统计普通、均衡和老化交替更新过程中的更新次数、占用时间和相关性

Takuma Akimoto
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引用次数: 0

摘要

更新过程是一个点过程,连续更新之间的事件间隔时间是一个独立的、同分布的随机变量。交替更新过程是一种二分类过程,是更新过程的一种轻微推广,其中事件间时间分布在两种分布之间交替。我们研究了交替更新过程中两种状态之一的更新次数和占用时间的统计性质。当两种方法的间隔时间都是有限时,交替更新过程可以达到平衡。另一方面,交替更新过程表明,当其中一个手段偏离老化。我们提供了更新次数时刻的分析计算,占用时间统计,以及事件间时间分布中几个案例研究的相关函数。我们发现,当事件间时间的第二时刻发散时,更新次数和占用时间出现了异常波动。当平均事件间时间发散时,给出了事件数和占用时间的分布极限定理。这就是概率论中的米塔格-莱弗勒分布和广义反正弦定律。
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Statistics of the number of renewals, occupation times, and correlation in ordinary, equilibrium, and aging alternating renewal processes
The renewal process is a point process where an interevent time between successive renewals is an independent and identically distributed random variable. Alternating renewal process is a dichotomous process and a slight generalization of the renewal process, where the interevent time distribution alternates between two distributions. We investigate statistical properties of the number of renewals and occupation times for one of the two states in alternating renewal processes. When both means of the interevent times are finite, the alternating renewal process can reach an equilibrium. On the other hand, an alternating renewal process shows aging when one of the means diverges. We provide analytical calculations for the moments of the number of renewals, occupation time statistics, and the correlation function for several case studies in the interevent-time distributions. We show anomalous fluctuations for the number of renewals and occupation times when the second moment of interevent time diverges. When the mean interevent time diverges, distributional limit theorems for the number of events and occupation times are shown analytically. These are known as the Mittag-Leffler distribution and the generalized arcsine law in probability theory.
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