Interplay Between Graph Spectrum and Fast Consensus in Multiagent Systems With Artificial Delays

IF 5.3 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Alejandro Martínez-González;Adrián Ramírez
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引用次数: 0

Abstract

This article presents a single-delay proportional-retarded consensus protocol that improves the speed of response in a large-scale multiagent system with $n$ double integrators. Unlike its predecessor with multiple delays, the proposed protocol uses a single delay across the network, eliminating the need to implement $n-1$ incommensurate delays. This simplification is achieved without compromising the protocol’s established properties, including fast consensus, minimal system information requirements, and robustness to measurement noise. The main result establishes that optimizing the spectral abscissa of the collective dynamics determines consensus speed. While this optimization is generally intractable due to the system’s infinite-dimensional nature, in undirected networks, the problem becomes solvable in closed form by analyzing the stability of only two key quasi-polynomials: one associated with the algebraic connectivity and the other with the spectral radius of the graph’s Laplacian. This approach extends to arbitrarily large networks, leading to a scalable analytical tuning rule for the protocol parameters.
具有人工延迟的多智能体系统图谱与快速一致性的相互作用
本文提出了一种单延迟比例延迟共识协议,该协议提高了具有$n$双积分器的大规模多智能体系统的响应速度。与具有多个延迟的前身不同,提议的协议在整个网络中使用单个延迟,从而消除了实现$n-1$不相称延迟的需要。这种简化是在不损害协议已建立的属性的情况下实现的,包括快速共识、最小的系统信息需求和对测量噪声的鲁棒性。主要结果表明,优化集体动力学的谱横坐标决定了共识速度。虽然由于系统的无限维性质,这种优化通常是难以解决的,但在无向网络中,通过分析两个关键拟多项式的稳定性,问题可以以封闭形式解决:一个与代数连通性有关,另一个与图的拉普拉斯函数的谱半径有关。这种方法可以扩展到任意大的网络,从而产生针对协议参数的可伸缩分析调优规则。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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