Reliability analysis for multi-component systems with degradation interaction and categorized shocks

Abstract In engineering applications, system degradation is influenced by continuous degradation and random shocks simultaneously. In this paper, we study the reliability of a multi-component system with interacting components that are subject to both continuous degradation process and categorized shocks. By interacting components, we refer to the case where the degradation behavior of a particular component can influence that of another component. This is in contrast to previous works in the literature that typically assume independence in the degradation interaction in multi-component systems. Moreover, categorized shocks are assumed to selectively affect one or more components by either causing a sudden jump in the degradation level or accelerating the degradation rate, or both. Under these assumptions, we derive the reliability of a series system in a recursive way and propose a simulation method to approximate the failure time of k-out-of-n systems. An example of the MEMS (Micro-electro mechanical systems) oscillator, which is a typical system with interacting components subject to continuous degradation and categorized random shocks, is studied in the end to demonstrate the results obtained in this paper.

[1]  David W. Coit,et al.  n Subpopulations experiencing stochastic degradation: reliability modeling, burn-in, and preventive replacement optimization , 2013 .

[2]  Jan M. van Noortwijk,et al.  A survey of the application of gamma processes in maintenance , 2009, Reliab. Eng. Syst. Saf..

[3]  Lanqing Hong,et al.  When is Acceleration Unnecessary in a Degradation Test , 2018 .

[4]  Zhi-Sheng Ye,et al.  Robust Degradation Analysis With Non-Gaussian Measurement Errors , 2017, IEEE Transactions on Instrumentation and Measurement.

[5]  Narayanaswamy Balakrishnan,et al.  Accelerated Degradation Analysis for the Quality of a System Based on the Gamma Process , 2015, IEEE Transactions on Reliability.

[6]  Yaonan Kong,et al.  Goodness-of-fit tests in the multi-state Markov model , 2017, Reliab. Eng. Syst. Saf..

[7]  D. P. Gaver,et al.  Observing Stochastic Processes, and Approximate Transform Inversion , 1966, Oper. Res..

[8]  Nagi Gebraeel,et al.  Stochastic modeling and real-time prognostics for multi-component systems with degradation rate interactions , 2014 .

[9]  David W. Coit,et al.  Reliability for systems of degrading components with distinct component shock sets , 2014, Reliab. Eng. Syst. Saf..

[10]  Zhe George Zhang,et al.  Optimal replacement policy for a deteriorating system with increasing repair times , 2013 .

[11]  Inmaculada Torres Castro,et al.  A condition-based maintenance of a dependent degradation-threshold-shock model in a system with multiple degradation processes , 2015, Reliab. Eng. Syst. Saf..

[12]  Harald Stehfest,et al.  Remark on algorithm 368: Numerical inversion of Laplace transforms , 1970, CACM.

[13]  Narayanaswamy Balakrishnan,et al.  Optimal Step-Stress Accelerated Degradation Test Plan for Gamma Degradation Processes , 2009, IEEE Transactions on Reliability.

[14]  Yaping Wang,et al.  Modeling the Dependent Competing Risks With Multiple Degradation Processes and Random Shock Using Time-Varying Copulas , 2012, IEEE Transactions on Reliability.

[15]  Lirong Cui,et al.  A multiple warm standby δ-shock system with a repairman having multiple vacations , 2017, Commun. Stat. Simul. Comput..

[16]  M. Abdel-Hameed A Gamma Wear Process , 1975, IEEE Transactions on Reliability.

[17]  Xiaoxin Guo,et al.  Analyzing the research subjects and hot topics of power system reliability through the Web of Science from 1991 to 2015 , 2018 .

[18]  Mitra Fouladirad,et al.  Remaining useful lifetime estimation and noisy gamma deterioration process , 2016, Reliab. Eng. Syst. Saf..

[19]  David W. Coit,et al.  Reliability analysis and condition-based maintenance of systems with dependent degrading components based on thermodynamic physics-of-failure , 2015, The International Journal of Advanced Manufacturing Technology.

[20]  Qianmei Feng,et al.  Reliability analysis of multiple-component series systems subject to hard and soft failures with dependent shock effects , 2016 .

[21]  M. Abareshi,et al.  A simple iterative method for water distribution network analysis , 2017 .

[22]  Sharareh Taghipour,et al.  Optimal maintenance policy for multicomponent systems with periodic and opportunistic inspections and preventive replacements , 2016 .

[23]  Wan-Thai Hsu,et al.  Recent Progress in Silicon MEMS Oscillators , 2008 .

[24]  Min Xie,et al.  A value-based preventive maintenance policy for multi-component system with continuously degrading components , 2014, Reliab. Eng. Syst. Saf..

[25]  Lirong Cui,et al.  Degradation Models With Wiener Diffusion Processes Under Calibrations , 2016, IEEE Transactions on Reliability.

[26]  David W. Coit,et al.  Reliability and condition-based maintenance for multi-stent systems with stochastic-dependent competing risk processes , 2015, The International Journal of Advanced Manufacturing Technology.

[27]  Jun Yang,et al.  Performance reliability evaluation for mobile ad hoc networks , 2018, Reliab. Eng. Syst. Saf..

[28]  Rafael Pérez-Ocón,et al.  A reliability system under cumulative shocks governed by a BMAP , 2015 .

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

[30]  Shijia Du,et al.  Some reliability indexes and sojourn time distributions for a repairable degradation model , 2016 .

[31]  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.

[32]  Qianmei Feng,et al.  Reliability modeling for dependent competing failure processes with changing degradation rate , 2014 .

[33]  David W. Coit,et al.  Reliability and maintenance modeling for systems subject to multiple dependent competing failure processes , 2010 .

[34]  Loon Ching Tang,et al.  Semiparametric Estimation of Gamma Processes for Deteriorating Products , 2014, Technometrics.

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

[36]  L. C. Thomas,et al.  A survey of maintenance and replacement models for maintainability and reliability of multi-item systems , 1986 .

[37]  Heping Li,et al.  A condition-based maintenance policy for multi-component systems with Lévy copulas dependence , 2016, Reliab. Eng. Syst. Saf..

[38]  Ruud H. Teunter,et al.  Condition-based maintenance policies for systems with multiple dependent components: A review , 2017, Eur. J. Oper. Res..

[39]  Jingyuan Shen,et al.  Reliability for discrete state systems with cyclic missions periods , 2016 .

[40]  Yincai Tang,et al.  Objective Bayesian analysis accelerated degradation test based on Wiener process models , 2016 .