AN IMPROVED LEARNING OF LOCAL SEARCH FOR FUZZY CONTROLLER NETWORK

被引:0
作者
Vairappan, Catherine [1 ]
Gao, Shangce [1 ]
Tamura, Hiroki [2 ]
Tang, Zheng [1 ]
机构
[1] Toyama Univ, Fac Engn, Toyama 9308555, Japan
[2] Miyazaki Univ, Fac Engn, Miyazaki 8892192, Japan
来源
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL | 2009年 / 5卷 / 04期
关键词
Fuzzy controller; Local search; Back propagation; NEURAL-NETWORKS; CONTROL-SYSTEMS; IDENTIFICATION; BACKPROPAGATION; DESIGN; MODEL;
D O I
暂无
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, we propose an improved version of local search learning for a fuzzy controller network. Local search learning has a reputation for fast, convergence and straightforward. However premature convergence makes it unsuitable for optimization problems. Comparison with temporal back propagation and canonical local search showed that the proposed method converges faster and is suitable for fuzzy controller problem.
引用
收藏
页码:1101 / 1113
页数:13
相关论文
共 21 条
  • [1] Abe Y, 2007, INT J INNOV COMPUT I, V3, P919
  • [2] A simplification of the backpropagation-through-time algorithm for optimal neurocontrol
    Bersini, H
    Gorrini, V
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1997, 8 (02): : 437 - 441
  • [3] Breiman L, 1996, MACH LEARN, V24, P123, DOI 10.1023/A:1018054314350
  • [4] CULLIERE T, 1995, PROCEEDINGS OF 1995 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I-IV, P2009, DOI 10.1109/FUZZY.1995.409954
  • [5] Fekih A, 2007, INT J INNOV COMPUT I, V3, P1073
  • [6] GEN M, 2000, GENETIC ALGORITHMENG
  • [7] Goldberg D. E., 1989, Genetic algorithms in machine learning, search and optimization
  • [8] SIMULTANEOUS DESIGN OF MEMBERSHIP FUNCTIONS AND RULE SETS FOR FUZZY CONTROLLERS USING GENETIC ALGORITHMS
    HOMAIFAR, A
    MCCORMICK, E
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1995, 3 (02) : 129 - 139
  • [9] NEURO-FUZZY MODELING AND CONTROL
    JANG, JSR
    SUN, CT
    [J]. PROCEEDINGS OF THE IEEE, 1995, 83 (03) : 378 - 406
  • [10] LEE MA, 1993, PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON GENETIC ALGORITHMS, P76