Information Aging Through Queues: A Mutual Information Perspective

Yin Sun, Benjamin Cyr
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引用次数: 64

Abstract

In this paper, we propose a new measure for the freshness of information, which uses the mutual information between the real-time source value and the delivered samples at the receiver to quantify the freshness of the information contained in the delivered samples. Hence, the “aging” of the received information can be interpreted as a procedure that the above mutual information reduces as the age grows. In addition, we consider a sampling problem, where samples of a Markov source are taken and sent through a queue to the receiver. In order to optimize the freshness of information, we study the optimal sampling policy that maximizes the time-average expected mutual information. We prove that the optimal sampling policy is a threshold policy and find the optimal threshold exactly. Specifically, a new sample is taken once a conditional mutual information reduces to a threshold, and the threshold is equal to the optimum value of the time-average expected mutual information that is being maximized. Numerical results are provided to compare different sampling policies.
通过队列的信息老化:一个相互信息的视角
本文提出了一种新的信息新鲜度度量方法,即利用实时源值与接收端送出样品之间的互信息来量化送出样品中所含信息的新鲜度。因此,接收到的信息的“老化”可以理解为上述互信息随着年龄的增长而减少的过程。此外,我们还考虑了采样问题,其中马尔可夫源的样本通过队列发送到接收器。为了优化信息的新鲜度,我们研究了使时间平均期望互信息最大化的最优抽样策略。我们证明了最优抽样策略是一个阈值策略,并准确地找到了最优阈值。具体来说,一旦条件互信息减少到一个阈值,就会取一个新的样本,该阈值等于正在最大化的时间平均期望互信息的最优值。数值结果比较了不同的采样策略。
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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