Distributed Average Consensus via Noisy and Noncoherent Over-the-Air Aggregation

IF 5 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Control of Network Systems Pub Date : 2024-07-23 DOI:10.1109/TCNS.2024.3432827
Huiwen Yang;Xiaomeng Chen;Lingying Huang;Subhrakanti Dey;Ling Shi
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Abstract

Over-the-air aggregation has attracted widespread attention for its potential advantages in task-oriented applications, such as distributed sensing, learning, and consensus. In this article, we develop a communication-efficient distributed average consensus protocol by utilizing over-the-air aggregation, which exploits the superposition property of wireless channels rather than combat it. Noisy channels and noncoherent transmission are taken into account, and only half-duplex transceivers are required. We prove that the system can achieve average consensus in mean square and even almost surely under the proposed protocol. Furthermore, we extend the analysis to the scenarios with time-varying topology. Numerical simulation shows the effectiveness of the proposed protocol.
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通过噪声和非相干空中聚合实现分布式平均共识
空中聚合因其在面向任务的应用(如分布式感知、学习和共识)中的潜在优势而受到广泛关注。在本文中,我们通过利用空中聚合开发了一种通信效率高的分布式平均共识协议,该协议利用了无线信道的叠加特性,而不是对抗它。考虑噪声信道和非相干传输,只需要半双工收发器。我们证明了在所提出的协议下,系统可以在均方上达到平均共识,甚至几乎可以肯定。进一步,我们将分析扩展到具有时变拓扑的场景。数值仿真结果表明了该协议的有效性。
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来源期刊
IEEE Transactions on Control of Network Systems
IEEE Transactions on Control of Network Systems Mathematics-Control and Optimization
CiteScore
7.80
自引率
7.10%
发文量
169
期刊介绍: The IEEE Transactions on Control of Network Systems is committed to the timely publication of high-impact papers at the intersection of control systems and network science. In particular, the journal addresses research on the analysis, design and implementation of networked control systems, as well as control over networks. Relevant work includes the full spectrum from basic research on control systems to the design of engineering solutions for automatic control of, and over, networks. The topics covered by this journal include: Coordinated control and estimation over networks, Control and computation over sensor networks, Control under communication constraints, Control and performance analysis issues that arise in the dynamics of networks used in application areas such as communications, computers, transportation, manufacturing, Web ranking and aggregation, social networks, biology, power systems, economics, Synchronization of activities across a controlled network, Stability analysis of controlled networks, Analysis of networks as hybrid dynamical systems.
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