马尔可夫能量到达下的信息时代感知调度

Bejjipuram Sombabu, Sharayu Moharir
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引用次数: 3

摘要

我们考虑通过共享通信通道调度多个源到中央监测站的更新任务。每个源从自然中获取能量,测量时变量,并将这些测量结果报告给监测站。该领域先前的工作主要集中在假设能量到达是随时间独立的情况下。由于许多可再生能源产生的能量具有时间相关性,我们使用马尔可夫过程对能量到达进行建模。目标是最小化源的信息年龄加权和的时间平均值。我们利用Whittle的松弛,提出了Whittle索引的修改来设计调度策略。我们通过模拟表明,我们的政策优于其他自然政策。
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Age-of-Information Aware Scheduling under Markovian Energy Arrivals
We consider the task of scheduling updates from multiple sources to a central monitoring station via a shared communication channel. Each source harvests energy from nature to measure a time-varying quantity and report these measurements to the monitoring station. Prior work in this area focuses on the setting where energy arrivals are assumed to be independent across time. Motivated by the time-correlation in energy generated by many renewable energy sources, we use a Markov process to model the energy arrivals. The goal is to minimize the time average of the weighted sum of the ages-of-information of the sources. We use Whittle’s relaxation and propose a modification of the Whittle Index to design a scheduling policy. We show that our policy outperforms other natural policies via simulations.
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