Neural Network Based Global Adaptive Dynamic Surface Tracking Control for Robot Manipulators

被引:0
|
作者
Teng, Tao [1 ]
Yang, Chenguang [1 ,2 ]
Xu, Bin [3 ]
Li, Zhijun [1 ]
机构
[1] South China Univ Technol, Key Lab Autonomous Syst & Networked Control, Coll Automat Sci & Engn, Guangzhou 510640, Guangdong, Peoples R China
[2] Swansea Univ, Zienkiewicz Ctr Computat Engn, Swansea SA1 8EN, W Glam, Wales
[3] Northwestern Polytech Univ, Sch Automat, Xian, Peoples R China
关键词
STRICT-FEEDBACK SYSTEMS; NONLINEAR-SYSTEMS; NN CONTROL;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A neural network empowered dynamic surface control (DSC) technique is addressed for robot manipulators system with unknown dynamics. In comparison to the conventional adaptive neural control algorithms, which could guarantee semi-globally uniformly ultimate boundedness (SGUUB) only when neural approximation keeps effective, the scheme designed in this paper ensures globally uniformly ultimately bounded (GUUB) stability by integrating a switching mechanism which incorporates an additional robust controller to drag the transient state variables back when they go beyond the neural approximation region. Simulation studies on 2-joint robot manipulator have been carried out to validate the designed controller has excellent performance.
引用
收藏
页码:20 / 25
页数:6
相关论文
共 50 条
  • [31] Dynamic Neural Network for Bicriteria Weighted Control of Robot Manipulators
    Liu, Mei
    He, Li
    Shang, Mingsheng
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (08) : 4570 - 4583
  • [32] Trajectory-Tracking-Based Adaptive Neural Network Sliding Mode Controller for Robot Manipulators
    Ren, Bin
    Wang, Yao
    Chen, Jiayu
    JOURNAL OF COMPUTING AND INFORMATION SCIENCE IN ENGINEERING, 2020, 20 (03)
  • [33] Adaptive Control Based Friction Estimation for Tracking Control of Robot Manipulators
    Huang, Junning
    Tateo, Davide
    Liu, Puze
    Peters, Jan
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2025, 10 (03): : 2454 - 2461
  • [34] PERFORMANCE-BASED ADAPTIVE TRACKING CONTROL OF ROBOT MANIPULATORS
    COLBAUGH, R
    GLASS, K
    SERAJI, H
    JOURNAL OF ROBOTIC SYSTEMS, 1995, 12 (08): : 517 - 530
  • [35] Tracking Control of Robot Manipulators via Orthogonal Polynomials Neural Network
    Wang, Hongwei
    Yu, Shuanghe
    ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 3, PROCEEDINGS, 2009, 5553 : 178 - +
  • [36] Adaptive neural network control for image-based visual servoing of robot manipulators
    Qiu, Zhoujingzi
    Wu, Zhigang
    IET CONTROL THEORY AND APPLICATIONS, 2022, 16 (04): : 443 - 453
  • [37] Neural Adaptive Dynamic Surface Asymptotic Tracking Control of Hydraulic Manipulators With Guaranteed Transient Performance
    Yang, Xiaowei
    Deng, Wenxiang
    Yao, Jianyong
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (10) : 7339 - 7349
  • [38] Improved neural network-based adaptive tracking control for manipulators with uncertain dynamics
    Wang, Dong-hui
    Zhang, Shi-jie
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2020, 17 (04)
  • [39] Decentralized adaptive tracking control of robot manipulators
    Tarokh, M
    JOURNAL OF ROBOTIC SYSTEMS, 1996, 13 (12): : 803 - 816
  • [40] Neural network control of robot manipulators
    Lewis, FL
    IEEE EXPERT-INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 1996, 11 (03): : 64 - 75