Kinematics control of redundant manipulators using a CMAC neural network combined with a genetic algorithm

被引:19
|
作者
Li, YM [1 ]
Leong, SH [1 ]
机构
[1] Univ Macau, Dept Electromech Engn, Fac Sci & Technol, Taipa, Macau SAR, Peoples R China
关键词
redundant manipulators; kinematics; CMAC neural networks;
D O I
10.1017/S0263574704000414
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
A method is proposed to solve the inverse kinematics and control problems of robot control systems using a cerebellar model articulation controller neural network combined with a genetic algorithm. Computer simulations and experiments with a 7-DOF redundant modular manipulator have demonstrated the effectiveness of the proposed method.
引用
收藏
页码:611 / 621
页数:11
相关论文
共 50 条
  • [31] Tracking control of redundant robot manipulators using RBF neural network and an adaptive bound on disturbances
    Naveen Kumar
    Jin-Hwan Borm
    Vikas Panwar
    Jangbom Chai
    International Journal of Precision Engineering and Manufacturing, 2012, 13 : 1377 - 1386
  • [32] Inverse kinematics and geometrically bounded singularities prevention of redundant manipulators: An Artificial Neural Network approach
    Mayorga, RV
    Sanongboon, P
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2005, 53 (3-4) : 164 - 176
  • [33] Tracking control of redundant robot manipulators using RBF neural network and an adaptive bound on disturbances
    Kumar, Naveen
    Borm, Jin-Hwan
    Panwar, Vikas
    Chai, Jangbom
    INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2012, 13 (08) : 1377 - 1386
  • [34] Improved CMAC neural network algorithm
    Liu, Hui
    Xu, Xiaoming
    Zhang, Zhongjun
    Zidonghua Xuebao/Acta Automatica Sinica, 1997, 23 (04): : 482 - 488
  • [35] Motion planning for redundant manipulators using a floating point genetic algorithm
    Tian, LF
    Collins, C
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2003, 38 (3-4) : 297 - 312
  • [36] Motion Planning for Redundant Manipulators Using a Floating Point Genetic Algorithm
    Lianfang Tian
    Curtis Collins
    Journal of Intelligent and Robotic Systems, 2003, 38 : 297 - 312
  • [37] Obstacle avoidance for kinematically redundant manipulators using a dual neural network
    Zhang, YN
    Wang, J
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (01): : 752 - 759
  • [38] Torque minimization of kinematically redundant manipulators using a dual neural network
    Zhang, YN
    Wang, J
    8TH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING, VOLS 1-3, PROCEEDING, 2001, : 1145 - 1150
  • [39] The simulation of robot control based on CMAC neural network PID control algorithm
    Yu Jianli
    Di Yazhou
    Yin Lei
    INDUSTRIAL INSTRUMENTATION AND CONTROL SYSTEMS II, PTS 1-3, 2013, 336-338 : 659 - 663
  • [40] Adaptive neural-network control for redundant nonholonomic mobile modular manipulators
    Li, YM
    Liu, YG
    Yan, SZ
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 3, PROCEEDINGS, 2005, 3498 : 271 - 276