Self-learning control of space flexible manipulator based on gauss function fuzzy neural network

被引:0
|
作者
Hong, Zhao-Bin [1 ]
Chen, Li [1 ]
机构
[1] College of Mechanical Engineering and Automation, Fuzhou University, Fuzhou 350002, China
来源
Gongcheng Lixue/Engineering Mechanics | 2009年 / 26卷 / 06期
关键词
Fuzzy control - Fuzzy inference - Learning algorithms - Controllers - Flexible manipulators;
D O I
暂无
中图分类号
学科分类号
摘要
The self-learning control of a free-floating space flexible manipulator based on fuzzy neural network is studied. The dynamic equations of the system can be developed by using the Lagrangian assumed modal methods. Because the momentum conservation is strictly developed, the dynamics of the space flexible manipulator is nonlinear strongly. When the fuzzy control and neural network are combined, namely the fuzzy inference is realized by neural network, the fuzzy control can self-learn. Based on the results, the self-learning controller of the space flexible manipulator in a joint space is designed. The controller does not require the measuring position, the velocity as well as the acceleration of the base. And the numerical simulation is carried out, which confirms the controller proposed is feasible and effective.
引用
收藏
页码:172 / 177
相关论文
共 50 条
  • [31] Impedance control of space manipulator based on improved neural network
    Qi, Yifan
    Jia, Yinghong
    Zhao, Baoshan
    Zhong, Rui
    Hong, Wenqing
    CHINESE SPACE SCIENCE AND TECHNOLOGY, 2022, 42 (02) : 82 - 90
  • [32] Research of the control strategy of burning system of industrial oil-poor boiler based on self-learning fuzzy neural network
    Wang, FZ
    Yu, FS
    Wei, H
    Li, W
    Zuo, DC
    PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4, 2002, : 1515 - 1519
  • [33] Self-learning Control of PMA-actuated Knee-Joint Rehabilitation Training Device Based on Fuzzy Neural Network
    Li, Xiao
    Xia, Hong
    Guan, Ting
    MATERIALS, MECHATRONICS AND AUTOMATION, PTS 1-3, 2011, 467-469 : 1645 - +
  • [34] Self-learning fuzzy neural networks and computer vision for control of pulsed GTAW
    Chen, S.B.
    Wu, L.
    Wang, Q.L.
    Liu, Y.C.
    Welding Journal (Miami, Fla), 1997, 76 (05): : 201 - 209
  • [35] Self-Learning Cascade Spiking Neural Network for Fuzzy Clustering Based on Group Method of Data Handling
    Bodyanskiy, Ye. V.
    Vynokurova, E. A.
    Dolotov, A. I.
    JOURNAL OF AUTOMATION AND INFORMATION SCIENCES, 2013, 45 (03) : 23 - 33
  • [36] Dynamic modeling and tracking control strategy for flexible telescopic space manipulator based on neural network compensation
    Shang, Dongyang
    Li, Xiaopeng
    Yin, Meng
    Liu, Jiaqi
    Zhou, Sainan
    ADVANCES IN SPACE RESEARCH, 2023, 72 (09) : 3645 - 3665
  • [37] Self-learning fuzzy neural networks for control of uncertain systems with time delays
    Chen, SB
    Wu, L
    Wang, QL
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1997, 27 (01): : 142 - 148
  • [38] Self-learning fuzzy neural networks and computer vision for control of pulsed GTAW
    Chen, SB
    Wu, L
    Wang, QL
    Liu, YC
    WELDING JOURNAL, 1997, 76 (05) : S201 - S209
  • [39] An Neural Network Framework of Self-Learning Uncertainty
    Sun Hanqing
    Pang Yanwei
    ACTA OPTICA SINICA, 2018, 38 (06)
  • [40] Adaptive neural network vibration suppression control of flexible joints space manipulator based on H∞ theory
    You, Zhangping
    Zhang, Wenhui
    Shen, Jinmiao
    Ye, Yangfan
    Ye, Xiaoping
    Zhou, Shuhua
    JOURNAL OF VIBROENGINEERING, 2023, 25 (03) : 492 - 505