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具有马尔可夫切换拓扑和通信噪声的连续时间多智能体系统一致性的充要条件

Necessary and Sufficient Conditions for Consensus of Continuous-Time Multiagent Systems With Markovian Switching Topologies and Communication Noises.

作者信息

Li Mengling, Deng Feiqi

出版信息

IEEE Trans Cybern. 2020 Jul;50(7):3264-3270. doi: 10.1109/TCYB.2019.2919740. Epub 2019 Jun 11.

Abstract

This paper investigates the mean square consensus problem for continuous-time multiagent systems with randomly switching topologies and noises. The switching is governed by a time-homogeneous Markov process, and each topology corresponds to a state of the process. Meanwhile, the communication noises are also considered for practical applications. We introduce a time-varying gain which can reduce the effect of communication noises. It is shown that the effect of Markovian switching topologies mainly depends on the union of topologies associated with the positive recurrent states of the Markov process. Then, necessary and sufficient conditions can be obtained under a control protocol with time-varying gain. Moreover, we extend our result to the cases where the topological structure is semi-Markovian switching and the elements of transition rate matrix are partly unknown. Finally, we give an example to illustrate the validity of our results.

摘要

本文研究了具有随机切换拓扑和噪声的连续时间多智能体系统的均方一致性问题。切换由一个时齐马尔可夫过程控制,每个拓扑对应于该过程的一个状态。同时,为了实际应用也考虑了通信噪声。我们引入了一个时变增益,它可以降低通信噪声的影响。结果表明,马尔可夫切换拓扑的影响主要取决于与马尔可夫过程的正递归状态相关的拓扑的并集。然后,在具有时变增益的控制协议下可以得到充要条件。此外,我们将结果扩展到拓扑结构为半马尔可夫切换且转移率矩阵的元素部分未知的情况。最后,我们给出一个例子来说明我们结果的有效性。

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