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An index rule proposal for scheduling in mobile broadband networks with limited channel feedback

机译:在信道反馈有限的情况下在移动宽带网络中进行调度的索引规则建议

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Taking a look over current mobile implementations, the overhead introduced by the uplink signaling can be prevented reducing the rate of Channel Quality Information reports sent from the mobile users to the channel-aware schedulers located at base stations. In this context, the main goal of the present work is to handle the problem of scheduling traffic flows in modern wireless downlink systems under partially observable channel feedback. With this objective, we focus on the design of an scheduler aimed at minimizing the mean flow delay. In this way, we model the optimization problem as a Partially Observable Markov Decision Process, which depends on the belief state of each user's best channel condition. Due to the complexity of the model, we consider the Whittle index-based relaxation, and we derive an index rule which is easily implementable. Whittle indices are obtained offline by means of an algorithm called Adaptive Greedy. The proposed scheduling policy consists in giving priority to the users with the highest Whittle index value. The resulting scheduling solution is then evaluated in both single-class and multi class scenarios, using real-world channel quality traces in the performed experiments. The obtained results show that the proposed scheduling index rule outperforms the well-known channel-aware disciplines. (c) 2017 Elsevier B.V. All rights reserved.
机译:看一下当前的移动实现,可以防止由上行链路信令引入的开销降低了从移动用户发送到位于基站的信道感知调度器的信道质量信息报告的速率。在这种情况下,当前工作的主要目标是在部分可观察的信道反馈下处理现代无线下行链路系统中的业务流调度问题。出于这个目标,我们专注于调度程序的设计,旨在最大程度地减少平均流量延迟。这样,我们将优化问题建模为部分可观察的马尔可夫决策过程,该过程取决于每个用户的最佳渠道条件的置信状态。由于模型的复杂性,我们考虑基于Whittle索引的松弛,并得出易于实施的索引规则。惠特尔指数是通过一种称为“自适应贪婪”的算法离线获得的。所提出的调度策略在于优先考虑具有最高Whittle索引值的用户。然后,在执行的实验中使用真实的信道质量跟踪,在单类和多类方案中评估生成的调度解决方案。获得的结果表明,所提出的调度索引规则优于知名的信道感知学科。 (c)2017 Elsevier B.V.保留所有权利。

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