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A Batch-Service Queueing Model with a Discrete Batch Markovian Arrival Process

机译:具有离散批马尔可夫到达过程的批服务排队模型

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摘要

Queueing systems with batch service have been investigated extensively during the past decades. However, nearly all the studied models share the common feature that an uncorrelated arrival process is considered, which is unrealistic in several real-life situations. In this paper, we study a discrete-time queueing model, with a server that only initiates service when the amount of customers in system (system content) reaches or exceeds a threshold. Correlation is taken into account by assuming a discrete batch Markovian arrival process (D-BMAP), i.e. the distribution of the number of customer arrivals per slot depends on a background state which is determined by a first-order Markov chain. We deduce the probability generating function of the system content at random slot marks and we examine the influence of correlation in the arrival process on the behavior of the system. We show that correlation merely has a small impact on the threshold that minimizes the mean system content. In addition, we demonstrate that correlation might have a significant influence on the system content and therefore has to be included in the model.
机译:在过去的几十年中,对具有批处理服务的排队系统进行了广泛的研究。但是,几乎所有研究的模型都具有共同的特征,即考虑了不相关的到达过程,这在一些现实生活中是不现实的。在本文中,我们研究了离散时间排队模型,其中的服务器仅在系统中的客户数量(系统内容)达到或超过阈值时才启动服务。通过假设离散的批马尔可夫到达过程(D-BMAP)来考虑相关性,即每个插槽的客户到达数量的分布取决于一阶马尔可夫链确定的背景状态。我们推导了随机时隙标记处系统内容的概率生成函数,并检验了到达过程中相关性对系统行为的影响。我们表明,相关性仅对最小化平均系统内容的阈值有很小的影响。此外,我们证明了相关性可能会对系统内容产生重大影响,因此必须将其包括在模型中。

著录项

  • 来源
  • 会议地点 Cardiff(GB);Cardiff(GB)
  • 作者单位

    Stochastic Modelling and Analysis of Communication Systems (SMACS) Research Group, Department of Telecommunications and Information Processing (TELIN), Ghent University, Sint-Pietersnieuwstraat 41, B-9000 Gent, Belgium;

    Stochastic Modelling and Analysis of Communication Systems (SMACS) Research Group, Department of Telecommunications and Information Processing (TELIN), Ghent University, Sint-Pietersnieuwstraat 41, B-9000 Gent, Belgium;

    Stochastic Modelling and Analysis of Communication Systems (SMACS) Research Group, Department of Telecommunications and Information Processing (TELIN), Ghent University, Sint-Pietersnieuwstraat 41, B-9000 Gent, Belgium;

    Stochastic Modelling and Analysis of Communication Systems (SMACS) Research Group, Department of Telecommunications and Information Processing (TELIN), Ghent University, Sint-Pietersnieuwstraat 41, B-9000 Gent, Belgium;

    Stochastic Modelling and Analysis of Communication Systems (SMACS) Research Group, Department of Telecommunications and Information Processing (TELIN), Ghent University, Sint-Pietersnieuwstraat 41, B-9000 Gent, Belgium;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计算技术、计算机技术;
  • 关键词

    queueing systems and networks; performance modelling.;

    机译:排队系统和网络;性能建模。;

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