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Updated: Jun 10, 2025

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The HoneyComb Paradigm for Research on Collective Human Behavior
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多重转换基于矩阵的自适应投射式 Vortex 形成跟踪多代理系统与完全未知的输入的领导者
IEEE transactions on cybernetics
|October 16, 2024
概括
本研究引入了一种新的方法,用于在线性多代理系统 (MAS) 中进行投射性形形成跟踪 (PVFT),而不需要领导信息. 开发的协议通过估计,聚合和旋转过程来确保可靠的PVFT.
科学领域:
- 控制工程 控制工程 控制工程
- 系统科学 系统科学
- 机器人技术 机器人技术 机器人技术
背景情况:
- 多代理系统 (MAS) 提出了复杂的协调挑战.
- 分布式控制对MAS至关重要,因为全球信息无法获得.
- 投射式旋形成跟踪 (PVFT) 是MASS的一个先进的控制目标.
研究的目的:
- 开发一个分布式自适应观察器,用于在MAS中捕获领导信号.
- 建议在定向图上为线性MAS提供一种新的分布式PVFT协议.
- 为应对未知领导者输入及其上限的挑战.
主要方法:
- 使用投影矩阵的分布式自适应观察者的设计.
- 开发一个分布式的PVFT协议,包括本地观察员和坐标合矩阵.
- 实现自适应更新机制和非线性函数来处理未知的领导输入.
主要成果:
- 拟议的协议使线性MAS能够实现PVFT.
- 通过估计,聚合和旋转阶段证明了算法的有效性.
- 系统分析参数对聚合和旋转动态的影响.
结论:
- 开发的方法可靠地在定向图拓下在线性MAS中实现PVFT.
- 适应观察员和控制协议有效地处理未知的领导信息.
- 模拟示例验证了拟议方法的稳定性和可靠性.
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