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Delay stability of back-pressure policies in the presence of heavy-tailed traffic

机译:延迟尾尾交通存在背压政策的稳定性

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We study scheduling and routing problems that arise in multi-hop wireline networks with a mix of heavy-tailed and light-tailed traffic. We analyze the delay performance of the widely studied class of Back-Pressure policies, known for their throughput optimality property, using as a performance criterion the notion of delay stability, i.e., whether the expected end-to-end delay in steady state is finite. First, by means of simple examples, we provide insights into how the network topology, the routing constraints, and the link capacities (relative to the arrival rates) may affect the delay stability of the Back-Pressure policy in the presence of heavy-tailed traffic. Next, we illustrate how fluid approximations facilitate the delay-stability analysis of multi-hop networks with heavy-tailed traffic. This approach allows us to derive analytical results that would have been hard to obtain otherwise, and also to build a Bottleneck Identification algorithm, which identifies (some) delay unstable queues by solving the fluid model of the network from certain initial conditions. Finally, we show how one can achieve optimal performance, with respect to the delay stability criterion, by using a parameterized version of the Back-Pressure policy.
机译:我们研究了多跳电缆网络中出现的调度和路由问题,其具有重型和轻尾交通的混合。我们分析了广泛研究的背压策略类的延迟性能,以其吞吐量最优性属性而闻名,用作延迟稳定性的概念,即稳态的预期端到端延迟是有限的。首先,通过简单的示例,我们提供了对网络拓扑,路由约束和链路容量(相对于到达率)的洞察的见解可能会影响重尾的背压政策的延迟稳定性交通。接下来,我们说明了流体近似如何有助于具有重型流量的多跳网络的延迟稳定性分析。这种方法允许我们推导出难以获得的分析结果,并且还通过从某些初始条件求解网络的流体模型来构建瓶颈识别算法,该瓶颈识别算法识别(一些)延迟不稳定队列。最后,我们通过使用后压策略的参数化版本,展示如何实现延迟稳定性标准的最佳性能。

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