Adaptive Swarm Control Within Saturated Input Based on Nonlinear Coupling Degree

控制理论(社会学) 反推 群体行为 非线性系统 控制器(灌溉) 李雅普诺夫函数 自适应控制 Lyapunov稳定性 计算机科学 运动学 联轴节(管道) 控制工程 工程类 人工智能 控制(管理) 物理 机械工程 生物 经典力学 量子力学 农学
作者
Dengxiu Yu,Long Jia,C. L. Philip Chen,Zhen Wang
出处
期刊:IEEE transactions on systems, man, and cybernetics [Institute of Electrical and Electronics Engineers]
卷期号:52 (8): 4900-4911 被引量:36
标识
DOI:10.1109/tsmc.2021.3102587
摘要

In this article, an adaptive swarm control within saturated input based on the nonlinear coupling degree is proposed. Swarm control is a forward study in kinematics and dynamics of the swarm system. However, the coupling degree in the previous work can only manifest whether the agents in the swarm being connected or not, ignoring the connection strength. As a result, the nonlinear coupling degree is proposed, which is more suitable for practical engineering than the previous coupling degree. Based on the nonlinear coupling degree, we put forward novel swarm kinematics and dynamics. Besides, the effects of input saturation and nonlinear dynamics should be considered for this novel swarm control based on the nonlinear coupling degree. Therefore, we introduce the backstepping method to design an adaptive swarm controller. With this controller, the input saturation auxiliary system is designed to reduce the effects of input saturation, and a radial basis function neural network (RBF-NN) is introduced to approximate the nonlinear dynamics. To overcome the differential explosion in the backstepping method, a command filter is put forward to reduce the amount of calculation and reduces the difficulty of the controller design. It is proved that the proposed controller ensures stability based on the Lyapunov stability theory. Finally, the simulation results of a multiagent system composed of six omnidirectional mobile robots illustrate the validity of the proposed controller.
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