对异质多代理系统的数据驱动的最佳合作跟踪控制
Yong-Sheng Ma1, Yong Xu1, Jian Sun1
1National Key Lab of Autonomous Intelligent Unmanned Systems, School of Automation, Beijing Institute of Technology, Beijing 100081, China.
ISA transactions
|September 12, 2024
概括
本研究引入了多代理系统的新控制方法,以实现最佳的合作跟踪. 它使追随者能够在没有直接沟通的情况下跟踪领导者,使用新的观察员和分散的控制器.
科学领域:
- 控制系统工程 控制系统工程
- 机器人技术 机器人技术 机器人技术
- 人工智能的人工智能
背景情况:
- 合作追踪对于多代理系统至关重要.
- 现有的方法往往需要领导者跟随者沟通或系统模型.
- 不同质的系统在控制设计中提出了独特的挑战.
研究的目的:
- 开发数据驱动的层次控制方案,以在异质的多代理系统中实现最佳的合作跟踪.
- 为了应对追随者跟踪领导者而没有直接沟通的挑战.
- 设计一个不需要先前了解系统模型或稳定政策的控制系统.
主要方法:
- 一个在规定的时间内完全分布的观察者对每个追随者估计了领导者的状态.
- 一个数据驱动的分散控制器被设计用于输出跟踪.
- 控制方案是分层的,整合了观察员和控制器的设计.
主要成果:
- 观察者保证在设计者预先确定的时间内接近,独立于全球拓.
- 分散控制器实现了领导者-追随者跟踪,而不需要追随者系统模型.
- 模拟结果验证了拟议方法的有效性和优势.
结论:
- 拟议的层次控制方案为数据驱动的最佳合作跟踪提供了一个强大的解决方案.
- 该方法克服了现有方法的局限性,消除了领导者跟随者沟通和系统模型知识的需要.
- 这项工作推动了多代理系统控制领域的发展,特别是在异质配置方面.
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