Impact of time-correlated arrivals on the performance of backpressure-based stochastic network control

Jeongho Jeon, A. Ephremides
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引用次数: 1

Abstract

In this paper, we consider the backpressure-based control for wireless multihop networks with time-correlated arrivals. The arrival process considered in this work is fairly general in the sense that it may exhibit long-range dependence depending on the asymptotic shape of the autocorrelation function. We first show that the original backpressure policy is still throughput-optimal even with correlated arrivals if the autocorrelation functions are monotonically decreasing. The resulting upper bound on average network delay is expressed in terms of the autocorrelation parameters. After that, we extend our model to include the case where the arrival rate vector is possibly outside the stability region and take the method of joint flow control and backpressure policy that is known to perform arbitrarily close to the utility-optimal throughput point with a corresponding tradeoff in average network delay. The effect of correlated arrivals appears again in the tradeoff in terms of the autocorrelation parameters.
时间相关到达对基于背压的随机网络控制性能的影响
本文研究了到达时间相关的无线多跳网络的背压控制。在这项工作中考虑的到达过程在某种意义上是相当普遍的,它可能表现出依赖于自相关函数的渐近形状的长期依赖。我们首先证明,如果自相关函数单调递减,即使有相关到达,原始背压策略仍然是吞吐量最优的。所得的平均网络延迟上界用自相关参数表示。之后,我们扩展了我们的模型,以包括到达率向量可能在稳定区域之外的情况,并采用联合流量控制和背压策略的方法,该方法已知在接近实用最优吞吐量点的任意位置执行,并相应地权衡平均网络延迟。相关到达的影响再次出现在自相关参数的权衡中。
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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