Stochastic Models in Probability and Statistics

Stochastic Models in Probability and Statistics

Lifetime behavior of a new discrete time shock model

Document Type : Original Article

Authors
1 Department of Mathematical Sciences, Isfahan University of Technology, Isfahan, 84156-83111, Iran
2 Department of Statistics, Razi University, Kermanshah, Iran
Abstract

‎In this paper, a new discrete-time shock model is investigated. Under the proposed model, system failure occurs when the inter-arrival time between successive shocks falls below a random critical threshold, denoted by ∆‎. This model can be viewed as a randomized-threshold extension of the classical delta shock model. Assuming that ‎∆‎ follows a uniform distribution, we derive the probability mass function of the system's lifetime and analyze the mean time to failure. Furthermore, the lifetime behavior of the system is examined in a Markovian environment. Illustrative numerical results are presented for both the probability mass function of the system's lifetime and the mean time to failure.
 
Keywords

  1. Anderson, K. K., (1988). A note on cumulative shock models. Journal of Applied Probability, 25, 220–223.
  2. Eryilmaz, S. (2012). Generalized δ-shock model via runs. Statistics and Probability Letters, 82, 326–331.
  3. Eryilmaz, S. (2013). On the lifetime behavior of a discrete time shock model. Journal of Computational
    and Applied Mathematics, 237, 384–388.
  4. Eryilmaz, S and Bayramoglu, K. (2014). Life behavior of δ-shock models for uniformly distributed inter
    arrival times. Statistical Papers, 55, 841–852.
  5. Finkelstein, M. and Cha, J. H. (2024). Discussing some approaches to delta-shock modeling. TOP Trans
    actions in Operations Research, 32, 245–262.
  6. Goyal, D., Hazra, N. K., and Finkelstein, M. (2022). On the general δ-shock model. TEST, 31, 994–1029.
  7. Gut, A. (1990). Cumulative shock models. Advances in Applied Probability, 22, 504–507.
  8. Li, Z.H., Chan, L.Y. and Yuan, Z. X. (1999). Failure time distribution under a δ-shock model and
    its application to economic design of system. International Journal of Reliability, Quality and Safety
    Engineering, 6, 237–247.
  9. Li, Z. H., Huang, B. S. and Wang, G. J. (1999). Life distribution and its properties of shock models under
    random shocks. Journal of Lanzhou University, 35, 1–7.
  10. Li, Z.H. and Kong, X.B. (2007). Life behavior of δ-shock model. Statistics and Probability Letters, 77,
    577–587.
  11. Li, Z.H. and Zhao, P. (2007). Reliability analysis on the δ-shock model of complex systems. IEEE
    Transactions on Reliability, 56, 340–348.
  12. Lorvand, H., Nematollahi, A. and Poursaeed, M. H. (2020). Life distribution properties of a new δ-shock
    model. Communications in Statistics- Theory and Methods, 49(12), 3010–3025.
  13. Ma, M. and Li, Z. (2010). Life behavior of censored δ-shock model. Indian Journal of Pure and Applied
    Mathematics, 41,401–420.
  14. Mallor, F. and Omey E. (2001). Shocks, runs and random sums. Journal of Applied Probability, 38,
    438–448.
  15. Poursaeed, M. H. (2019). A generalization of δ-shock model. Journal of Advanced in Mathematical Mod
    eling, 9, 58–70.
  16. Singh, V. K., Srivastava, H.M., Venturino, E., Resch, M. and Gupta, V. (2015). Modern Mathematical
    Methods and High Performance Computing in Science and Technology, Springer, Singapore.
  17. Sumita, U. and Shanthikumar, J.G. (1985). A class of correlated cumulative shock models. Advances in
    Applied Probability, 17, 347–366.
  18. Tuncel, A. and Eryilmaz, S. (2018). System reliability under δ-shock model. Communications in Statistics- Theory and Methods, 47, 4872–4880.
  19. Wang, G. J. and Zhang, Y.L. (2007). A shock model with two-type failures and optimal replacement
    policy. International Journal of Systems Science, 36, 209–214.
  20. Xu, Z.Y. and Li, Z. H. (2004). Statistical inference on d shock model with censored date. Chinese Journal
    of Applied Probability and Statistics, 20, 147–153.
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