Adaptive Robust Neural Network Controller for Position Tracking of AC Servo Drives

被引:0
|
作者
Giap, Nguyen Hoang [1 ]
Kim, Jin-Hoon [1 ]
Kim, Hyun-Min [1 ]
Shin, Jin-Ho [2 ]
Kim, Won-Ho [2 ]
机构
[1] Dong Eui Univ, Grad Sch, Dept Intelligent Syst Engn, Pusan, South Korea
[2] Dong Eui Univ, Dept Mechatron Engn, Busan, South Korea
关键词
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
The neural network with radial basis function is introduced for position tracking control of AC servo drive with the existence of system uncertainties. An adaptive robust term is applied to overcome the external disturbances. The proposed controller is implemented on a high performance digital signal processing DSP TMS320C6713-300. The stability and the convergence of the system are proved by Lyapunov theory. The validity and robustness of the controller are verified through simulation and experimental results.
引用
收藏
页码:1750 / +
页数:2
相关论文
共 50 条
  • [2] A neural network-based controller for servo drives
    Ha, QP
    Negnevitsky, M
    [J]. PROCEEDINGS OF THE 1996 IEEE IECON - 22ND INTERNATIONAL CONFERENCE ON INDUSTRIAL ELECTRONICS, CONTROL, AND INSTRUMENTATION, VOLS 1-3, 1996, : 904 - 909
  • [3] Real-time adaptive predictive controller for AC servo drives
    Xu, Q
    Jia, ZC
    [J]. ICEMS'2001: PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS, VOLS I AND II, 2001, : 710 - 713
  • [4] Design of a robust adaptive neural tracking controller
    Song, Q
    Xiao, J
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2000, 27 (04) : 363 - 377
  • [5] Design of a Robust Adaptive Neural Tracking Controller
    Q. Song
    J. Xiao
    [J]. Journal of Intelligent and Robotic Systems, 2000, 27 : 363 - 377
  • [6] A joint position tracking smooth adaptive controller for a position servo actuated pendulum model
    Kelly, Rafael
    Zepeda, Gabriela
    [J]. 2021 IEEE CHILEAN CONFERENCE ON ELECTRICAL, ELECTRONICS ENGINEERING, INFORMATION AND COMMUNICATION TECHNOLOGIES (IEEE CHILECON 2021), 2021, : 120 - 123
  • [7] Robust neural network controller design for a biaxial servo system
    Yu, Chih-Hsien
    Chen, Tien-Chi
    [J]. ASIAN JOURNAL OF CONTROL, 2007, 9 (04) : 390 - 401
  • [8] Robust neural network controller design for a biaxial servo system
    Yu, ZS
    Chen, TC
    [J]. 2004 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2004, : 735 - 740
  • [9] IMPLEMENTATION OF ROBUST CONTROLLERS FOR AC SERVO DRIVES
    LIU, TH
    LIU, CH
    [J]. PROCEEDINGS OF THE 28TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-3, 1989, : 458 - 463
  • [10] A robust adaptive controller based on neural network
    Zeng, G
    Sun, BD
    Liang, HB
    [J]. PROCEEDINGS OF THE 3RD WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-5, 2000, : 953 - 956