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Opportunistic scheduling of flows with general size distribution in wireless time-varying channels

机译:无线时变信道中具有一般大小分布的流的机会调度

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摘要

In this paper we study how to design an opportunistic scheduler when flow sizes have a general service time distribution with the objective of minimizing the expected holding cost. We allow the channel condition to have two states which in particular covers the important special case of ON/OFF channels. We formulate the problem as a multi-armed restless bandit problem, a particular class of Markov decision processes. Since an exact solution is out of reach, we characterize in closed-form the Whittle index, which allows us to define a heuristic scheduling rule for the problem. We then particularize the index to the important subclass of distributions with a decreasing hazard rate. We finally evaluate the performance of the proposed Whittle-index based scheduler by simulation of a wireless network. The numerical results show that the performance of the proposed scheduler is very satisfactory.
机译:在本文中,我们研究了如何在流量具有一般服务时间分布的情况下设计机会调度器,目的是最大程度地减少预期的持有成本。我们允许通道状态具有两种状态,这些状态尤其涵盖了ON / OFF通道的重要特殊情况。我们将该问题表述为多臂躁动匪徒问题,这是一类特殊的马尔可夫决策过程。由于无法获得确切的解决方案,因此我们以封闭形式的Whittle索引进行特征化,这使我们能够为问题定义启发式调度规则。然后,我们将索引具体化为具有降低的危险率的重要分布子集。我们最终通过无线网络的仿真来评估所提出的基于Whittle索引的调度程序的性能。数值结果表明,所提出的调度程序的性能非常令人满意。

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