Pattern Classification Based On Radial Basis Function Neural Network

被引:2
|
作者
Zhang, Zhongwei [1 ]
机构
[1] Chinese Acad Sci, Natl Space Sci Ctr, Beijing 100190, Peoples R China
来源
2020 5TH INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA 2020) | 2020年
关键词
Pattern recognition; Radial Basis Function Neural Network; Classification;
D O I
10.1109/ICSGEA51094.2020.00052
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Radial Basis Function (RBF) neural network is a kind of forward network with good performance. It has the properties of global approximation, and has the linear relationship of output weights on the network structure. At the same time, the training speed of the network is fast. The RBF neural network also has close relation with Convolutional neural network (CNN), can avoid the local optimal problem, so the network gets more and more attention in the pattern recognition application. In this paper, the significance of RBF neural network is described, and the difference between RBF and other neural networks is introduced, and the development trend of RBF neural network is illustrated.
引用
收藏
页码:213 / 216
页数:4
相关论文
共 50 条
  • [21] An Efficient Feature Selection and Classification Using Optimal Radial Basis Function Neural Network
    Balamurugan, S. Appavu Alias
    Nancy, S. Gilbert
    INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2018, 26 (05) : 695 - 715
  • [22] An efficient radial basis function neural network for hyperspectral remote sensing image classification
    Li, Jiaojiao
    Du, Qian
    Li, Yunsong
    SOFT COMPUTING, 2016, 20 (12) : 4753 - 4759
  • [23] Radial Basis Function Network for Multitask Pattern Recognition
    Hitoshi Nishikawa
    Seiichi Ozawa
    Neural Processing Letters, 2011, 33 : 283 - 299
  • [24] Power quality disturbances classification using autoencoder and radial basis function neural network
    Veeramsetty, Venkataramana
    Dhanush, Aitha
    Nagapradyullatha, Aluri
    Krishna, Gundapu Rama
    Salkuti, Surender Reddy
    INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2024, 25 (06) : 817 - 842
  • [25] An efficient radial basis function neural network for hyperspectral remote sensing image classification
    Jiaojiao Li
    Qian Du
    Yunsong Li
    Soft Computing, 2016, 20 : 4753 - 4759
  • [26] Financial Risk Analytics based on Radial Basis Function Neural Network
    Wang, Lin
    Yan, Chun
    Li, Yaqi
    Liu, Wei
    Li, Maozhen
    2017 13TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2017, : 2897 - 2903
  • [27] Genetic evolution of radial basis function centers for pattern classification
    Mak, MW
    Cho, KW
    IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE, 1998, : 669 - 673
  • [28] Partial Discharge Pattern Recognition of Cast Resin Current Transformers Using Radial Basis Function Neural Network
    Chang, Wen-Yeau
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2014, 9 (01) : 293 - 300
  • [29] Radial basis function neural network-based face recognition using firefly algorithm
    Agarwal, Vandana
    Bhanot, Surekha
    NEURAL COMPUTING & APPLICATIONS, 2018, 30 (08) : 2643 - 2660
  • [30] Research on Enterprise Financial Risk Based on Radial Basis Function Neural Network
    Zheng, Peng
    Zhu, Jianhua
    PROCEEDINGS OF THE FIFTH SYMPOSIUM OF RISK ANALYSIS AND RISK MANAGEMENT IN WESTERN CHINA (WRARM 2017), 2017, 152 : 88 - 93