Combining genetic optimisation with hybrid learning algorithm for radial basis function neural networks

被引：16
|
作者：
Guo, L [1 ]
Huang, DS [1 ]
Zhao, WB [1 ]
机构：
[1] Chinese Acad Sci, Inst Intelligent Machines, Hefei 230031, Peoples R China
来源：
ELECTRONICS LETTERS | 2003年 / 39卷 / 22期
关键词：
D O I：
10.1049/el:20031021
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
A two-step learning scheme for radial basis function neural networks (RBFNN) is proposed. A genetic algorithm initially optimises the parameters of the RBFNN and a hybrid learning algorithm adjusts these parameters further. The designed network is not only parsimonious but also has better generalisation performance.
引用
收藏
页码：1600 / 1601
页数：2
相关论文
共 50 条
  • [1] Identification of dynamical systems using radial basis function neural networks with hybrid learning algorithm
    Li, Jun
    Zhao, Feng
    ISSCAA 2006: 1ST INTERNATIONAL SYMPOSIUM ON SYSTEMS AND CONTROL IN AEROSPACE AND ASTRONAUTICS, VOLS 1AND 2, 2006, : 1115 - +
  • [2] A mended hybrid learning algorithm for radial basis function neural networks to improve generalization capability
    Zhao, Zhong-Qiu
    Huang, De-Shuang
    APPLIED MATHEMATICAL MODELLING, 2007, 31 (07) : 1271 - 1281
  • [3] A hybrid learning algorithm combined with generalized RLS approach for radial basis function neural networks
    Du, Ji-Xiang
    Zhai, Chuan-Min
    APPLIED MATHEMATICS AND COMPUTATION, 2008, 205 (02) : 908 - 915
  • [4] Hybrid Learning Algorithm of Radial Basis Function Networks for Reliability Analysis
    Zhang, Dequan
    Zhang, Ning
    Ye, Nan
    Fang, Jianguang
    Han, Xu
    IEEE TRANSACTIONS ON RELIABILITY, 2021, 70 (03) : 887 - 900
  • [5] Reinforcement radial basis function neural networks with an adaptive annealing learning algorithm
    Ko, Chia-Nan
    APPLIED MATHEMATICS AND COMPUTATION, 2013, 221 : 503 - 513
  • [6] A Hybrid Genetic Algorithm and Radial Basis Function NEAT
    Mohabeer, Heman
    Soyjaudah, K. M. Sunjiv
    NEURAL NETWORKS AND ARTIFICIAL INTELLIGENCE, ICNNAI 2014, 2014, 440 : 159 - 170
  • [7] A LEARNING ALGORITHM FOR RECURRENT RADIAL BASIS FUNCTION NETWORKS
    MAK, MW
    NEURAL PROCESSING LETTERS, 1995, 2 (01) : 27 - 31
  • [8] An incremental algorithm for learning radial basis function networks
    Blanzieri, E
    Giordana, A
    FUZZ-IEEE '96 - PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 1996, : 667 - 673
  • [9] An efficient learning algorithm for improving generalization performance of radial basis function neural networks
    Wang, ZO
    Zhu, T
    NEURAL NETWORKS, 2000, 13 (4-5) : 545 - 553
  • [10] Maximum-entropy learning algorithm of radial basis function (RBF) neural networks
    Zhang, Zhi-Hua
    Zheng, Nan-Ning
    Zheng, Hai-Bing
    Jisuanji Xuebao/Chinese Journal of Computers, 2001, 24 (05): : 474 - 479
12345