Scaled consensus for second-order multi-agent systems subject to communication noise with stochastic approximation-type protocols

IF 6.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS ISA transactions Pub Date : 2024-01-01 DOI:10.1016/j.isatra.2023.11.006
Chongyang Wang, Yingxue Du, Zhi Liu, Ancai Zhang, Jianlong Qiu, Xiao Liang
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Abstract

This work is dedicated to the leaderless/leader-following stochastic scaled consensus issue of second-order stochastic multi-agent systems (SMASs) in a noisy environment. Scaled consensus represents that the ratios among agents asymptotically tend to designated constants rather than the common convergence value. To lessen the influence of communication noise, some stochastic approximation protocols with time-varying gain are designed for our underlying system, where the time-varying gain remove the restriction of nonnegative value. Compared with the existing consensus results with communication noise, the major challenge is that the introduction of time-varying gain results in the inapplicability of Lyapunov-based technique. To cope with it, a state decomposition method is utilized, and a series of sufficient necessary conditions are set up for interacting agents with constant velocity and zero velocity if the topology includes a spanning tree. Furthermore, it is conducted that the consensus and bipartite consensus can be seen as two special cases of our work. Finally, the validity of our results is demonstrated by a simulation example.

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具有随机近似型协议的二阶多智能体系统在通信噪声下的标度一致性。
这项工作致力于研究噪声环境中二阶随机多智能体系统的无领导者/领导者跟随随机标度一致性问题。标度一致性表示代理之间的比率渐近地趋向于指定的常数,而不是共同的收敛值。为了减少通信噪声的影响,我们为底层系统设计了一些具有时变增益的随机逼近协议,其中时变增益消除了非负值的限制。与现有的通信噪声一致性结果相比,主要的挑战是时变增益的引入导致了基于李雅普诺夫的技术的不适用性。为了解决这一问题,我们采用了状态分解的方法,并在拓扑结构中包含生成树的情况下,为恒速和零速相互作用的智能体建立了一系列充分必要的条件。此外,我们认为,协商一致和两党协商一致可以看作是我们工作的两个特例。最后,通过仿真实例验证了我们的结果的有效性。
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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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