2022
DOI: 10.1007/s11009-022-09961-2
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On Properties of the Phase-type Mixed Poisson Process and its Applications to Reliability Shock Modeling

Abstract: Although Poisson processes are widely used in various applications for modeling of recurrent point events, there exist obvious limitations. Several specific mixed Poisson processes (which are formally not Poisson processes any more) that were recently introduced in the literature overcome some of these limitations. In this paper, we define a general mixed Poisson process with the phase-type (PH) distribution as the mixing one. As the PH distribution is dense in the set of lifetime distributions, the new proces… Show more

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Cited by 8 publications
(7 citation statements)
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“…The PPHP, introduced by Goyal et al [12], is the mixed NHPP with the continuous phase type (PH) mixing distribution. It is well known that "The set of PH distributions is dense in the set of probability distributions on the non-negative real half-line".…”
Section: Pphpmentioning
confidence: 99%
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“…The PPHP, introduced by Goyal et al [12], is the mixed NHPP with the continuous phase type (PH) mixing distribution. It is well known that "The set of PH distributions is dense in the set of probability distributions on the non-negative real half-line".…”
Section: Pphpmentioning
confidence: 99%
“…In the following lemma we give the pmf of the random variable N (t) following the PPHP (see Goyal et al [12]).…”
Section: Pphpmentioning
confidence: 99%
See 1 more Smart Citation
“…This process is mathematically tractable and contains many well-known processes (namely, the HPP), the NHPP, the Pólya process, and the generalized Pólya process (GPP)) as the particular cases. The PPHP was defined and studied by Goyal et al (2022b). Due to the denseness property of the mixing distribution (namely, the PH distribution), the PPHP can be used to approximate any mixed Poisson process.…”
Section: Introductionmentioning
confidence: 99%
“…Their optimal maintenance policy is obtained by determining the system deterioration thresholds for deciding to perform maintenance. Goyal et al (2022) focused on a phase-type mixed Poisson process shock model and derived the failure rate of the system. They regarded the shock as a discrete-time event that affects the system failure.…”
Section: Introductionmentioning
confidence: 99%