Determining the Moments of Queue-Length Distribution of Discriminatory Processor-Sharing Systems with Phase-Type Service Requirements

J. Leino, J. Virtamo
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引用次数: 9

Abstract

In this paper, we study discriminatory processor sharing systems in which different customer classes receive different rates of service according to class weights. DPS systems have many interesting applications in modelling of, e.g., computer or telecommunication systems. In prior work, assuming phase-type service requirement distribution, the moments of the number of customers have been found as a solution of a system of linear equations. In this paper, we present an alternative approach to the same problem allowing us to derive similar results. We use a method based on the theory of Markov decision processes and show that exact results are achieved. The moments of the queue length distribution may be solved from a system of linear equations. While not as efficient as the previous method, our approach also provides the value function of the system which may be used in policy optimization.
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具有阶段型服务需求的歧视性处理器共享系统队列长度分布矩的确定
在本文中,我们研究了根据类权值,不同的客户类别获得不同的服务率的歧视性处理器共享系统。DPS系统在建模方面有许多有趣的应用,例如计算机或电信系统。在之前的工作中,假设服务需求分布为相位型,客户数量矩作为线性方程组的解得到。在本文中,我们提出了另一种方法来解决相同的问题,使我们能够得出类似的结果。我们使用了一种基于马尔可夫决策过程理论的方法,并取得了准确的结果。队列长度分布的矩可以用线性方程组求解。虽然效率不如之前的方法,但我们的方法也提供了系统的价值函数,可以用于策略优化。
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