An adaptive type-2 fuzzy sliding mode tracking controller for a robotic manipulator

被引:2
|
作者
Zhang, Qianqian [1 ]
Mu, Mingye [2 ]
Ji, Heyuan [3 ]
Wang, Qiushi [4 ]
Wang, Xingyu [5 ]
机构
[1] Philips Hlth Technol China Co Ltd, Shenyang Branch, Shenyang 110000, Peoples R China
[2] Shenyang Aircraft Corp, Tech Inspect Ctr, Shenyang 110850, Peoples R China
[3] Dalian Univ Technol, Fac Elect Informat & Elect Engn, Dalian 116024, Peoples R China
[4] State Grid Tieling Elect Power Supply Co, Tieling 112000, Peoples R China
[5] Jiangsu Univ Sci & Technol, Marine Equipment & Technol Inst, Zhenjiang 212000, Peoples R China
来源
ELECTRONIC RESEARCH ARCHIVE | 2023年 / 31卷 / 07期
关键词
robotic manipulator; sliding mode control; type-2 fuzzy logic; trajectory tracking control; servo controller; SYSTEMS; DESIGN; STRATEGY;
D O I
10.3934/era.2023193
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
With the wide application of intelligent manufacturing and the development of diversified functions of industrial manipulator, the requirements for the control accuracy and stability of the manipulator servo system are also increasing. The control of industrial manipulator is a time-varying system with nonlinear and strong coupling, which is often affected by uncertain factors, including parameter changing, environmental interference, joint friction and so on. Aiming at the problem of the poor control accuracy of the manipulator. Under the complex disturbance environment, control accuracy of the manipulator will be greatly affected, so this paper proposes an adaptive type-2 fuzzy sliding mode control (AT2FSMC) method applied to the servo control of the industrial manipulator, which realizes the adaptive adjustment of the boundary layer thickness to suppress the trajectory error caused by the external disturbance and weakens the chattering problem of the sliding mode control. The simulation results on a two-axis manipulator indicate that, with the presence of external disturbances, the proposed control method can help the manipulator maintain control signal stability and improve tracking accuracy. It also suppressed chattering produced by sliding mode control (SMC) and strengthening the robustness of the system. Compared with other conventional trajectory tracking control methods, the effectiveness of the proposed method can be reflected. Finally, the proposed method is tested in an actual manipulator to complete a practical trajectory to prove its feasibility.
引用
下载
收藏
页码:3791 / 3813
页数:23
相关论文
共 50 条
  • [21] Type-2 fuzzy adaptive sliding mode control of hypersonic flight
    Jiao, Xin
    Fidan, Baris
    Jiang, Ju
    Kamel, Mohamed
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 2019, 233 (08) : 2731 - 2744
  • [22] Adaptive Sliding Mode Control for Interval Type-2 Fuzzy Systems
    Li, Hongyi
    Wang, Jiahui
    Lam, Hak-Keung
    Zhou, Qi
    Du, Haiping
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2016, 46 (12): : 1654 - 1663
  • [23] Design of adaptive sliding mode controller for robotic manipulators tracking control
    Kuo, T.C.
    Huang, Y.J.
    Hong, B.W.
    World Academy of Science, Engineering and Technology, 2011, 77 : 190 - 194
  • [24] Interval Type-2 Sliding Mode Fuzzy Controller with a Time-varying Sliding Surface
    Eray, Osman
    Tokat, Sezai
    2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2017, : 866 - 871
  • [25] Adaptive Fuzzy Controller Design for Robotic Manipulators with Sliding Mode Control
    Kuo, T. C.
    Hong, B. W.
    Huang, Y. J.
    Chen, C. Y.
    2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5, 2008, : 581 - +
  • [26] Adaptive sliding mode controller for an underactuated manipulator
    Wang, W
    Yi, JQ
    Zhao, DB
    Liu, XJ
    PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 882 - 887
  • [27] A decoupled fuzzy indirect adaptive sliding mode controller with application to robot manipulator
    Medhaffar, Hanene
    Derbel, Nabil
    Damak, Tarak
    INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2006, 1 (01) : 23 - 29
  • [28] Trajectory Tracking of 3-PRR Parallel Manipulator with PI Adaptive Fuzzy Terminal Sliding Mode Controller
    Javid, Gelareh
    Akbarzadeh-T, Mohammad-R.
    Akbarzadeh, Alireza
    Nabavi, S. Nader
    2011 1ST INTERNATIONAL ECONFERENCE ON COMPUTER AND KNOWLEDGE ENGINEERING (ICCKE), 2011, : 156 - 161
  • [29] Indirect fuzzy adaptive control of robotic manipulator based on sliding mode scheme
    Qiao, Feng
    Zhu, Quanmin
    Winfield, Alan
    Melhuish, Chris
    Zhang, Lifeng
    2007 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS I-V, CONFERENCE PROCEEDINGS, 2007, : 3310 - +
  • [30] Fuzzy adaptive PID fast terminal sliding mode controller for a redundant manipulator
    Zhong, Guoliang
    Wang, Changming
    Dou, Weiqiang
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2021, 159