多层网络上的多智能体系统:同步分析与网络设计

Multiagent Systems on Multilayer Networks: Synchronization Analysis and Network Design

IEEE Transactions on Systems, Man, and Cybernetics: Systems · 2017
被引 142
ABS 3

中文导读

研究了通过不同类型交互连接的多层网络上的多智能体系统同步问题,提出了加性耦合和马尔可夫切换耦合模型,推导了同步判据,并引入联合同步区域概念用于网络设计。

Abstract

This paper is concerned with the synchronization of multiagent systems connected via different types of interactions, known as multilayer networks. Additive coupling and Markovian switching coupling are proposed to capture the layered connections with two kinds of mathematical models constructed. First, based on simultaneously diagonalization of multiple Laplacian matrices, a general criterion is derived, ensuring that the synchronization problem with additive coupling can be decoupled. Then, an alternative condition is presented, which is related to the number of layers, regardless of the number of agents. With the derived criteria, a concept of joint synchronization region is introduced and further discussed as a network design problem. Synchronization with Markovian switching layers is also analyzed in parallel, exemplified by some special cases of two-layer networks. Finally, a group of cellular neural networks coupled by two-layer connections are chosen to illustrate the effectiveness of the theoretical results.

多智能体系统复杂网络同步控制网络设计