蜂窝网络控制系统的信息时代与信息价值调度

Onur Ayan, Mikhail Vilgelm, M. Klügel, S. Hirche, W. Kellerer
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引用次数: 85

摘要

信息年龄(Age-of-Information, AoI)是最近引入的用于传感器应用的网络运行度量,它量化了数据的新鲜度。在网络控制系统(NCSs)的背景下,我们比较了AoI度量与信息价值(VoI)度量的价值,后者与随机过程中的不确定性减少有关。首先,我们证明了不确定性随时间的非线性传播取决于系统动力学。接下来,我们将感兴趣的过程的新更新的值定义为AoI和ncs的系统参数的函数。在由多个异构控制回路组成的蜂窝NCS中,我们使用聚合更新值作为集中调度问题的实用工具。通过进行模拟分析,我们表明,与平等地为所有子系统提供公平的数据新鲜度相比,优先考虑具有较高VoI的传输可以提高NCSs的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Age-of-information vs. value-of-information scheduling for cellular networked control systems
Age-of-Information (AoI) is a recently introduced metric for network operation with sensor applications which quantifies the freshness of data. In the context of networked control systems (NCSs), we compare the worth of the AoI metric with the value-of-information (VoI) metric, which is related to the uncertainty reduction in stochastic processes. First, we show that the uncertainty propagates non-linearly over time depending on system dynamics. Next, we define the value of a new update of the process of interest as a function of AoI and system parameters of the NCSs. We use the aggregated update value as a utility for the centralized scheduling problem in a cellular NCS composed of multiple heterogeneous control loops. By conducting a simulative analysis, we show that prioritizing transmissions with higher VoI improves performance of the NCSs compared with providing fair data freshness to all sub-systems equally.
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