基于Whittle索引的马尔可夫信道信息年龄感知调度

IF 2 Q3 TELECOMMUNICATIONS Journal of Computer Networks and Communications Pub Date : 2022-12-30 DOI:10.37256/cnc.1120231701
Bejjipuram Sombabu, Bhishma Dedhia, Sharayu Moharir
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引用次数: 2

摘要

这项工作的重点是在多传感器系统中,在所有传感器使用共享通信信道向中央监测站报告其测量结果的情况下,最小化加权信息年龄和的时间平均值。我们考虑了多种信息设置,包括完全CSI/延迟CSI/无CSI和两种随机通道演化模型,即i.i.d.通道和马尔可夫通道。在所有考虑的情况下,我们证明了调度问题的可索引性。此外,我们以封闭形式计算了一些设置的惠特尔指数。为了最小化AoI的目标,马尔可夫通道的可索引性是这项工作的关键贡献。此外,在i.i.d渠道下,我们提出了一种新的基于Whittle指数的有效实施策略。我们使用模拟来显示,对于所有考虑的设置,基于Whittle索引的调度策略的性能优于或匹配最先进策略的性能。
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Whittle Index Based Age-of-Information Aware Scheduling for Markovian Channels
The focus of this work is on minimizing the time average of the weighted sum of the Age-of-Information in a multi-sensor system in the setting where all sensors report their measurements to a central monitoring station using a shared communication channel. We consider multiple information settings including complete CSI/delayed CSI/no CSI and two stochastic channel evolution models, i.e., i.i.d. channels and Markovian channels. In all settings considered, we prove the indexability of the scheduling problem. In addition, we compute the Whittle Index in closed form for some of the settings. Indexability for Markovian channels for the objective of minimizing AoI is a key contribution of this work. Further, under i.i.d. channels, we propose a novel efficient implementation for the Whittle Index-based policy. We use simulations to show that Whittle Index-based scheduling policies either outperform or match the performance of the state-of-the-art policies for all the settings considered.
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来源期刊
CiteScore
5.30
自引率
5.00%
发文量
18
审稿时长
15 weeks
期刊介绍: The Journal of Computer Networks and Communications publishes articles, both theoretical and practical, investigating computer networks and communications. Articles explore the architectures, protocols, and applications for networks across the full spectrum of sizes (LAN, PAN, MAN, WAN…) and uses (SAN, EPN, VPN…). Investigations related to topical areas of research are especially encouraged, including mobile and wireless networks, cloud and fog computing, the Internet of Things, and next generation technologies. Submission of original research, and focused review articles, is welcomed from both academic and commercial communities.
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