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Estimation of the intensity of the hitting time for semi-Markov chains and hidden Markov renewal chains

机译:半马尔可夫链和隐马尔可夫更新链命中时间的强度估计

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摘要

In this paper, we focus on a fundamental reliability measure, the discrete-time intensity of the hitting time (DTIHT), which is the discrete analogue of the rate of occurrence of failures. The problem of evaluating and estimating the DTIHT is addressed for the first time for semi-Markov chains. First, a simple formula for the evaluation of the DTIHT is derived. Following the previous result, a statistical estimator of this plug-in type function is proposed. The main results given here are the asymptotic properties of this estimator, including the strong consistency and the asymptotic normality. Second, the DTIHT is investigated for hidden Markov renewal chains. Following its evaluation, a statistical estimator is suggested whose asymptotic properties are studied. Finally, we give some numerical examples for illustration purposes. The derived models and results can be used to typical reliability problems encountered in different scientific disciplines.
机译:在本文中,我们关注于一种基本的可靠性度量,即击中时间的离散时间强度(DTIHT),它是故障发生率的离散模拟。对于半马尔可夫链,首次解决了评估和估计DTIHT的问题。首先,推导了评估DTIHT的简单公式。根据先前的结果,提出了此插件类型函数的统计估计器。此处给出的主要结果是该估计量的渐近性质,包括强一致性和渐近正态性。其次,对DTIHT进行了隐马尔可夫更新链的研究。经过评估,建议研究其渐近性质的统计估计量。最后,我们给出一些数值示例,以进行说明。导出的模型和结果可用于不同科学学科中遇到的典型可靠性问题。

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