A multi-level maintenance policy for a multi-component and multifailure mode system with two independent failure modes

This paper studies the maintenance modelling of a multi-component system with two independent failure modes with imperfect prediction signal in the context of a system of systems. Each individual system consists of multiple series components and the failure modes of all the components are divided into two classes due to their consequences: hard failure and soft failure, where the former causes system failure while the later results in inferior performance (production reduction) of system. Besides, the system is monitored and can be alerted by imperfect prediction signal before hard failure. Based on an illustration example of offshore wind farm, in this paper three maintenance strategies are considered: periodic routine, reactive and opportunistic maintenance. The periodic routine maintenance is scheduled at fixed period for each individual system in the perspective of system of systems. Between two successive routine maintenances, the reactive maintenance is instructed by the imperfect prediction signal according to two criterion proposed in this study for the system components. Due to the high setup cost and practical restraints of implementing maintenance activities, both routine and reactive maintenance can create the opportunities of maintenance for the other components of an individual system. The life cycle of the system and the cost of the proposed maintenance policies are analytically derived. Restrained by the complexity from both the system failure modelling and maintenance strategies, the performances and application scope of the proposed maintenance model are evaluated by numerical simulations.

[1]  Jay Lee,et al.  A prognostic algorithm for machine performance assessment and its application , 2004 .

[2]  Ming J. Zuo,et al.  Sequential imperfect preventive maintenance models with two categories of failure modes , 2001 .

[3]  Peter Tavner,et al.  Reliability of wind turbine subassemblies , 2009 .

[4]  Tomasz Nowakowski,et al.  On problems of multicomponent system maintenance modelling , 2009, Int. J. Autom. Comput..

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

[6]  Wenxing Zhou,et al.  Optimal condition-based maintenance decisions for systems with dependent stochastic degradation of components , 2014, Reliab. Eng. Syst. Saf..

[7]  Wenbin Wang,et al.  A multi-component and multi-failure mode inspection model based on the delay time concept , 2010, Reliab. Eng. Syst. Saf..

[8]  Caichao Zhu,et al.  Reliability Analysis of Wind Turbines , 2018, Stability Control and Reliable Performance of Wind Turbines.

[9]  Phuc Do,et al.  Maintenance grouping strategy for multi-component systems with dynamic contexts , 2014, Reliab. Eng. Syst. Saf..

[10]  Yuo-Tern Tsai,et al.  A study of availability-centered preventive maintenance for multi-component systems , 2004, Reliab. Eng. Syst. Saf..

[11]  Lin Ma,et al.  Prognostic modelling options for remaining useful life estimation by industry , 2011 .

[12]  Yuan Lin Zhang,et al.  An extended replacement policy for a deteriorating system with multi-failure modes , 2011, Appl. Math. Comput..

[13]  Binfeng Li,et al.  (n, N) type maintenance policy for multi-component systems with failure interactions , 2015, Int. J. Syst. Sci..

[14]  Dragan Banjevic,et al.  Optimal inspection of a complex system subject to periodic and opportunistic inspections and preventive replacements , 2012, Eur. J. Oper. Res..

[15]  Elliott N. Weiss,et al.  GUIDELINES FOR IMPLEMENTING PREDICTIVE MAINTENANCE , 2009 .

[16]  Christophe Bérenguer,et al.  Periodic imperfect preventive maintenance with two categories of competing failure modes , 2006, Reliab. Eng. Syst. Saf..

[17]  Michael Patriksson,et al.  Preventive maintenance scheduling of multi-component systems with interval costs , 2014, Comput. Ind. Eng..

[18]  Qingyu Yang,et al.  Optimal maintenance planning for repairable multi-component systems subject to dependent competing risks , 2015 .

[19]  Xiaojun Zhou,et al.  Preventive maintenance modeling for multi-component systems with considering stochastic failures and disassembly sequence , 2015, Reliab. Eng. Syst. Saf..

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

[21]  Kamran S. Moghaddam,et al.  A new multi-objective optimization model for preventive maintenance and replacement scheduling of multi-component systems , 2011 .

[22]  Sankalita Saha,et al.  Metrics for Offline Evaluation of Prognostic Performance , 2021, International Journal of Prognostics and Health Management.

[23]  Jingshan Li,et al.  Quality analysis in flexible manufacturing systems with batch productions , 2010, 2008 IEEE International Conference on Automation Science and Engineering.

[24]  Athena Zitrou,et al.  The signal model: A model for competing risks of opportunistic maintenance , 2011, Eur. J. Oper. Res..

[25]  Mitra Fouladirad,et al.  A methodology for probabilistic model-based prognosis , 2013, Eur. J. Oper. Res..

[26]  Qing-Shan Jia A Structural Property of Optimal Policies for Multi-Component Maintenance Problems , 2010, IEEE Transactions on Automation Science and Engineering.

[27]  Liliane Pintelon,et al.  A dynamic predictive maintenance policy for complex multi-component systems , 2013, Reliab. Eng. Syst. Saf..

[28]  Daming Lin,et al.  A review on machinery diagnostics and prognostics implementing condition-based maintenance , 2006 .

[29]  Christophe Bérenguer,et al.  Optimal inspection policies with predictive and preventive maintenance , 2005 .

[30]  Dragan Banjevic,et al.  Optimum inspection interval for a system under periodic and opportunistic inspections , 2012 .

[31]  Jay Lee,et al.  Feature signature prediction of a boring process using neural network modeling with confidence bounds , 2006 .

[32]  Antoine Grall,et al.  A condition-based maintenance policy with non-periodic inspections for a two-unit series system , 2005, Reliab. Eng. Syst. Saf..

[33]  Hao Peng,et al.  A condition-based maintenance policy for multi-component systems with a high maintenance setup cost , 2015, OR Spectr..

[34]  Zhigang Tian,et al.  Opportunistic maintenance for wind farms considering multi-level imperfect maintenance thresholds , 2012 .

[35]  J. Ribrant,et al.  Survey of Failures in Wind Power Systems With Focus on Swedish Wind Power Plants During 1997–2005 , 2007, IEEE Transactions on Energy Conversion.

[36]  Alaa Chateauneuf,et al.  Opportunistic policy for optimal preventive maintenance of a multi-component system in continuous operating units , 2009, Comput. Chem. Eng..

[37]  Inmaculada Torres Castro A model of imperfect preventive maintenance with dependent failure modes , 2009, Eur. J. Oper. Res..