Containment Maneuvering for a Class of Uncertain Nonlinear Systems Based on Concurrent Learning

Yibo Zhang, Dan Wang, Zhouhua Peng
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Abstract

In this paper, we investigate a containment maneuvering problem for uncertain nonlinear systems in MIMO strict-feedback form. The outputs of followers are driven to converge to a convex hull spanned by multiple parameterized paths and path variables need to satisfy a given dynamic task. A containment maneuvering controller is proposed based on a modular design approach. First, an estimation module is developed based on an RBF network, and adaption laws are proposed based on a concurrent learning method. Then, a controller module is proposed based on a modified dynamic surface control method using a second-order nonlinear tracking differentiator. At last, a path update law is designed by using a distributed maneuvering error feedback. Input-to-state stability theory and cascade theory are utilized to analyze the stability of the closed-loop system. The proposed design is a distributed method and attains adaption without the persistent excitation condition.
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一类基于并行学习的不确定非线性系统的包容机动
本文研究了一类不确定非线性系统在MIMO严格反馈形式下的约束机动问题。follower的输出被驱动收敛到一个由多个参数化路径组成的凸包,路径变量需要满足给定的动态任务。提出了一种基于模块化设计方法的围堵机动控制器。首先,开发了基于RBF网络的估计模块,并提出了基于并行学习方法的自适应律;然后,提出了一种基于二阶非线性跟踪微分器的改进动态曲面控制方法的控制器模块。最后,利用分布式机动误差反馈设计了路径更新律。利用输入状态稳定性理论和串级理论分析了闭环系统的稳定性。所提出的设计是一种分布式的方法,可以在没有持续激励条件的情况下实现自适应。
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