Fixed-time adaptive consistent control of higher-order nonlinear multi-agent systems with full state constraints and input saturation

非线性系统 控制理论(社会学) 饱和(图论) 国家(计算机科学) 计算机科学 自适应控制 控制(管理) 数学 算法 人工智能 物理 量子力学 组合数学
作者
Guoqiang Zhu,Xuecheng Zhang,Xuecheng Zhang,Xiuyu Zhang,Xiuyu Zhang,Chun‐Yi Su
出处
期刊:Neurocomputing [Elsevier BV]
卷期号:639: 130180-130180 被引量:6
标识
DOI:10.1016/j.neucom.2025.130180
摘要

This paper investigates high-order nonlinear multi-agent systems with state constraints and input saturation. A novel control scheme incorporating Neural Networks and Barrier Lyapunov Functions is designed to achieve adaptive fixed-time consensus control. This innovative scheme effectively addresses the complexity explosion problem typical in traditional controller designs while ensuring that the closed-loop system remains within its constraints. During the design process, a first-order sliding mode differentiator was introduced, and compensations were made for filter errors to ensure stability and consistency within a fixed-time. Additionally, experiments using Matlab numerical simulations and the StarSim semi-physical simulation platform confirm that the proposed control scheme significantly surpasses traditional methods in efficiency and accuracy, validating its effectiveness and practicality for solving the consensus problem in high-order nonlinear multi-agent systems. • Introduces NN-based fixed-time adaptive control for uncertain nonlinear MASs. • Incorporates BLF backstepping with sliding-mode differentiator for state constraint. • Adds filter error compensation for bounded closed-loop system stability. • Adaptive inputs saturation limits, ensuring bounded input signals and system stability.
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