A Research of Trajectory Tracking of Robot Manipulator Using the Compensator of Neural Network Based on Dynamics

被引:0
|
作者
Yang Zhen
Wang Fang
机构
关键词
neural network; trajectory control; robot manipulator; dynamics; ITERATIVE LEARNING CONTROL;
D O I
10.4028/www.scientific.net/AMM.66-68.1802
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, a new trajectory control approach of robot manipulator based on dynamics model was proposed. The method was a combination of the torque control and a compensator of neural network. The torque profile was updated by the previous torque profile. Errors were inevitable while the modeling for dynamics of robot manipulator, but they could be compensated by the compensation structure of ANN. As such, the trajectory tracking converged very fast and the new algorithm achieved the asymptotical convergence based on the Lyapunov's method. Furthermore, it could enhance the performance of the adaptability. The result of simulations and experiments show that the controller can get the performance of trajectory well.
引用
收藏
页码:1802 / 1807
页数:6
相关论文
共 50 条
  • [31] Neural Network Based Dynamic Trajectory Tracking of Delta Parallel Robot
    Huang, Yuancan
    Huang, Zonglin
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, 2015, : 1938 - 1943
  • [32] Trajectory tracking control of a three-wheeled omnidirectional mobile robot using disturbance estimation compensator by RBF neural network
    Chol-Guk Yun
    Yong-Chol Sin
    Hak-Rim Ri
    Kyong-Nam Jo
    [J]. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2023, 45
  • [33] Trajectory tracking control of a three-wheeled omnidirectional mobile robot using disturbance estimation compensator by RBF neural network
    Yun, Chol-Guk
    Sin, Yong-Chol
    Ri, Hak-Rim
    Jo, Kyong-Nam
    [J]. JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2023, 45 (08)
  • [34] Manipulator Trajectory Tracking with a Neural Network Adaptive Control Method
    Zha, Wenbin
    Zhang, Hui
    Xu, Xiangrong
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021
  • [35] Dynamics and trajectory tracking control of a two-link robot manipulator
    Green, A
    Sasiadek, JZ
    [J]. JOURNAL OF VIBRATION AND CONTROL, 2004, 10 (10) : 1415 - 1440
  • [36] An inertial neural network approach for loco-manipulation trajectory tracking of mobile robot with redundant manipulator
    Xu, Chentao
    Wang, Miao
    Chi, Guoyi
    Liu, Qingshan
    [J]. NEURAL NETWORKS, 2022, 155 : 215 - 223
  • [37] Trajectory tracking for robot manipulator using generalized velocity components
    Herman, P
    Kozlowski, K
    [J]. ROMANSY 14 - THEORY AND PRACTICE OF ROBOTS AND MANIPULATORS, 2002, (438): : 163 - 171
  • [38] Neural network-based adaptive region tracking control for robot manipulator systems with uncertain kinematics and dynamics
    Wu, Mengyang
    Yang, Jikang
    Zhang, Xiaohong
    Yang, Weihua
    Yu, Jinwei
    [J]. ZAMM-ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 2023, 103 (12):
  • [39] Trajectory tracking neural network robot control applications
    Safaric, R
    Jezernik, K
    [J]. ISIE'96 - PROCEEDINGS OF THE IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1 AND 2, 1996, : 963 - 968
  • [40] Neural network trajectory tracking of tracked mobile robot
    Asai, Madoka
    Chen, Gan
    Takami, Isao
    [J]. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2019, : 225 - 230