受牧羊行为启发的多机器人系统分布式蜂群控制

IF 4.4 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Science China Technological Sciences Pub Date : 2024-06-25 DOI:10.1007/s11431-023-2651-6
GuiBin Sun, HaiBo Gu, JinHu Lü
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引用次数: 0

摘要

蜂群行为在生物和工程研究中都发挥着重要作用,并在许多新兴领域显示出巨大的应用潜力。传统的蜂群模型在蜂群形成过程中仍然缺乏整体性、均匀性和稳定性,导致蜂群分裂和无效现象。受自然界中牧羊行为的启发,我们提出了一种用于大规模机器人分布式群控的集成协商控制方案。该方案的核心思想是,处于群体边界的机器人对内部机器人进行放牧,以形成一个平衡的群体。为此,我们引入了一个虚拟群体中心的概念,边界机器人将内部机器人引向虚拟群体中心。然后,我们设计了一种分布式协商机制,允许每个机器人仅通过与其邻居的本地交互来协商虚拟群体中心。之后,我们提出了一种受牧羊启发的蜂群控制法则,以驱动一群机器人从任意初始状态形成一个完整、统一和稳定的配置。我们通过数值模拟和飞行模拟来验证我们提出的蜂群控制方案的有效性。
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Distributed swarm control for multi-robot systems inspired by shepherding behaviors

Swarming behaviors play an eminent role in both biological and engineering research, and show great potential applications in many emerging fields. Traditional swarming models still lack integrity, uniformity, and stability in swarm forming processes, resulting in fragmentation and void phenomena. Inspired by the shepherding behaviors observed in nature, we propose an integrated negotiation-control scheme for distributed swarm control of massive robots. The core idea of this scheme is that the robots at the boundary of the group herd the internal robots to form an equilibrium swarm. For this purpose, we introduce a concept of virtual group center towards which boundary robots herd internal robots. Then, a distributed negotiation mechanism is designed to allow each robot to negotiate the virtual group center only through local interactions with its neighbors. After that, we propose a shepherding-inspired swarm control law to drive a group of robots to form an integrated, uniform, and stable configuration from any initial states. Both numerical and flight simulations are presented to verify the effectiveness of our proposed swarm control scheme.

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来源期刊
Science China Technological Sciences
Science China Technological Sciences ENGINEERING, MULTIDISCIPLINARY-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
8.40
自引率
10.90%
发文量
4380
审稿时长
3.3 months
期刊介绍: Science China Technological Sciences, an academic journal cosponsored by the Chinese Academy of Sciences and the National Natural Science Foundation of China, and published by Science China Press, is committed to publishing high-quality, original results in both basic and applied research. Science China Technological Sciences is published in both print and electronic forms. It is indexed by Science Citation Index. Categories of articles: Reviews summarize representative results and achievements in a particular topic or an area, comment on the current state of research, and advise on the research directions. The author’s own opinion and related discussion is requested. Research papers report on important original results in all areas of technological sciences. Brief reports present short reports in a timely manner of the latest important results.
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