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利普希茨-非线性异质多代理自适应分布式时间变化的形成跟踪控制与联合连接的拓学
Ling Zhu1, Yuyi Huang2,3, Yandong Li2,3
1School of Mechanical and Electrical Engineering, Qiqihar University, Qiqihar 161000, China.
Entropy (Basel, Switzerland)
|June 26, 2025
概括
本研究介绍了一种用于非线性多代理系统的新型分布式自适应控制器,使追随者能够仅使用局部信息和相对错误来跟踪时间变化的组成中的领导者.
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
- 网络化系统 网络化系统
背景情况:
- 多代理系统 (MAS) 面临着协调控制的挑战,特别是非线性动态和时间变化的构成.
- 现有的控制方法往往需要全局信息,或者有异质系统和动态拓学的局限性.
研究的目的:
- 开发一个分布式自适应控制器,用于在非线性MAS中随时间变化的形成跟踪.
- 解决异质系统和联合连接的拓图所带来的挑战.
主要方法:
- 使用相邻代理之间的相对误差来设计分布式自适应控制器.
- 适应性误差调整的里卡蒂不等式方法的应用.
- 使用联合连接的拓图表来进行领导跟随者协调.
主要成果:
- 拟议的控制器有效地管理领导者和追随者的异质非线性条款.
- 仅使用本地信息实现了时间变化的形成跟踪,避免了全球最小自值约束.
- 在联合连接的图形下,系统的稳定性被严格地使用Lyapunov方法证明.
结论:
- 新的分布式自适应控制策略确保在非线性MAS中稳定有效地跟踪时间变化的形成.
- 该方法为异质系统和动态网络拓学提供了强大的解决方案.
- 数字模拟验证了控制器的性能和实际可用性.
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