme for a multi-component repairable system using A∗ search algorithm , 2012, Comput. Ind. Eng..

[22]  Mahmut Parlar,et al.  A survey of maintenance models for multi-unit systems , 1991 .

[23]  Jeffrey P. Kharoufeh,et al.  Monotone optimal replacement policies for a Markovian deteriorating system in a controllable environment , 2010, Oper. Res. Lett..