Reliability modeling for dependent competing failure processes with mutually dependent degradation process and shock process

Many systems experience dependent competing failure processes resulting from simultaneous exposure to degradation processes and random shocks. Moreover, the degradation process and shock process may be mutually dependent. On the one hand, shocks can cause sudden degradation increments, which accelerate degradation process. On the other hand, the occurrence intensity of shock process will increase with the accumulation of degradation. Due to the mutual dependence between degradation and random shocks, the arrival shocks can cause abrupt degradation and then facilitate the occurrence of random shocks recursively. Therefore, the intensity is dependent on the number of arrival shocks, and the shock process cannot be described by the Poisson process used in previous studies. In this paper, a Facilitation model, which is a special type of Markov point process, is introduced to model the shock process. Furthermore, based on the Facilitation model, a novel analytical reliability model with the mutual dependence is developed. A case of a jet pipe servo valve is presented to demonstrate the developed model. The result showed that the reliability declines significantly when considering the mutual dependence.

[1]  Ramalingam Shanmugam,et al.  The Stress-Strength Model and Its Generalizations: Theory and Applications , 2004, Technometrics.

[2]  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.

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

[4]  David W. Coit,et al.  Reliability assessment of competing risks with generalized mixed shock models , 2017, Reliab. Eng. Syst. Saf..

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

[6]  Min Xie,et al.  An imperfect maintenance policy for mission-oriented systems subject to degradation and external shocks , 2016, Comput. Ind. Eng..

[7]  Sophie Mercier,et al.  A Random Shock Model with Mixed Effect, Including Competing Soft and Sudden Failures, and Dependence , 2014 .

[8]  Enrico Zio,et al.  Integrating Random Shocks Into Multi-State Physics Models of Degradation Processes for Component Reliability Assessment , 2015, IEEE Transactions on Reliability.

[9]  Shengkui Zeng,et al.  Reliability Analysis of Load-Sharing Systems Subject to Dependent Degradation Processes and Random Shocks , 2017, IEEE Access.

[10]  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..

[11]  Xun Chen,et al.  Physics-of-failure models of erosion wear in electrohydraulic servovalve, and erosion wear life prediction method , 2013 .

[12]  Maurizio Guida,et al.  A competing risk model for the reliability of cylinder liners in marine Diesel engines , 2009, Reliab. Eng. Syst. Saf..

[13]  Gregory Levitin,et al.  Bivariate preventive maintenance of systems with lifetimes dependent on a random shock process , 2018, Eur. J. Oper. Res..

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

[15]  Way Kuo,et al.  Reliability modeling and preventive maintenance of load-sharing systemswith degrading components , 2016 .

[16]  Honggang Wang,et al.  Combinatorial analysis of body sensor networks subject to probabilistic competing failures , 2015, Reliab. Eng. Syst. Saf..

[17]  Juan Eloy Ruiz-Castro Markov counting and reward processes for analysing the performance of a complex system subject to random inspections , 2016, Reliab. Eng. Syst. Saf..

[18]  Yao Wang,et al.  Time-Dependent Reliability-Based Design Optimization Utilizing Nonintrusive Polynomial Chaos , 2013, J. Appl. Math..

[19]  Hong-Zhong Huang,et al.  An Approach to Reliability Assessment Under Degradation and Shock Process , 2011, IEEE Transactions on Reliability.

[20]  Gregory Levitin,et al.  Reliability analysis of multi-trigger binary systems subject to competing failures , 2013, Reliab. Eng. Syst. Saf..

[21]  S. Raadnui,et al.  Low-cost condition monitoring sensor for used oil analysis , 2005 .

[22]  Yuan Li,et al.  Research to the Wear and Geometric Error Relations of Electro hydraulic Servo Valve , 2011 .

[23]  Gregory Levitin,et al.  Combinatorial analysis of systems with competing failures subject to failure isolation and propagation effects , 2010, Reliab. Eng. Syst. Saf..

[24]  Loon Ching Tang,et al.  A Distribution-Based Systems Reliability Model Under Extreme Shocks and Natural Degradation , 2011, IEEE Transactions on Reliability.

[25]  Xiaojun Zhou,et al.  A preventive maintenance model for leased equipment subject to internal degradation and external shock damage , 2016, Reliab. Eng. Syst. Saf..

[26]  Hubertus Murrenhoff,et al.  Modelling and dynamics of a servo-valve controlled hydraulic motor by bondgraph , 2011 .

[27]  Yan Shan Wang,et al.  A Compact on-Line Particle Counter Sensor for Hydraulic Oil Contamination Detection , 2011 .

[28]  Yu Zhao,et al.  Reliability modeling for mutually dependent competing failure processes due to degradation and random shocks , 2017 .

[29]  David W. Coit,et al.  Reliability Analysis for Multi-Component Systems Subject to Multiple Dependent Competing Failure Processes , 2014, IEEE Transactions on Reliability.

[30]  Enrico Zio,et al.  Modeling dependent competing failure processes with degradation-shock dependence , 2017, Reliab. Eng. Syst. Saf..

[31]  Richard A. Levine,et al.  Multicomponent lifetime distributions in the presence of ageing , 2000 .

[32]  Fermín Mallor Giménez,et al.  Classification of shock models in system reliability , 2003 .

[33]  Yu Zhao,et al.  Hybrid preventive maintenance of competing failures under random environment , 2018, Reliab. Eng. Syst. Saf..

[34]  Weiwen Peng,et al.  Reliability analysis of direct drive electrohydraulic servo valves based on a wear degradation process and individual differences , 2014 .

[35]  Enrico Zio,et al.  Reliability assessment of systems subject to dependent degradation processes and random shocks , 2016 .

[36]  Hoang Pham,et al.  Reliability modeling of multi-state degraded systems with multi-competing failures and random shocks , 2005, IEEE Trans. Reliab..

[37]  Qianmei Feng,et al.  Modeling zoned shock effects on stochastic degradation in dependent failure processes , 2015 .

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

[39]  M. Pecht,et al.  Physics-of-failure: an approach to reliable product development , 1995, IEEE 1995 International Integrated Reliability Workshop. Final Report.