Optimal Selective Maintenance Strategy for Multi-State Systems Under Imperfect Maintenance

Many systems are required to perform a series of missions with finite breaks between any two consecutive missions. In such a case, one of the most widely used maintenance policies is a selective maintenance in which a subset of feasible maintenance actions is chosen to be performed with the aim at achieving the subsequent mission success under limited maintenance resources. Traditional selective maintenance optimization reported in the literature only focuses on binary state systems. Most systems in industrial applications, however, have more than two states in the deterioration process. In this work, a selective maintenance policy for multi-state systems (MSS) consisting of binary state elements is investigated. Taking the imperfect maintenance quality into consideration, the Kijima model is reviewed, and a cost-maintenance quality relationship which considers the age reduction factor as a function in terms of maintenance cost is established. Moreover, with the assistance of the universal generating function (UGF) method, the probability of the repaired MSS successfully completing the subsequent mission is formulated. In place of enumerative methods, a genetic algorithm (GA) is employed to solve the complicated optimization problem where both multi-state systems, and imperfect maintenance models are taken into account. The effectiveness of the proposed method is demonstrated via a case study of a power station coal transportation system. Finally, a comparative analysis between the strategies with and without considering imperfect maintenance is conducted, and it is concluded that incorporating imperfect maintenance quality into selective maintenance achieves better outcomes.

[1]  Gregory Levitin,et al.  The Universal Generating Function in Reliability Analysis and Optimization , 2005 .

[2]  Abdelhakim Khatab,et al.  Extended great deluge algorithm for the imperfect preventive maintenance optimization of multi-state systems , 2008, Reliab. Eng. Syst. Saf..

[3]  M.Q.-H. Meng,et al.  Selective maintenance optimization for multi-state systems , 1999, Engineering Solutions for the Next Millennium. 1999 IEEE Canadian Conference on Electrical and Computer Engineering (Cat. No.99TH8411).

[4]  Henry W. Block,et al.  A general age replacement model with minimal repair , 1988, Naval Research Logistics (NRL).

[5]  Lin Ye Geometric processes and replacement problem , 1988 .

[6]  Young Ho Chun,et al.  An Algorithm for Preventive Maintenance Policy , 1986, IEEE Transactions on Reliability.

[7]  Sang-chin Yang,et al.  On the application of quasi-renewal theory in optimization of imperfect maintenance policies , 2005, Annual Reliability and Maintainability Symposium, 2005. Proceedings..

[8]  Gregory Levitin,et al.  Optimization of imperfect preventive maintenance for multi-state systems , 2000, Reliab. Eng. Syst. Saf..

[9]  Kartikeya S. Puranam,et al.  A note on the optimal replacement problem , 2006 .

[10]  Daoud Aït-Kadi,et al.  Optimization of series-parallel multi-state systems under maintenance policies , 2007, Reliab. Eng. Syst. Saf..

[11]  C. Richard Cassady,et al.  Selective maintenance modeling for industrial systems , 2001 .

[12]  Ming J. Zuo,et al.  Optimal replacement policy for a multistate repairable system , 2002, J. Oper. Res. Soc..

[13]  L. Yeh A note on the optimal replacement problem , 1988, Advances in Applied Probability.

[14]  C. Richard Cassady,et al.  Establishing Maintenance Resource Levels Using Selective Maintenance , 2006 .

[15]  Masaaki Kijima,et al.  Periodical replacement problem without assuming minimal repair , 1988 .

[16]  Ming J. Zuo,et al.  A bivariate optimal replacement policy for a multistate repairable system , 2007, Reliab. Eng. Syst. Saf..

[17]  Toshio Nakagawa,et al.  Optimum Policies When Preventive Maintenance is Imperfect , 1979, IEEE Transactions on Reliability.

[18]  Gregory Levitin Genetic algorithms in reliability engineering , 2006, Reliab. Eng. Syst. Saf..

[19]  C. Richard Cassady,et al.  An improved selective maintenance solution approach , 2006 .

[20]  C. R. Cassady,et al.  Fleet performance under selective maintenance , 2004, Annual Symposium Reliability and Maintainability, 2004 - RAMS.

[21]  Ming Jian Zuo,et al.  Modelling and optimizing sequential imperfect preventive maintenance , 2009, Reliab. Eng. Syst. Saf..

[22]  Ming J. Zuo,et al.  General sequential imperfect preventive maintenance models , 2000 .

[23]  C. Richard Cassady,et al.  Selective maintenance for support equipment involving multiple maintenance actions , 2001, Eur. J. Oper. Res..

[24]  Thibaut Lust,et al.  Exact and heuristic methods for the selective maintenance problem , 2009, Eur. J. Oper. Res..

[25]  Mazhar Ali Khan Malik,et al.  Reliable Preventive Maintenance Scheduling , 1979 .

[26]  Hongzhou Wang,et al.  A survey of maintenance policies of deteriorating systems , 2002, Eur. J. Oper. Res..

[27]  Gregory Levitin,et al.  Multi-State System Reliability - Assessment, Optimization and Applications , 2003, Series on Quality, Reliability and Engineering Statistics.

[28]  Toshio Nakagawa,et al.  Imperfect Preventive-Maintenance , 1979, IEEE Transactions on Reliability.

[29]  Yuan Lin Zhang,et al.  An optimal replacement policy for a two-component series system assuming geometric process repair , 2007, Comput. Math. Appl..

[30]  M. Kijima SOME RESULTS FOR REPAIRABLE SYSTEMS WITH GENERAL REPAIR , 1989 .

[31]  Chase Rainwater,et al.  Selective Maintenance Decision-Making Over Extended Planning Horizons , 2009, IEEE Transactions on Reliability.

[32]  Andrew K. S. Jardine,et al.  Optimal Replacement Policy for a General Model with Imperfect Repair , 1992 .

[33]  Yaping Wang,et al.  A Multi-Objective Optimization of Imperfect Preventive Maintenance Policy for Dependent Competing Risk Systems With Hidden Failure , 2011, IEEE Transactions on Reliability.

[34]  Gregory Levitin,et al.  Joint redundancy and maintenance optimization for multistate series–parallel systems , 1999 .

[35]  Henry W. Block,et al.  Age-dependent minimal repair , 1985, Journal of Applied Probability.