Scheduling policies for single-hop networks with heavy-tailed traffic

Mihalis G. Markakis, E. Modiano, J. Tsitsiklis
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引用次数: 31

Abstract

In the first part of the paper, we study the impact of scheduling, in a setting of parallel queues with a mix of heavy-tailed and light-tailed traffic. We analyze queue-length unaware scheduling policies, such as round-robin, randomized, and priority, and characterize their performance. We prove the queue-length instability of Max-Weight scheduling, in the presence of heavy-tailed traffic. Motivated by this, we analyze the performance of Max-Weight-α scheduling, and establish conditions on the α-parameters, under which the system is queue-length stable. We also introduce the Max-Weight-log policy, which provides performance guarantees, without any knowledge of the arriving traffic. In the second part of the paper, we extend the results on Max-Weight and Max-Weight-α scheduling to a single-hop network, with arbitrary topology and scheduling constraints.
重尾单跳网络调度策略
在本文的第一部分中,我们研究了在混合了重尾和轻尾交通的并行队列设置下调度的影响。我们分析了不知道队列长度的调度策略,如轮询、随机化和优先级,并描述了它们的性能。证明了重尾交通存在时最大权重调度的队列长度不稳定性。在此基础上,分析了最大权值-α调度的性能,建立了系统在α参数下保持队列长度稳定的条件。我们还引入了Max-Weight-log策略,该策略在不了解到达流量的情况下提供性能保证。在论文的第二部分,我们将Max-Weight和Max-Weight-α调度的结果推广到具有任意拓扑和调度约束的单跳网络。
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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