网络估计与控制中信息的诸多方面

IF 11.2 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Annual Review of Control Robotics and Autonomous Systems Pub Date : 2022-11-02 DOI:10.1146/annurev-control-042820-010811
M. Franceschetti, M. J. Khojasteh, M. Win
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引用次数: 1

摘要

反馈回路在通信网络上闭合的网络控制系统出现在多个领域,包括智能电网、自动驾驶、无人机,以及活跃在服务、生产、农业、智能家居和城市中的许多工业和机器人系统。在这些环境中,系统的两个主要层面——控制和通信——强烈地影响着彼此的表现,它们也揭示了以信息计算和通信技术为代表的网络系统组件与以需要控制的环境为代表的物理系统组件之间的相互作用。在近二十年的时间里,人们对网络控制系统中实现可靠状态估计和稳定所需的信息访问和分布约束进行了深入研究。本文回顾了这一领域的一些基础成果,绘制了我们这些年所学到的地图,并描述了我们未来将面临的新挑战。我们不是简单地列出不同的结果,而是使用统一的符号以连贯的方式呈现它们,并且我们还将它们放在上下文中,突出它们的理论见解和实际意义。特别关注分布式传感和通信系统中分散估计的最新发展,以及网络控制背景下事件定时的信息论价值。预计《控制、机器人和自主系统年度评论》第14卷的最终在线出版日期是2023年5月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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The Many Facets of Information in Networked Estimation and Control
Networked control systems, where feedback loops are closed over communication networks, arise in several domains, including smart energy grids, autonomous driving, unmanned aerial vehicles, and many industrial and robotic systems active in service, production, agriculture, and smart homes and cities. In these settings, the two main layers of the system, control and communication, strongly affect each other's performance, and they also reveal the interaction between a cyber-system component, represented by information-based computing and communication technologies, and a physical-system component, represented by the environment that needs to be controlled. The information access and distribution constraints required to achieve reliable state estimation and stabilization in networked control systems have been intensively studied over the course of roughly two decades. This article reviews some of the cornerstone results in this area, draws a map for what we have learned over these years, and describes the new challenges that we will face in the future. Rather than simply listing different results, we present them in a coherent fashion using a uniform notation, and we also put them in context, highlighting both their theoretical insights and their practical significance. Particular attention is given to recent developments related to decentralized estimation in distributed sensing and communication systems and the information-theoretic value of event timing in the context of networked control. Expected final online publication date for the Annual Review of Control, Robotics, and Autonomous Systems, Volume 14 is May 2023. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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来源期刊
CiteScore
28.30
自引率
2.20%
发文量
25
期刊介绍: The Annual Review of Control, Robotics, and Autonomous Systems offers comprehensive reviews on theoretical and applied developments influencing autonomous and semiautonomous systems engineering. Major areas covered include control, robotics, mechanics, optimization, communication, information theory, machine learning, computing, and signal processing. The journal extends its reach beyond engineering to intersect with fields like biology, neuroscience, and human behavioral sciences. The current volume has transitioned to open access through the Subscribe to Open program, with all articles published under a CC BY license.
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