On the general δ -shock model
Goyal, Dheeraj and Hazra, Nil Kamal and Finkelstein, Maxim (2022) On the general δ -shock model. TEST, 31 (4). pp. 994-1029. ISSN 1863-8260 (https://doi.org/10.1007/s11749-022-00810-5)
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Abstract
The δ-shock model is one of the basic shock models which has a wide range of applications in reliability, finance and related fields. In existing literature, it is assumed that the recovery time of a system from the damage induced by a shock is constant as well as the shocks magnitude. However, as technical systems gradually deteriorate with time, it takes more time to recover from this damage, whereas the larger magnitude of a shock also results in the same effect. Therefore, in this paper, we introduce a general δ-shock model when the recovery time depends on both the arrival times and the magnitudes of shocks. Moreover, we also consider a more general and flexible shock process, namely, the Poisson generalized gamma process. It includes the homogeneous Poisson process, the non-homogeneous Poisson process, the Pólya process and the generalized Pólya process as the particular cases. For the defined survival model, we derive the relationships for the survival function and the mean lifetime and study some relevant stochastic properties. As an application, an example of the corresponding optimal replacement policy is discussed.
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Item type: Article ID code: 80098 Dates: DateEventDecember 2022Published1 April 2022Published Online29 March 2022AcceptedSubjects: Social Sciences > Statistics Department: Strathclyde Business School > Management Science Depositing user: Pure Administrator Date deposited: 06 Apr 2022 16:23 Last modified: 11 Nov 2024 13:26 URI: https://strathprints.strath.ac.uk/id/eprint/80098