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Heavy-traffic asymptotics for networks of parallel queues with Markov-modulated service speeds

机译:Markov调制服务速度的并行队列网络的重交通渐近性

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摘要

We study a network of parallel single-server queues, where the speeds of the servers are varying over time and governed by a single continuous-time Markov chain. We obtain heavy-traffic limits for the distributions of the joint workload, waiting-time and queue length processes. We do so by using a functional central limit theorem approach, which requires the interchange of steady-state and heavy-traffic limits. The marginals of these limiting distributions are shown to be exponential with rates that can be computed by matrix-analytic methods. Moreover, we show how to numerically compute the joint distributions, by viewing the limit processes as multi-dimensional semi-martingale reflected Brownian motions in the non-negative orthant.
机译:我们研究了一个并行的单服务器队列网络,其中服务器的速度随时间变化,并由单个连续时间的马尔可夫链控制。对于联合工作量,等待时间和队列长度过程的分布,我们获得了流量限制。我们通过使用功能性中心极限定理方法来做到这一点,该方法需要交换稳态极限和重载极限。这些限制分布的边际显示出与可以通过矩阵分析方法计算出的速率成指数关系。此外,我们展示了如何通过将极限过程视为非负正割平面中多维半-反映的布朗运动来极限过程进行数值计算。

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  • 来源
    《Queueing systems》 |2015年第4期|293-319|共27页
  • 作者单位

    EURANDOM and Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands,Stochastics, Centrum Wiskunde & Informatica (CWI), Amsterdam, The Netherlands;

    EURANDOM and Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands,Stochastics, Centrum Wiskunde & Informatica (CWI), Amsterdam, The Netherlands;

    EURANDOM and Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands,Stochastics, Centrum Wiskunde & Informatica (CWI), Amsterdam, The Netherlands,Department of Mathematics, Faculty of Sciences, VU University Amsterdam, Amsterdam, The Netherlands,H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Functional central limit theorem; Layered queueing networks; Machine-repair model; Semi-martingale reflected Brownian motion;

    机译:功能中心极限定理;分层排队网络;机器维修模型;半-反映了布朗运动;

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