Improved CMAC neural network control scheme

被引:9
|
作者
Lin, CC [1 ]
Chen, FC [1 ]
机构
[1] Natl Chiao Tung Univ, Dept Elect & Control Engn, Hsinchu, Taiwan
关键词
D O I
10.1049/el:19990083
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 cerebellar model articulation controller (CMAC) neural network control scheme is a powerful tool for practical real-time nonlinear control applications. However, despite its initial outstanding performance, the CMAC control system can suddenly diverge after a long period of stable tracking. The authors propose a modification to the CMAC control scheme in order to improve stability while preserving the original good performance.
引用
收藏
页码:157 / 158
页数:2
相关论文
共 50 条
  • [1] Improved CMAC Neural Network Control for Superheated Steam Temperature
    Chen, Lijun
    Sun, Bo
    Diao, Jianchao
    Zhao, Lili
    MANUFACTURING SCIENCE AND TECHNOLOGY, PTS 1-8, 2012, 383-390 : 111 - +
  • [2] Improved CMAC neural network algorithm
    Liu, Hui
    Xu, Xiaoming
    Zhang, Zhongjun
    Zidonghua Xuebao/Acta Automatica Sinica, 1997, 23 (04): : 482 - 488
  • [3] A New Improved CMAC Neural Network
    Ge, Yingqi
    Luo, Xiaoping
    Du, Pengying
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 3271 - +
  • [4] Online learning CMAC neural network control scheme for nonlinear systems
    Yuan, YM
    Gu, WJ
    Yu, JY
    ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 2, 2004, 3174 : 117 - 122
  • [5] CMAC neural network fuzzy control
    Shi, WX
    Zhou, FZ
    PROCEEDINGS OF THE 1996 IEEE IECON - 22ND INTERNATIONAL CONFERENCE ON INDUSTRIAL ELECTRONICS, CONTROL, AND INSTRUMENTATION, VOLS 1-3, 1996, : 584 - 589
  • [6] CMAC neural network fuzzy control
    Zhou, FZ
    Shi, WX
    RO-MAN '97 SENDAI: 6TH IEEE INTERNATIONAL WORKSHOP ON ROBOT AND HUMAN COMMUNICATION, PROCEEDINGS, 1997, : 236 - 241
  • [7] Direct Inverse Model Control Based on a New Improved CMAC Neural Network
    Ge, Yingqi
    Ma, Shanshan
    Luo, Xiaoping
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, 2010, 6215 : 25 - +
  • [8] CHOOSING AN INFORMATION CODING SCHEME FOR A CMAC NEURAL NETWORK
    Rudenko, O. G.
    Bessonov, A. A.
    CYBERNETICS AND SYSTEMS ANALYSIS, 2007, 43 (03) : 327 - 333
  • [9] An Improved CMAC Neural Network Model for Web Mining
    Ren, Wenlong
    Yan, Jianzhuo
    2015 8TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 1, 2015, : 614 - 618
  • [10] CMAC neural network control of robot manipulators
    Commuri, S
    Jagannathan, S
    Lewis, FL
    JOURNAL OF ROBOTIC SYSTEMS, 1997, 14 (06): : 465 - 482