CMAC self-tuning scheme of fuzzy controller parameters

被引:0
|
作者
Liu, CY [1 ]
Cui, YL [1 ]
机构
[1] Hebei Univ Sci & Technol, Shijiazhuang 050018, Hebei, Peoples R China
关键词
adaptive fuzzy control; CMAC algorithms; parameter self-tuning; fuzzy system design;
D O I
10.1109/ICMLC.2003.1259939
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a new type fuzzy controller with CMAC-based self-tuning parameters is proposed. By using the proposed method, parameters of fuzzy controller can be tuned on-line, and control performance can be improved. In addition, CMAC is used only for tuning grain parameters, so that it is easy to implement and other fuzzy parameters can be designed by conventional method. The paper has already proposed a fuzzy controller with nonlinear scaling functions and controller designing method based on the relationship between the parameters of fuzzy controller and system performance. The proposed method is an extended version of the previously proposed method mentioned above to the fuzzy controller with nonlinear scaling factors, a tuning method of parameters using CMAC. The proposed control scheme is numerically evaluated on some simulations.
引用
收藏
页码:2524 / 2529
页数:6
相关论文
共 50 条
  • [31] FUZZY SELF-TUNING PI-CONTROLLER FOR BIOREACTORS
    RAMKUMAR, KB
    CHIDAMBARAM, M
    BIOPROCESS ENGINEERING, 1995, 12 (05): : 263 - 267
  • [32] The application of fuzzy self-tuning PID controller in SEHS
    Lan, S. (lan2wsun@126.com), 1600, Springer Verlag (219 LNEE):
  • [33] Self-Tuning Robust Stability Fuzzy Digital Controller
    Costa, Edson B. M.
    Serra, Ginalber L. O.
    2015 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI), 2015, : 1 - 7
  • [34] Design Fuzzy Controller Based on Function Self-tuning
    Wang, Hui
    Zhang, Bobo
    Yu, Lijun
    Guan, Zuoyu
    PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE AND ELECTRONICS INFORMATION (ICACSEI 2013), 2013, 41 : 130 - 133
  • [35] Fuzzy Self-tuning PID Controller for an Unmanned Helicopter
    Gong Xing
    Wang Lifeng
    Meng Zhijun
    2015 34TH CHINESE CONTROL CONFERENCE (CCC), 2015, : 3635 - 3641
  • [36] SELF-TUNING CONTROLLER
    CLARKE, DW
    GAWTHROP, PJ
    PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1975, 122 (09): : 929 - 934
  • [37] A SELF-TUNING CONTROLLER
    HOOPES, HS
    HAWK, WM
    LEWIS, RC
    ISA TRANSACTIONS, 1983, 22 (03) : 49 - 58
  • [38] Data-based variable universe adaptive fuzzy controller with self-tuning parameters
    Jin, Yali
    Cao, Weihua
    Wu, Min
    Yuan, Yan
    APPLIED SOFT COMPUTING, 2022, 123
  • [39] Comparative study of a learning fuzzy PID controller and a self-tuning controller
    Kazemian, HB
    ISA TRANSACTIONS, 2001, 40 (03) : 245 - 253
  • [40] Algorithm Research of Fuzzy-PID Parameters Self-tuning Wall Thickness Controller
    Zhao, Zhenhua
    Zhu, Yinghui
    Liu, Shanshan
    2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-7, CONFERENCE PROCEEDINGS, 2009, : 428 - 432