An analytical investigation of the behavior of a priority queuing system with a mix of correlated train and uncorrelated batch arrivals

F. Kamoun
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引用次数: 1

Abstract

In this paper, we present an exact transient and steady-state analysis of a discrete-time queuing system with two head-of-line (HOL) priority queues and a mix of correlated and uncorrelated arrivals. The arrival process to the high priority queue is correlated and consists of a train of a fixed number of cells, while the low priority traffic consists of batch arrivals that are independent and identically distributed from slot-to-slot. In the first part of the paper, we derive an expression for the functional equation describing the transient evolution of this priority queuing system. This functional equation is then manipulated and transformed into a mathematical tractable form, which allows us to derive the transient joint probability generating function (pgf) of the system. From this transient pgf, time-dependent performance measures such as transient probability of empty queue, transient mean of buffer occupancy and instantaneous packet overflow probabilities can be derived. By applying the final- value theorem, the corresponding exact expressions for the steady-sate marginal pgfs of the system contents are derived. Finally, we illustrate our solution technique with some numerical examples, whereby we demonstrate the negative effect of correlation (in the high-priority queue) on the performance of the low-priority queue. The proposed approach which is purely based on probability generating functions is entirely analytical and does not require any matrix concepts. The paper presents new results on the transient and steady-state performance analysis of priority queues.
具有相关列车和不相关批次到达的混合优先排队系统行为的分析研究
在本文中,我们给出了一个离散时间排队系统的精确瞬态和稳态分析,该系统具有两个排首(HOL)优先队列以及相关和不相关到达的混合。高优先级队列的到达过程是相关的,由固定数量的单元组成,而低优先级队列的到达过程是独立的,并且在槽到槽之间相同地分布。在本文的第一部分,我们导出了描述该优先排队系统暂态演化的泛函方程的表达式。然后对该函数方程进行处理并转化为易于处理的数学形式,从而可以推导出系统的瞬态联合概率生成函数(pgf)。从这个暂态pgf中,可以导出与时间相关的性能度量,如空队列的暂态概率、缓冲区占用的暂态平均值和瞬时包溢出概率。应用终值定理,导出了系统内容的稳态边缘pgfs的精确表达式。最后,我们用一些数值示例说明了我们的解决技术,其中我们演示了相关性(在高优先级队列中)对低优先级队列性能的负面影响。该方法完全基于概率生成函数,完全是解析性的,不需要任何矩阵概念。本文给出了优先队列暂态和稳态性能分析的新结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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