Tail behavior of the queue size and waiting time in a queue with discrete autoregressive arrivals

被引:7
|
作者
Kim, Bara
Sohraby, Khosrow
机构
[1] Korea Univ, Dept Math, Seoul 136701, South Korea
[2] Korea Univ, Telecommun Math Res Ctr, Seoul 136701, South Korea
[3] Univ Missouri, Sch Comp & Engn, Kansas City, MO 64110 USA
关键词
queue; discrete autoregressive process; geometric tail distribution; regular variation;
D O I
10.1239/aap/1165414594
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Autoregressive arrival models are described by a few parameters and provide a simple means to obtain analytical models for matching the first- and second-order statistics of measured data. We consider a discrete-time queueing system where the service time of a customer occupies one slot and the arrival process is governed by a discrete autoregressive process of order 1 (a DAR(1) process) which is characterized by an arbitrary stationary batch size distribution and a correlation coefficient. The tail behaviors of the queue length and the waiting time distributions are examined. In particular, it is shown that, unlike in the classical queueing models with Markovian arrival processes, the correlation in the DAR(1) model results in nongeometric tail behavior of the queue length (and the waiting time) if the stationary distribution of the DAR(1) process has infinite support. A complete characterization of the geometric tail behavior of the queue length (and the waiting time) is presented, showing the impact of the stationary distribution and the correlation coefficient when the stationary distribution of the DAR(1) process has finite support. It is also shown that the stationary distribution of the queue length (and the waiting time) has a tail of regular variation with index -beta - 1, by finding an explicit expression for the tail asymptotics when the stationary distribution of the DAR(1) process has a tail of regular variation with index -beta.
引用
收藏
页码:1116 / 1131
页数:16
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