异构多智能体系统的自适应事件触发集隶属度形成及其在全向机器人中的应用

IF 5.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Zehui Xiao , Daotong Zhang , Jie Tao
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引用次数: 0

摘要

本文主要研究针对执行器饱和和切换拓扑的异构多智能体系统的leader-follow群体控制。为了节省有限的智能体资源,提出了一种新的自适应事件触发策略来调节控制器的更新频率,从而避免不必要的数据处理。与传统的自适应策略简单地将跟踪误差作为触发基准不同,本文引入了一种变换规律,开发了一种自适应触发基准,为触发条件提供了更大的潜力,从而更大程度地节省了计算资源。然后,引入集隶属度概念,提出了群体控制协议。然后,考虑饱和约束,建立集隶属度编队控制的优化问题,保证跟踪误差始终被限制在期望的椭球上。为此,提出了一种基于优化问题的在线递归算法,使得连续得到满足椭球状态集的集隶属度控制器。最后,通过数值仿真和在全向机器人平台上的实现,验证了所提方法的优越性和适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adaptive event-triggered set-membership formation of heterogeneous multi-agent systems with application to omnidirectional robots
This article focuses on the leader-following formation control for heterogeneous multi-agent systems against actuator saturation and switching topologies. To save limited agent resources, a novel adaptive event-triggered strategy is evolved to regulate the update frequency of controller, such that some unnecessary data processing can be avoided. Different from the conventional adaptive strategy where the tracking error is simply regarded as the triggering benchmark, a transformation law is introduced in this work to develop an adaptive triggering benchmark, which provides greater potential for the triggering condition to save computational resources to a greater extent. Then, the formation control protocols are proposed by introducing the set-membership concept. Subsequently, considering the saturation constraints, optimization problems of the set-membership formation control are established to ensure that the tracking errors are always restrained to the desired ellipsoids. For achieving the leader-following formation, an online recursive algorithm based on the optimization problems is consequently provided such that the set-membership controllers meeting the ellipsoidal state sets can be continuously obtained. Finally, the superiority and applicability of the proposed method were validated through numerical simulations and its implementation on an omnidirectional robot platform.
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来源期刊
Control Engineering Practice
Control Engineering Practice 工程技术-工程:电子与电气
CiteScore
9.20
自引率
12.20%
发文量
183
审稿时长
44 days
期刊介绍: Control Engineering Practice strives to meet the needs of industrial practitioners and industrially related academics and researchers. It publishes papers which illustrate the direct application of control theory and its supporting tools in all possible areas of automation. As a result, the journal only contains papers which can be considered to have made significant contributions to the application of advanced control techniques. It is normally expected that practical results should be included, but where simulation only studies are available, it is necessary to demonstrate that the simulation model is representative of a genuine application. Strictly theoretical papers will find a more appropriate home in Control Engineering Practice''s sister publication, Automatica. It is also expected that papers are innovative with respect to the state of the art and are sufficiently detailed for a reader to be able to duplicate the main results of the paper (supplementary material, including datasets, tables, code and any relevant interactive material can be made available and downloaded from the website). The benefits of the presented methods must be made very clear and the new techniques must be compared and contrasted with results obtained using existing methods. Moreover, a thorough analysis of failures that may happen in the design process and implementation can also be part of the paper. The scope of Control Engineering Practice matches the activities of IFAC. Papers demonstrating the contribution of automation and control in improving the performance, quality, productivity, sustainability, resource and energy efficiency, and the manageability of systems and processes for the benefit of mankind and are relevant to industrial practitioners are most welcome.
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