Fuzzy neural modeling via clustering and support vector machines

被引:0
|
作者
Tovar, Julio Cesar [1 ]
Yu, Wen [1 ]
机构
[1] CINVESTAV, IPN, Dept Control Automat, Mexico City 07360, DF, Mexico
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes a novel fuzzy rule-based modeling approach for some industrial processes. Structure identification is realized by clustering and support vector machines. When the process is slow, fuzzy rules can be obtained automatically. Parameters identification uses the techniques of fuzzy neural networks. A time-varying learning rate assures stability of the modeling error.
引用
收藏
页码:723 / 728
页数:6
相关论文
共 50 条
  • [1] On-line fuzzy modeling via clustering and support vector machines
    Yu, Wen
    Li, Xiaoou
    [J]. INFORMATION SCIENCES, 2008, 178 (22) : 4264 - 4279
  • [2] On-line modeling via fuzzy support vector machines and neural networks
    Li, Xiaoou
    Yu, Wen
    Li, Xiaoli
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2013, 24 (03) : 665 - 675
  • [3] Modeling via on-line clustering and fuzzy support vector machines for nonlinear system
    Cesar Tovar, Julio
    Yu, Wen
    Ortiz, Floriberto
    Roman Mariaca, Carlos
    de Jesus Rubio, Jose
    [J]. 2011 50TH IEEE CONFERENCE ON DECISION AND CONTROL AND EUROPEAN CONTROL CONFERENCE (CDC-ECC), 2011, : 8267 - 8272
  • [4] On-Line Modeling Via Fuzzy Support Vector Machines
    Tovar, Julio Cesar
    Yu, Wen
    [J]. MICAI 2008: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2008, 5317 : 220 - 229
  • [5] TSK Fuzzy Modeling Based on Kernelized fuzzy clustering and Least Squares Support Vector Machines
    Liu, Wei
    [J]. 2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL IV, PROCEEDINGS, 2009, : 133 - 137
  • [6] Fuzzy support vector machines based on FCM clustering
    Xiong, SW
    Liu, HB
    Niu, XX
    [J]. PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9, 2005, : 2608 - 2613
  • [7] Fuzzy modeling via on-line clustering and support vector machine
    Tovar, Julio Usar
    Yu, Wen
    Li, Xiaoou
    [J]. ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS: WITH ASPECTS OF CONTEMPORARY INTELLIGENT COMPUTING TECHNIQUES, 2007, 2 : 294 - +
  • [8] Fuzzy support vector machines based on density clustering
    Liu, Hongbing
    Xiong, Shengwu
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1-7, 2007, : 3275 - +
  • [9] Non-linear system modelling via online clustering and fuzzy support vector machines
    Tovar, Julio Cesar
    Yu, Wen
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2008, 4 (02) : 101 - 111
  • [10] Reduction of fuzzy rule base via fuzzy support vector machines
    Wu, ZD
    Yu, JP
    Xie, WX
    Gao, XB
    [J]. 8TH WORLD MULTI-CONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL VIII, PROCEEDINGS: CONTROL, COMMUNICATION AND NETWORK SYSTEMS, TECHNOLOGIES AND APPLICATIONS, 2004, : 303 - 306