An adaptive fuzzy rule extraction using hybrid model of the fuzzy self-organizing map and the genetic algorithm with numerical chromosomes

被引：0
|
作者：
Nomura, T
Miyoshi, T
机构：
[1] ATR, Human Informat Proc Res Labs, Kyoto 61902, Japan
[2] Sharp Corp, Image Media Res Labs, Mihama Ku, Chiba 261, Japan
来源：
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS | 1998年 / 6卷 / 01期
关键词：
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 a hybrid model of the fuzzified Kohonen's Self-Organizing Map and the Genetic Algorithms with numerical chromosomes, and automatic fuzzy rule extraction method that uses our model. The results show the possibility of superiority of our hybrid model in a Lamarckian stance to both of the individual models in cases where there is a tendency for data to change dynamically and quickly.
引用
收藏
页码：39 / 52
页数：14
相关论文
共 50 条
  • [21] Fuzzy labeled self-organizing map for classification of spectra
    Villmann, T.
    Schleif, F. -M.
    Merenyi, E.
    Hammer, B.
    COMPUTATIONAL AND AMBIENT INTELLIGENCE, 2007, 4507 : 556 - +
  • [22] Modeling of nonlinear systems using the self-organizing fuzzy neural network with adaptive gradient algorithm
    Han, Hong-Gui
    Lin, Zheng-Lai
    Qiao, Jun-Fei
    NEUROCOMPUTING, 2017, 266 : 566 - 578
  • [23] Fusion of structure adaptive self-organizing maps using fuzzy integral
    Kim, KJ
    Cho, SB
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 28 - 33
  • [24] Fuzzy-identification-based adaptive backstepping control using a self-organizing fuzzy system
    Chen, Pin-Cheng
    Hsu, Chun-Fei
    Lee, Tsu-Tian
    Wang, Chi-Hsu
    SOFT COMPUTING, 2009, 13 (07) : 635 - 647
  • [25] Fuzzy-identification-based adaptive backstepping control using a self-organizing fuzzy system
    Pin-Cheng Chen
    Chun-Fei Hsu
    Tsu-Tian Lee
    Chi-Hsu Wang
    Soft Computing, 2009, 13 : 635 - 647
  • [26] Designing fuzzy rule based classifier using self-organizing feature map for analysis of multispectral satellite images
    Pal, NR
    Laha, A
    Das, J
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2005, 26 (10) : 2219 - 2240
  • [27] Unsupervised self-organizing adaptive fuzzy controller (USOAFC)
    Khafagy, HS
    Cheok, KC
    Makki, AM
    2002 45TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL II, CONFERENCE PROCEEDINGS, 2002, : 346 - 350
  • [28] A genetic algorithm for rule extraction in fuzzy adaptive learning control networks
    Bras, Glender
    Silva, Alisson Marques
    Wanner, Elizabeth F.
    GENETIC PROGRAMMING AND EVOLVABLE MACHINES, 2024, 25 (01)
  • [29] Genetic algorithm and self organizing map based fuzzy hybrid intelligent method for color image segmentation
    Khan, Ahmad
    Jaffar, Muhammad Arfan
    APPLIED SOFT COMPUTING, 2015, 32 : 300 - 310
  • [30] Generalized Fuzzy Inference Neural Network using Self-Organizing Feature Map
    Kitajima, H.
    Hagiwara, M.
    Denki Gakkai Ronbunshi. C, Erekutoronikusu Joho Kogaku, Shisutemu, 117 (07):
12345