Research and Optimization of BP Neural Network Algorithm

被引:3
|
作者
Wang Xian-ping [1 ]
机构
[1] Chongqing Univ Arts & Sci, Coll Software Engn, Chongqing 402160, Peoples R China
关键词
BP Neural Network; Forward Propagation; Back Propagation; MATLAB;
D O I
10.1109/ICMTMA.2015.201
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, BP neural network has been widely used in various fields, such as language comprehension, recognition and automatic control, etc. It has the advantages of approximating any nonlinear mapping relationship, better generalization ability, better fault tolerance, simple and easy to be implemented. This paper firstly introduces the basic principles of BP neural network from the two main processes: information forward propagation and error back propagation. Then the optimization approaches in network structure and network algorithm are presented. Finally, we implement an actual example of sine sample data with neural network tool box in MATLAB, which shows a good simulation performance in implementation.
引用
收藏
页码:818 / 822
页数:5
相关论文
共 50 条
  • [1] Research on Optimization and Implementation of BP Neural Network Algorithm
    Peng Wen-yi
    [J]. 2014 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION (ICICTA), 2014, : 106 - 109
  • [2] Research on BP neural network optimization based on ant colony algorithm
    Rui, Wang
    Na, Wang
    [J]. APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 : 1819 - 1821
  • [3] Research on BP Algorithm and PSO Algorithm in the Neural Network
    Tian Yanbing
    [J]. PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 2381 - 2384
  • [4] Research of BP neural network based on improved particle swarm optimization algorithm
    School of Mechanical and Information Engineering, China University of Mining and Technology, Beijing, China
    不详
    不详
    [J]. J. Netw., 2013, 4 (947-954):
  • [5] Research and Application on BP Neural Network Algorithm
    Yan, Zhao
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL INDUSTRIAL INFORMATICS AND COMPUTER ENGINEERING CONFERENCE, 2015, : 1444 - 1447
  • [6] Optimization and application research of BP neural network
    [J]. 2001, Beijing University of Chemical Technology (28):
  • [7] Optimization and application research of BP neural network
    Lu, Y.
    Zhao, Z.
    [J]. Beijing Huagong Daxue Xuebao(Ziran Kexueban)/Journal of Beijing University of Chemical Technology, 2001, 28 (01): : 67 - 69
  • [8] Application of Genetic Algorithm to Optimization of BP Neural Network
    Xie, Liming
    [J]. 2011 AASRI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INDUSTRY APPLICATION (AASRI-AIIA 2011), VOL 2, 2011, : 179 - 181
  • [9] Optimization of Neural Network Based on Genetic Algorithm and BP
    Zhang, Shiwei
    Wang, Hanshi
    Liu, Lizhen
    Du, Chao
    Lu, Jingli
    [J]. 2014 International Conference on Cloud Computing and Internet of Things (CCIOT), 2014, : 203 - 207
  • [10] Research and Application on Improved BP Neural Network Algorithm
    Xie, Rong
    Wang, Xinmin
    Li, Yan
    Zhao, Kairui
    [J]. ICIEA 2010: PROCEEDINGS OF THE 5TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOL 3, 2010, : 310 - 314