Active Disturbance Rejection Trajectory Tracking Control of Manipulator Based on Neural Network

被引:0
|
作者
Cong, Mengxin [1 ]
Zhao, Tong [1 ]
机构
[1] Qingdao Univ Sci & Technol, Sch Automat & Elect Engn, Qingdao 266061, Peoples R China
关键词
Active disturbance rejection control; BP neural network; Manipulator; Trajectory tracking;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the study of the tracking characteristics of industrial manipulator, it is difficult to get the accurate system model due to the nonlinearity and uncertainty of the manipulator itself, and the traditional control theory can not achieve high-precision tracking control. In order to solve the above problems, by analyzing the dynamic model of the uncertain multi joint manipulator, based on the in-depth study of active disturbance rejection control (ADRC) and repetitive control, an ADRC algorithm with good tracking accuracy and strong robustness is proposed. In order to solve the problem that parameters are difficult to adjust, neural network is introduced to adjust the parameters. The simulation results show that the method can effectively eliminate the tracking error, improve the robustness of the system, and meet the tracking accuracy of the uncertain multi joint manipulator.
引用
收藏
页码:1732 / 1737
页数:6
相关论文
共 50 条
  • [1] Trajectory tracking for mobile manipulator based on nonlinear active disturbance rejection control
    Algrnaodi, Mhmed
    Saad, Maarouf
    Saad, Mohamad
    Fareh, Raouf
    Brahmi, Abdelkarim
    INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2021, 37 (02) : 95 - 105
  • [2] Trajectory Tracking Control of an Omnidirectional Mobile Manipulator Based on Active Disturbance Rejection Control
    Ren, Chao
    Zhang, Mingyuan
    Ma, Shugen
    Wei, Dongmei
    2018 13TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2018, : 1537 - 1542
  • [3] Composite trajectory tracking control for robot manipulator with active disturbance rejection
    Shi, Danni
    Zhang, Jinhui
    Sun, Zhongqi
    Shen, Ganghui
    Xia, Yuanqing
    CONTROL ENGINEERING PRACTICE, 2021, 106
  • [4] Optimized active disturbance rejection trajectory tracking control for mobile cleaning manipulator
    Cheng Z.
    Li Z.
    Du Y.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2023, 29 (12): : 3993 - 4000
  • [5] Active Disturbance Rejection Control for Trajectory Tracking of Space Manipulator Flexible Joint
    Zhao Zhigang
    Tian Hao
    Zhao Yang
    2011 30TH CHINESE CONTROL CONFERENCE (CCC), 2011, : 727 - 732
  • [6] Trajectory Tracking Control for a Robotic Manipulator Using Nonlinear Active Disturbance Rejection Control
    Ali, Mohammed
    Alexander, Charles K.
    PROCEEDINGS OF THE ASME 10TH ANNUAL DYNAMIC SYSTEMS AND CONTROL CONFERENCE, 2017, VOL 2, 2017,
  • [7] Modified Linear Active Disturbance Rejection Control for Uncertain Robot Manipulator Trajectory Tracking
    Hu, Hongjun
    Xiao, Shungen
    Shen, Haikuo
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021
  • [8] Trajectory tracking control based on linear active disturbance rejection controller for 6-DOF robot manipulator
    乔冠宇
    Peng Cheng
    Xu Zhenbang
    Gao Huibin
    High Technology Letters, 2019, 25 (04) : 347 - 354
  • [9] Trajectory tracking problem for a Flexible Mobile Manipulator: A Flatness Based Approach combined with Active Disturbance Rejection Control
    Feliu-Talegon, Daniel
    Sira-Ramirez, Hebertt
    Feliu-Batlle, Vicente
    IFAC PAPERSONLINE, 2023, 56 (02): : 6338 - 6343
  • [10] Precise Trajectory Tracking for UAV Based on Active Disturbance Rejection Control
    Zhang, Xiaofeng
    Wang, Honglun
    Shao, Xingling
    Liu, Chang
    FOURTH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND INFORMATION SCIENCES (CCAIS 2015), 2015, : 464 - 469