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A unified framework for the bottleneck analysis of multiclass queueing networks

机译:多类排队网络瓶颈分析的统一框架

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摘要

We introduce a new framework supporting the bottleneck analysis of closed, multiclass BCMP queueing networks in the limiting regime where the number of jobs proportionally grows to infinity while keeping fixed other input parameters. First, we provide a weak convergence result for the limiting behavior of closed queueing networks, which is exploited to derive a sufficient and necessary condition establishing the existence of a single bottleneck. Then, we derive the new framework proposing efficient algorithms for the identification of queueing networks bottlenecks by means of linear programming. Our analysis reduces the computational requirements of existing techniques and, under general assumptions, it is able to handle load-dependent stations. We also establish a primal-dual relationship between our approach and a recent technique. This connection lets us extend the dual to deal with load-dependent stations, which is non-intuitive, and provides a unified framework for the enumeration of bottlenecks. Theoretical and practical insights on the asymptotic behavior of multiclass networks are shown as an application of the proposed framework.
机译:我们引入了一个新的框架,该框架支持在限制范围内封闭的,多类BCMP排队网络的瓶颈分析,在这种限制条件下,作业数量按比例增长到无穷大,同时保持固定的其他输入参数。首先,我们为封闭排队网络的限制行为提供了弱收敛结果,该结果被利用来推导建立单个瓶颈存在的充分必要条件。然后,我们得出了一个新的框架,该框架提出了一种有效的算法,用于通过线性规划来识别排队网络瓶颈。我们的分析减少了现有技术的计算要求,并且在一般假设下,它能够处理与负荷有关的车站。我们还在我们的方法和最新技术之间建立了原始-双重关系。这种连接使我们可以扩展对偶以处理依赖于负载的站点,这是不直观的,并为枚举瓶颈提供了统一的框架。对多类网络的渐近行为的理论和实践见解显示为所提出框架的应用。

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