基于pde的多智能体系统部署,增强了领导者通信和Wentzell边界控制

IF 2.5 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS
Shubham Khansili, Anton Selivanov
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引用次数: 0

摘要

我们提出了一种具有链式拓扑的多智能体系统(MAS)的部署策略,其中领导智能体使用从偏微分方程(PDE)模型设计的控制器进行通信和指导系统。领导者和追随者都实现了共识协议,从而形成了一个可以用半线性抛物线PDE建模的系统。在此模型的基础上,我们设计了全局控制器,利用领导代理可以获得的信息来评估他们与目标位置的偏差。通过增强前导之间的通信,实现了更精确的状态估计,从而提高了全局控制器的性能。此外,我们引入了wentzell类型的边界控制,使边界代理能够平衡群体内聚和部署目标。我们建立了成功部署的充分条件,表示为线性矩阵不等式(lmi)。数值模拟表明,所提出的全局控制器优于非通信领导者所使用的全局控制器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PDE-based deployment of multi-agent systems with enhanced leader communication and Wentzell boundary control
We present a deployment strategy for a multi-agent system (MAS) with a chain topology, where leader agents communicate and direct the system using controllers designed from a Partial Differential Equation (PDE) model. Both the leader and follower agents implement a consensus protocol, resulting in a system that can be modeled by a semilinear parabolic PDE. Based on this model, we design global controllers that utilize the information available to the leader agents, who can assess their deviation from the target position. By enhancing communication between the leaders, we achieve more accurate state estimation, which improves the performance of the global controllers. Additionally, we introduce a Wentzell-type boundary control, enabling the boundary agents to balance swarm cohesion with the deployment objective. We establish sufficient conditions for successful deployment, expressed as Linear Matrix Inequalities (LMIs). Numerical simulations show that the proposed global controllers outperform those used by non-communicating leaders.
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来源期刊
Systems & Control Letters
Systems & Control Letters 工程技术-运筹学与管理科学
CiteScore
4.60
自引率
3.80%
发文量
144
审稿时长
6 months
期刊介绍: Founded in 1981 by two of the pre-eminent control theorists, Roger Brockett and Jan Willems, Systems & Control Letters is one of the leading journals in the field of control theory. The aim of the journal is to allow dissemination of relatively concise but highly original contributions whose high initial quality enables a relatively rapid review process. All aspects of the fields of systems and control are covered, especially mathematically-oriented and theoretical papers that have a clear relevance to engineering, physical and biological sciences, and even economics. Application-oriented papers with sophisticated and rigorous mathematical elements are also welcome.
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