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
  • [1] A Parsimonious Radial Basis Function-Based Neural Network for Data Classification
    Tan, Shing Chiang
    Lim, Chee Peng
    Watada, Junzo
    INTELLIGENT DECISION TECHNOLOGY SUPPORT IN PRACTICE, 2016, 42 : 49 - 60
  • [2] EMG Signal Classification Using Radial Basis Function Neural Network
    AlKhazzar, Ahmed Mohammed
    Raheema, Mithaq Nama
    2018 THIRD SCIENTIFIC CONFERENCE OF ELECTRICAL ENGINEERING (SCEE), 2018, : 180 - 185
  • [3] Beam Pattern Optimization Method Based on Radial Basis Function Neural Network
    Ren Xiaoying
    Wang Yingmin
    Wang Qi
    JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, 2021, 43 (12) : 3695 - 3702
  • [4] Partial Discharge Pattern Recognition Using Radial Basis Function Neural Network
    Chang, Wen-Yeau
    2010 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2010,
  • [5] Performance Evaluation of Radial Basis Function Neural Network on ECG Beat Classification
    Dogan, Berat
    Korurek, Mehmet
    BIYOMUT: 2009 14TH NATIONAL BIOMEDICAL ENGINEERING MEETING, 2009, : 147 - 150
  • [6] An Accelerator for Classification using Radial Basis Function Neural Network
    Mohammadi, Mahnaz
    Ronge, Rohit
    Chandiramani, Jayesh Ramesh
    Nandy, Soumitra
    2015 28TH IEEE INTERNATIONAL SYSTEM-ON-CHIP CONFERENCE (SOCC), 2015, : 137 - 142
  • [7] Radial Basis Function Network for Multitask Pattern Recognition
    Nishikawa, Hitoshi
    Ozawa, Seiichi
    NEURAL PROCESSING LETTERS, 2011, 33 (03) : 283 - 299
  • [8] A classification technique based on radial basis function neural networks
    Sarimveis, H
    Doganis, P
    Alexandridis, A
    ADVANCES IN ENGINEERING SOFTWARE, 2006, 37 (04) : 218 - 221
  • [9] Mixed Odors Classification by Neural Network Using Radial Basis Function
    Faqih, Akhmad
    Krisnandhika, Bharasaka
    Kusumoputro, Benyamin
    2017 3RD INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTICS (ICCAR), 2017, : 567 - 570
  • [10] Gender Classification Using M-Estimator Based Radial Basis Function Neural Network
    Lee, Chien-Cheng
    2014 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND MULTIMEDIA APPLICATIONS (SIGMAP), 2014, : 302 - 306