Skip to main content
Top
Published in: Arabian Journal for Science and Engineering 10/2021

15-02-2021 | Research Article-Systems Engineering

Reliability Evaluation by a Dependent Competing Failure Model Including a Time-Varying Rate for Sudden Degradation Increments

Authors: Shuyuan Gan, Zhifang Song

Published in: Arabian Journal for Science and Engineering | Issue 10/2021

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this study, an effective dependent competing failure model is proposed for systems suffering from shocks. Under worse system degradation, shocks with the same magnitudes can bring larger sudden degradation increments. However, this relationship was ignored in most existing research. To address this problem, in the proposed failure model, a time-dependent rate is included for the sudden degradation increments by shocks. This time-varying rate is applied for the consideration that system degradation is closely related to operation time. Two dependent competing failure processes, i.e., soft failure and hard failure, are involved in the dependent competing failure model. The distribution of the total sudden degradation increments is then deduced, and its accuracy is verified by Monte Carlo simulation. The developed reliability model is illustrated by the reliability analysis of a microelectromechanical system. The sensitivity analyses of important parameters are also performed. The analysis results show that the proposed time-varying model effectively considers the impact of system degradation on sudden degradation increments, and by using this model, the change of sudden degradation increments can be well reflected under different system performances. These advantages make the reliability model more practical and help achieve more effective maintenance policies.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Literature
1.
go back to reference Jiang, L.; Feng, Q.; Coit, D.W.: Modeling zoned shock effects on stochastic degradation in dependent failure processes. IIE Trans. 47(5), 460–470 (2015)CrossRef Jiang, L.; Feng, Q.; Coit, D.W.: Modeling zoned shock effects on stochastic degradation in dependent failure processes. IIE Trans. 47(5), 460–470 (2015)CrossRef
2.
go back to reference Haiyang, C.; Shengkui, Z.; Jianbin, G.; Yao, W.: Reliability modeling for dependent competing failure processes with mutually dependent degradation process and shock process. Reliab Eng Syst Saf 180, 168–178 (2018)CrossRef Haiyang, C.; Shengkui, Z.; Jianbin, G.; Yao, W.: Reliability modeling for dependent competing failure processes with mutually dependent degradation process and shock process. Reliab Eng Syst Saf 180, 168–178 (2018)CrossRef
3.
go back to reference Wang, X.; Zhou, H.; Parlikad, A.K.; Xie, M.: Imperfect preventive maintenance policies with unpunctual execution. IEEE Trans. Reliab. 69(4), 1480–1492 (2020)CrossRef Wang, X.; Zhou, H.; Parlikad, A.K.; Xie, M.: Imperfect preventive maintenance policies with unpunctual execution. IEEE Trans. Reliab. 69(4), 1480–1492 (2020)CrossRef
4.
go back to reference Huang, W.; Askin, R.G.: Reliability analysis of electronic devices with multiple competing failure modes involving performance aging degradation. Quality Reliab. Eng. Int. 19(3), 241–254 (2003)CrossRef Huang, W.; Askin, R.G.: Reliability analysis of electronic devices with multiple competing failure modes involving performance aging degradation. Quality Reliab. Eng. Int. 19(3), 241–254 (2003)CrossRef
5.
go back to reference Bunea, C.; Mazzuchi, T.A.: Competing failure modes in accelerated life testing. J. Stat. Plann. Inference 136(5), 1608–1620 (2006)MathSciNetCrossRef Bunea, C.; Mazzuchi, T.A.: Competing failure modes in accelerated life testing. J. Stat. Plann. Inference 136(5), 1608–1620 (2006)MathSciNetCrossRef
6.
go back to reference Cui, L.; Bei, Wu.: Extended Phase-type models for multistate competing risk systems. Reliab. Eng. Syst. Saf. 181, 1–16 (2019)CrossRef Cui, L.; Bei, Wu.: Extended Phase-type models for multistate competing risk systems. Reliab. Eng. Syst. Saf. 181, 1–16 (2019)CrossRef
7.
go back to reference Liu, H.: Reliability and maintenance modeling for competing risk processes with Weibull inter-arrival shocks. Appl. Math. Model. 71, 194–207 (2019)MathSciNetCrossRef Liu, H.: Reliability and maintenance modeling for competing risk processes with Weibull inter-arrival shocks. Appl. Math. Model. 71, 194–207 (2019)MathSciNetCrossRef
8.
go back to reference Liu, H.; Yeh, R.-H.; Cai, B.: Reliability modeling for dependent competing failure processes of damage self-healing systems. Comput. Ind. Eng. 105, 55–62 (2017)CrossRef Liu, H.; Yeh, R.-H.; Cai, B.: Reliability modeling for dependent competing failure processes of damage self-healing systems. Comput. Ind. Eng. 105, 55–62 (2017)CrossRef
9.
go back to reference Kong, D.; Qin, C.; He, Y.; Cui, L.: Sensor-based calibrations to improve reliability of systems subject to multiple dependent competing failure processes. Reliab. Eng. Syst. Saf. 160, 101–113 (2017)CrossRef Kong, D.; Qin, C.; He, Y.; Cui, L.: Sensor-based calibrations to improve reliability of systems subject to multiple dependent competing failure processes. Reliab. Eng. Syst. Saf. 160, 101–113 (2017)CrossRef
10.
go back to reference Wang, Y.; Pham, H.: Modeling the dependent competing risks with multiple degradation processes and random shock using time-varying copulas. IEEE Trans. Reliab. 61(1), 13–22 (2012)CrossRef Wang, Y.; Pham, H.: Modeling the dependent competing risks with multiple degradation processes and random shock using time-varying copulas. IEEE Trans. Reliab. 61(1), 13–22 (2012)CrossRef
11.
go back to reference Hao, S.; Yang, J.; Ma, X.; Zhao, Yu.: Reliability modeling for mutually dependent competing failure processes due to degradation and random shocks. Appl. Math. Model. 51, 232–249 (2017)MathSciNetCrossRef Hao, S.; Yang, J.; Ma, X.; Zhao, Yu.: Reliability modeling for mutually dependent competing failure processes due to degradation and random shocks. Appl. Math. Model. 51, 232–249 (2017)MathSciNetCrossRef
12.
go back to reference Fan, M.; Zeng, Z.; Zio, E.; Kang, R.: Modeling dependent competing failure processes with degradation-shock dependence. Reliab. Eng. Syst. Saf. 165, 422–430 (2017)CrossRef Fan, M.; Zeng, Z.; Zio, E.; Kang, R.: Modeling dependent competing failure processes with degradation-shock dependence. Reliab. Eng. Syst. Saf. 165, 422–430 (2017)CrossRef
13.
go back to reference An, Z.; Sun, D.: Reliability modeling for systems subject to multiple dependent competing failure processes with shock loads above a certain level. Reliab. Eng. Syst. Saf. 157, 129–138 (2017)CrossRef An, Z.; Sun, D.: Reliability modeling for systems subject to multiple dependent competing failure processes with shock loads above a certain level. Reliab. Eng. Syst. Saf. 157, 129–138 (2017)CrossRef
14.
go back to reference Hao, S.; Yang, J.: Reliability analysis for dependent competing failure processes with changing degradation rate and hard failure threshold levels. Comput. Ind. Eng. 118, 340–351 (2018)CrossRef Hao, S.; Yang, J.: Reliability analysis for dependent competing failure processes with changing degradation rate and hard failure threshold levels. Comput. Ind. Eng. 118, 340–351 (2018)CrossRef
15.
go back to reference Hanwen, Z.; Maoyin, C.; Donghua, Z.: Remaining useful life prediction for a nonlinear multi-degradation system with public noise. J. Syst. Eng. Electron. 29(2), 429–435 (2018)CrossRef Hanwen, Z.; Maoyin, C.; Donghua, Z.: Remaining useful life prediction for a nonlinear multi-degradation system with public noise. J. Syst. Eng. Electron. 29(2), 429–435 (2018)CrossRef
16.
go back to reference Li, J.; Wang, Z.; Zhang, Y.; Liu, C.; Huimin, Fu.: A nonlinear Wiener process degradation model with autoregressive errors. Reliab. Eng. Syst. Saf. 173, 48–57 (2018)CrossRef Li, J.; Wang, Z.; Zhang, Y.; Liu, C.; Huimin, Fu.: A nonlinear Wiener process degradation model with autoregressive errors. Reliab. Eng. Syst. Saf. 173, 48–57 (2018)CrossRef
17.
go back to reference Ni, X.; Zhao, J.; Song, W.; Guo, C.; Li, H.: Nonlinear degradation modeling and maintenance policy for a two-stage degradation system based on cumulative damage model. Eksploatacja i Niezawodnosc Maint. Reliab. 18(2), 171–180 (2016)CrossRef Ni, X.; Zhao, J.; Song, W.; Guo, C.; Li, H.: Nonlinear degradation modeling and maintenance policy for a two-stage degradation system based on cumulative damage model. Eksploatacja i Niezawodnosc Maint. Reliab. 18(2), 171–180 (2016)CrossRef
18.
go back to reference Mercier, S.; Castro, I.T.: Stochastic comparisons of imperfect maintenance models for a gamma deteriorating system. Eur J Oper. Res. 273(1), 237–248 (2019)MathSciNetCrossRef Mercier, S.; Castro, I.T.: Stochastic comparisons of imperfect maintenance models for a gamma deteriorating system. Eur J Oper. Res. 273(1), 237–248 (2019)MathSciNetCrossRef
19.
go back to reference Niwas, R.; Garg, H.: An approach for analyzing the reliability and profit of an industrial system based on the cost free warranty policy. J. Braz. Soc. Mech. Sci. Eng. 40(5), 265 (2018)CrossRef Niwas, R.; Garg, H.: An approach for analyzing the reliability and profit of an industrial system based on the cost free warranty policy. J. Braz. Soc. Mech. Sci. Eng. 40(5), 265 (2018)CrossRef
20.
go back to reference Garg, H.: An efficient biogeography based optimization algorithm for solving reliability optimization problems. Swarm Evolut. Comput. 24, 1–10 (2015)CrossRef Garg, H.: An efficient biogeography based optimization algorithm for solving reliability optimization problems. Swarm Evolut. Comput. 24, 1–10 (2015)CrossRef
21.
go back to reference Garg, H.: Multi-objective optimization problem of system reliability under intuitionistic fuzzy set environment using Cuckoo Search algorithm. J. Intell. Fuzzy Syst. 29(4), 1653–1669 (2015)MathSciNetCrossRef Garg, H.: Multi-objective optimization problem of system reliability under intuitionistic fuzzy set environment using Cuckoo Search algorithm. J. Intell. Fuzzy Syst. 29(4), 1653–1669 (2015)MathSciNetCrossRef
22.
go back to reference Garg, H.: An approach for analyzing the reliability of industrial system using fuzzy Kolmogorov’s differential equations. Arabian J. Sci. Eng. 40(3), 975–987 (2015)CrossRef Garg, H.: An approach for analyzing the reliability of industrial system using fuzzy Kolmogorov’s differential equations. Arabian J. Sci. Eng. 40(3), 975–987 (2015)CrossRef
23.
go back to reference Garg, H.; Rani, M.; Sharma, S.P.: Preventive maintenance scheduling of the pulping unit in a paper plant. Japan J. Ind. Appl. Math. 30(2), 397–414 (2013)MathSciNetCrossRef Garg, H.; Rani, M.; Sharma, S.P.: Preventive maintenance scheduling of the pulping unit in a paper plant. Japan J. Ind. Appl. Math. 30(2), 397–414 (2013)MathSciNetCrossRef
24.
go back to reference Wei, G.; Zhao, X.; He, S.; He, Z.: Reliability modeling with condition-based maintenance for binary-state deteriorating systems considering zoned shock effects. Comput. Ind. Eng. 130, 282–297 (2019)CrossRef Wei, G.; Zhao, X.; He, S.; He, Z.: Reliability modeling with condition-based maintenance for binary-state deteriorating systems considering zoned shock effects. Comput. Ind. Eng. 130, 282–297 (2019)CrossRef
25.
go back to reference Herkenhoff, L.; Fogli, J.: Non-linear Regression. In: Herkenhoff, L.; Fogli, J. (Eds.) Applied Statistics for Business and Management using Microsoft Excel, pp. 371–390. Springer, New York (2013)CrossRef Herkenhoff, L.; Fogli, J.: Non-linear Regression. In: Herkenhoff, L.; Fogli, J. (Eds.) Applied Statistics for Business and Management using Microsoft Excel, pp. 371–390. Springer, New York (2013)CrossRef
26.
go back to reference Song, S.; Coit, D.W.; Feng, Q.: Reliability analysis of multiple-component series systems subject to hard and soft failures with dependent shock effects. IIE Trans. 48(8), 720–735 (2016)CrossRef Song, S.; Coit, D.W.; Feng, Q.: Reliability analysis of multiple-component series systems subject to hard and soft failures with dependent shock effects. IIE Trans. 48(8), 720–735 (2016)CrossRef
27.
go back to reference Kang, R.; Gong, W.; Chen, Y.: Model-driven degradation modeling approaches: Investigation and review. Chin. J. Aeronaut. 33(4), 1137–1153 (2020)CrossRef Kang, R.; Gong, W.; Chen, Y.: Model-driven degradation modeling approaches: Investigation and review. Chin. J. Aeronaut. 33(4), 1137–1153 (2020)CrossRef
28.
go back to reference Nakagawa, T.: Poisson Processes. In: Nakagawa, T. (Ed.) Stochastic Processes, pp. 7–46. Springer, London (2011)CrossRef Nakagawa, T.: Poisson Processes. In: Nakagawa, T. (Ed.) Stochastic Processes, pp. 7–46. Springer, London (2011)CrossRef
29.
go back to reference Ross, S.M.: Random Variables. In: Ross, S.M. (Ed.) Introduction to Probability Models, pp. 23–99. Academic Press, Cambridge (2019)CrossRef Ross, S.M.: Random Variables. In: Ross, S.M. (Ed.) Introduction to Probability Models, pp. 23–99. Academic Press, Cambridge (2019)CrossRef
30.
go back to reference Peng, H.; Feng, Q.; Coit, D.W.: Reliability and maintenance modeling for systems subject to multiple dependent competing failure processes. IIE Trans. 43(1), 12–22 (2010)CrossRef Peng, H.; Feng, Q.; Coit, D.W.: Reliability and maintenance modeling for systems subject to multiple dependent competing failure processes. IIE Trans. 43(1), 12–22 (2010)CrossRef
31.
go back to reference Tanner, D.M.; Dugger, M.T.: Wear mechanisms in a reliability methodology (Invited). Proc. SPIE Int. Soc. Opt. Eng. 4980, 22–40 (2003) Tanner, D.M.; Dugger, M.T.: Wear mechanisms in a reliability methodology (Invited). Proc. SPIE Int. Soc. Opt. Eng. 4980, 22–40 (2003)
32.
go back to reference Mariani, S.; Ghisi, A.; Corigliano, A.; Zerbini, S.: Modeling impact-induced failure of polysilicon MEMS: a multi-scale approach. Sensors (Basel) 9(1), 556–567 (2009)CrossRef Mariani, S.; Ghisi, A.; Corigliano, A.; Zerbini, S.: Modeling impact-induced failure of polysilicon MEMS: a multi-scale approach. Sensors (Basel) 9(1), 556–567 (2009)CrossRef
33.
go back to reference Che, H.; Zeng, S.; Guo, J.: A reliability model of micro-engines subject to natural degradation and dependent zoned shocks. IEEE Access 7, 174951–174961 (2019)CrossRef Che, H.; Zeng, S.; Guo, J.: A reliability model of micro-engines subject to natural degradation and dependent zoned shocks. IEEE Access 7, 174951–174961 (2019)CrossRef
34.
go back to reference Jiang, L.; Feng, Q.; Coit, D.W.: Reliability and maintenance modeling for dependent competing failure processes with shifting failure thresholds. IEEE Trans. Reliab. 61(4), 932–948 (2012)CrossRef Jiang, L.; Feng, Q.; Coit, D.W.: Reliability and maintenance modeling for dependent competing failure processes with shifting failure thresholds. IEEE Trans. Reliab. 61(4), 932–948 (2012)CrossRef
35.
go back to reference Garg, H.; Rani, M.; Sharma, S.P.: An approach for analyzing the reliability of industrial systems using soft-computing based technique. Expert Syst. Appl. 41(2), 489–501 (2014)CrossRef Garg, H.; Rani, M.; Sharma, S.P.: An approach for analyzing the reliability of industrial systems using soft-computing based technique. Expert Syst. Appl. 41(2), 489–501 (2014)CrossRef
36.
go back to reference Garg, H.: Reliability, availability and maintainability analysis of industrial systems using PSO and fuzzy methodology. Mapan 29(2), 115–129 (2013)CrossRef Garg, H.: Reliability, availability and maintainability analysis of industrial systems using PSO and fuzzy methodology. Mapan 29(2), 115–129 (2013)CrossRef
Metadata
Title
Reliability Evaluation by a Dependent Competing Failure Model Including a Time-Varying Rate for Sudden Degradation Increments
Authors
Shuyuan Gan
Zhifang Song
Publication date
15-02-2021
Publisher
Springer Berlin Heidelberg
Published in
Arabian Journal for Science and Engineering / Issue 10/2021
Print ISSN: 2193-567X
Electronic ISSN: 2191-4281
DOI
https://doi.org/10.1007/s13369-021-05438-5

Other articles of this Issue 10/2021

Arabian Journal for Science and Engineering 10/2021 Go to the issue

Research Article-Electrical Engineering

Hardware Architecture Exploration for Deep Neural Networks

Research Article-Electrical Engineering

Multi-Path Hybrid Spectrum Sensing in Cognitive Radio

Premium Partners