大规模多机器人系统的几何图案形成的分布式控制
Andrea Giusti1, Gian Carlo Maffettone2, Davide Fiore3
1Department of Electrical Engineering and Information Technology, University of Naples Federico II, Naples, Italy.
Frontiers in robotics and AI
|October 16, 2023
概括
本研究引入了分布式控制定律,用于多代理系统,以形成像格子这样的几何图案. 它需要最小的传感器和没有通信,增强强性和灵活性.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 控制理论 控制理论
- 分布式系统 分布式系统
背景情况:
- 几何图案的形成对于大型多代理系统 (MAS),如无人机群和智能运输是必不可少的.
- 现有的控制策略通常涉及性能和传感器/通信要求之间的权衡.
- 需要有效的,低成本的控制方法来形成MAS模式.
研究的目的:
- 开发一个分布式控制定律,以在MAS中实现三角形和方形格子构成.
- 为自动控制增益调整设计适应法,提高稳定性和灵活性.
- 通过模拟和实验验证拟议的方法.
主要方法:
- 提出了一项基于分布式位移的控制法.
- 引入了自动增益调节的自适应性控制法.
- 进行数值模拟和实验验证.
主要成果:
- 控制法成功地使大组代理形成三角形和正方形格子.
- 该系统表现出稳健性和灵活性,传感器要求较低,无代理间通信.
- 适应法有效地调整了控制收益,减少了设计工作.
结论:
- 拟议的分布式控制法为MAS中的几何图案形成提供了有效的解决方案.
- 该方法被验证为强大,灵活,适合资源有限的系统.
- 这项工作有助于推进分散的控制策略,以协调多代理行为.
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