Age of Information: An Indirect Way To Improve Control System Performance

Onur Ayan, A. Ephremides, W. Kellerer
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引用次数: 6

Abstract

In this paper, we consider N heterogeneous control sub-systems sharing a wireless communication channel. Network resources are limited and they are allocated by a centralized scheduler. Each transmission is lost with a probability that is higher or lower depending on the portion each sub-system receives from the pool of network resources. Furthermore, state measurements go through a first come first serve (FCFS) Geo/Geo/1 transmission queue after they are generated by each sensor. In such a setting, the information at each remote controller that is observing the state measurements through the wireless channel gets outdated. Age of Information (AoI) captures this effect and measures the information freshness at each controller. By definition, AoI is control unaware thus not a standalone metric to capture the heterogeneous requirements of control sub-systems. However, we show how the stationary distribution of Age of information (AoI) can be employed as an intermediate metric to obtain the expected control performance in the network. As a result, we solve the resource allocation problem optimally and show by simulations that we are able to improve the control performance indirectly through AoI.
信息时代:提高控制系统性能的间接途径
本文考虑共享一个无线通信信道的N个异构控制子系统。网络资源是有限的,它们由集中的调度程序分配。每次传输丢失的概率是高是低取决于每个子系统从网络资源池接收的部分。此外,状态测量值由每个传感器生成后,经过先到先服务(FCFS) Geo/Geo/1传输队列。在这种设置中,通过无线信道观察状态测量的每个远程控制器上的信息会过时。信息时代(AoI)捕捉到了这种效果,并测量了每个控制器上的信息新鲜度。根据定义,AoI是控制无关的,因此不是捕获控制子系统异构需求的独立度量。然而,我们展示了如何使用信息年龄(AoI)的平稳分布作为中间度量来获得网络中的预期控制性能。结果表明,优化解决了资源分配问题,并通过仿真证明了通过AoI可以间接提高控制性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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