Effective resource allocation in a queue: How much control is necessary?

K. Jagannathan, E. Modiano, Lizhong Zheng
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引用次数: 4

Abstract

In this paper, we consider a single-server queue with Poisson inputs and two distinct service rates. The service rate employed at any given instant is decided by a resource allocation policy, based on the queue occupancy. We deal with the question of how often control information needs to be sent to the rate scheduler so as to stay below a certain probability of congestion. We first consider some simple Markovian service rate allocation policies and derive the corresponding control rate vs. congestion probability tradeoffs in closed form. However, since a closed form solution is not possible for more general Markov policies, we resort to large deviation tools to characterize the congestion probabilities of various control policies. We also identify a simple dasiatwo-thresholdpsila policy which achieves the best possible tradeoff between rate of control and the decay exponent of the congestion probability. Finally, we also investigate the impact of control errors on the congestion probability of a resource allocation policy.
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队列中的有效资源分配:需要多少控制?
本文考虑具有泊松输入和两种不同服务速率的单服务器队列。在任何给定时刻使用的服务率是由基于队列占用的资源分配策略决定的。我们处理的问题是,为了保持在一定的拥塞概率以下,控制信息需要多久发送一次到速率调度器。我们首先考虑一些简单的马尔可夫服务费率分配策略,并以封闭形式推导出相应的控制率与拥塞概率的权衡。然而,由于封闭形式的解对于更一般的马尔可夫策略是不可能的,我们借助于大偏差工具来表征各种控制策略的拥塞概率。我们还确定了一个简单的dasiattwo -thresholdpsila策略,该策略在控制速率和拥塞概率的衰减指数之间实现了最佳的权衡。最后,我们还研究了控制误差对资源分配策略拥塞概率的影响。
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