A selforganizing neural-network-based fuzzy system

被引:0
|
作者
Wang, Y [1 ]
Rong, G [1 ]
机构
[1] Zhejiang Univ, Inst Ind Process Control, Hangzhou 310027, Peoples R China
关键词
fuzzy logic; neural network; nearest neighborhood clustering scheme; back-propagation learning scheme;
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
We present in this paper a neural-network-based fuzzy system. It is a self-organizing neural-network. By combining both nearest neighborhood clustering sad back-propagation learning scheme, it can be trained to develop fuzzy logic rules and find optimal fuzzy membership functions. Simulation results suggest that the method has merits of simple structure, fast learning speed and good modeling accuracy.
引用
收藏
页码:106 / 110
页数:5
相关论文
共 50 条
  • [21] BACKPROPAGATION NEURAL-NETWORK-BASED FUZZY CONTROLLER WITH A SELF-LEARNING TEACHER
    LINKENS, DA
    NIE, JH
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1994, 60 (01) : 17 - 39
  • [22] Fuzzy control of dithered chaotic systems via neural-network-based approach
    Hsiao, Feng-Hsiag
    [J]. JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2010, 347 (07): : 1114 - 1136
  • [23] SELF-ORGANIZING NEURAL-NETWORK-BASED CLUSTERING METHOD WITH FUZZY OUTPUTS
    PHAM, DT
    BAYROCORROCHANO, EJ
    [J]. PATTERN RECOGNITION, 1994, 27 (08) : 1103 - 1110
  • [24] A Neural-Network-Based Fault Classifier
    Gomez, Laura Rodriguez
    Wunderlich, Hans-Joachim
    [J]. 2016 IEEE 25TH ASIAN TEST SYMPOSIUM (ATS), 2016, : 144 - 149
  • [25] A neural-network-based detection of epilepsy
    Nigam, VP
    Graupe, D
    [J]. NEUROLOGICAL RESEARCH, 2004, 26 (01) : 55 - 60
  • [26] Application of adaptive noise cancellation with neural-network-based fuzzy inference system for visual evoked potentials estimation
    Yin, H
    Zeng, YJ
    Zhang, JH
    Pan, YF
    [J]. MEDICAL ENGINEERING & PHYSICS, 2004, 26 (01) : 87 - 92
  • [27] A NEURAL-NETWORK-BASED SPIKE DISCRIMINATOR
    OGHALAI, JS
    STREET, WN
    RHODE, WS
    [J]. JOURNAL OF NEUROSCIENCE METHODS, 1994, 54 (01) : 9 - 22
  • [28] Design, Implementation, and Evaluation of a Neural-Network-Based Quadcopter UAV System
    Jiang, Fan
    Pourpanah, Farhad
    Hao, Qi
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2020, 67 (03) : 2076 - 2085
  • [29] Neural-network-based method of correction in a nonlinear dynamic measuring system
    Massicotte, D
    Megner, BMBA
    [J]. IMTC/99: PROCEEDINGS OF THE 16TH IEEE INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE, VOLS. 1-3, 1999, : 1641 - 1646
  • [30] A stable adaptive neural-network-based scheme for dynamical system control
    Xu, X
    Liang, YC
    Lee, HP
    Lin, WZ
    Lim, SP
    Shi, XH
    [J]. JOURNAL OF SOUND AND VIBRATION, 2005, 285 (03) : 653 - 667