Reliability analysis for dependent competing failure processes with two-stage degradation and external shocks

Yukun Wang, Guanqi Fang, Rong Pan

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This article proposes a reliability model for systems subject to dependent degradation and external shocks. The dependence between degradation and external shocks is considered as follows. When the system is working but the degradation level reaches a critical threshold, the degradation rate increases in a stochastic sense. Meanwhile, the system becomes more vulnerable to external shocks due to accumulated degradation. An extended degradationthreshold-shock (DTS) model is developed to describe these two competing but dependent failure processes. The continuous degradation path is monotone and modeled by a two-stage inverse Gaussian (IG) process with random effects to account for the unit-specific heterogeneity across systems. External shocks arrive at the system following a doubly stochastic Poisson process (DSPP) with stochastic increasing intensity which depends on the degradation level. Integrating the degradation-based and shock-based failure processes, the system reliability function is derived. Afterwards, a numerical example is presented to illustrate the applicability of the developed reliability model, along with sensitivity analysis to examine the effect of several parameters on the reliability performance. The proposed reliability model is supposed to be applied directly or customized for other complex systems that experience dependent competing failure processes.

Original languageEnglish (US)
Title of host publicationProceedings of the 30th European Safety and Reliability Conference and the 15th Probabilistic Safety Assessment and Management Conference
EditorsPiero Baraldi, Francesco Di Maio, Enrico Zio
PublisherResearch Publishing, Singapore
Pages2073-2078
Number of pages6
ISBN (Print)9789811485930
DOIs
StatePublished - 2020
Event30th European Safety and Reliability Conference, ESREL 2020 and 15th Probabilistic Safety Assessment and Management Conference, PSAM15 2020 - Venice, Italy
Duration: Nov 1 2020Nov 5 2020

Publication series

NameProceedings of the 30th European Safety and Reliability Conference and the 15th Probabilistic Safety Assessment and Management Conference

Conference

Conference30th European Safety and Reliability Conference, ESREL 2020 and 15th Probabilistic Safety Assessment and Management Conference, PSAM15 2020
Country/TerritoryItaly
CityVenice
Period11/1/2011/5/20

Keywords

  • Degradation
  • Dependent competing failure processes
  • Doubly stochastic Poisson process
  • Inverse Gaussian process
  • Reliability modeling
  • Shocks

ASJC Scopus subject areas

  • Safety, Risk, Reliability and Quality
  • Safety Research

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