Point-to-point scheduling over a wireless channel with costly channel state information

Nitin Salodkar, A. Karnik
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Abstract

In this work, we are interested in understanding the trade-off between the cost of acquiring accurate information and the improvement in the system performance because of accuracy of information. Specifically, we consider the wireless scheduling scenario where a scheduler residing at the transmitter can acquire the channel state information (CSI) at various levels of accuracy, but at a cost which increases with accuracy. The scheduler is, therefore, required to make CSI acquisition as well as scheduling decisions to minimize the total cost over an infinite horizon. We pose this problem as a partially observable Markov decision problem. We analyze it by converting it into a perfect state Markov decision problem (MDP) with belief distribution as the state and provide structural properties of the optimal policy. Under a special case, where CSI is either known perfectly or is not known, we show that the problem can be simplified and posed as an MDP in which the policy determines a sampling interval for each channel state. We present a numerical technique to compute these sampling intervals and numerical results based on it.
在具有昂贵信道状态信息的无线信道上进行点对点调度
在这项工作中,我们感兴趣的是了解获取准确信息的成本和由于信息准确性而提高的系统性能之间的权衡。具体来说,我们考虑无线调度场景,其中驻留在发射机的调度程序可以以不同的精度级别获取信道状态信息(CSI),但成本随着精度的增加而增加。因此,调度程序需要进行CSI采集和调度决策,以便在无限范围内最小化总成本。我们把这个问题作为一个部分可观察的马尔可夫决策问题。将其转化为一个以信念分布为状态的完美状态马尔可夫决策问题,并给出了最优策略的结构性质。在CSI完全已知或不知道的特殊情况下,我们展示了该问题可以简化为MDP,其中策略确定每个通道状态的采样间隔。我们提出了一种计算这些采样间隔的数值方法,并在此基础上给出了数值结果。
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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