Research on calculating method of hidden layer nodes in BP network

被引：0
|
作者：
Li, Shifeng [1 ]
Qiu, Zhanzhi [1 ]
机构：
[1] Dalian Jiaotong Univ, Sch Mech Engn, Dalian 116028, Peoples R China
来源：
2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC) | 2015年
关键词：
HP Network; the Number of Hidden Layer Nodes; Traditional Method; Genetic Algorithm and Dimension Projection Algorithm; NEURAL-NETWORK;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
According to the problem of time consuming in BP network hidden layer nodes number calculation by the traditional method, we propose the dimension projection algorithm. The hidden layer nodes calculation process of traditional method and genetic algorithm are analyzed, the dimension projection algorithm has been proposed, and the calculation process and parameter setting are amplified. We respectively use traditional method, genetic algorithm and dimension projection algorithm to calculate the number of single or double layer BP network hidden nodes of Iris dataset, Leaf dataset and 100 plant species leaves dataset. The simulation results show that the accuracy of dimension projection algorithm and traditional method are close, and the dimension projection algorithm greatly reduces the time consumption.
引用
收藏
页码：2936 / 2940
页数：5
相关论文
共 50 条
  • [41] Research on Recognition Method of UUV Vision Based on PSO-BP Network
    Zhang, Wei
    Meng, Detao
    Liang, Zhicheng
    Guo, Yi
    Zhou, Jiajia
    Han, Yunfeng
    OCEANS 2015 - MTS/IEEE WASHINGTON, 2015,
  • [42] Research on the simulation method of a BP neural network PID control for stellar spectrum
    Yun, Zhikun
    Zhang, Yu
    Liu, Qiang
    Ren, Taiyang
    Zhao, Bin
    Xu, Da
    Yang, Songzhou
    Ren, Dianwu
    Yang, Junjie
    Mo, Xiaoxu
    Zhang, Jian
    Zhang, Guoyu
    OPTICS EXPRESS, 2024, 32 (22): : 38879 - 38895
  • [43] Research on the Method of Well Test Model Diagnosis Based on BP Neural Network
    Meng, Jiang
    Hu, Ze
    Liu, Xing-hua
    FUZZY INFORMATION AND ENGINEERING, VOLUME 2, 2009, 62 : 371 - +
  • [44] Based on Momentum Method BP Neural Network in the Target Recognition Research and Application
    Zhang Xue-feng
    Gao Yu-bin
    INTERNATIONAL SYMPOSIUM ON PHOTOELECTRONIC DETECTION AND IMAGING 2011: ADVANCES IN INFRARED IMAGING AND APPLICATIONS, 2011, 8193
  • [45] Research on supply chain partner selection method based on BP neural network
    Liu, Li
    Ran, Wenxue
    NEURAL COMPUTING & APPLICATIONS, 2020, 32 (06): : 1543 - 1553
  • [46] Research on supply chain partner selection method based on BP neural network
    Li Liu
    Wenxue Ran
    Neural Computing and Applications, 2020, 32 : 1543 - 1553
  • [47] Research on an Application-layer Network Performance Measure Method
    Cui, Li-jie
    Li, Jin-gang
    Liu, Wei
    2012 INTERNATIONAL WORKSHOP ON INFORMATION AND ELECTRONICS ENGINEERING, 2012, 29 : 4063 - 4067
  • [48] Calculating the synthetic efficiency of hydroturbine based on the BP neural network and Elman neural network
    Zhang Lin
    Wang Yimin
    Liu Dengfeng
    FRONTIERS OF MECHANICAL ENGINEERING AND MATERIALS ENGINEERING II, PTS 1 AND 2, 2014, 457-458 : 801 - 805
  • [49] The contact layer method in calculating of the shear compounds
    Andreev, Vladimir
    Turusov, Robert
    Tsybin, Nikita
    RSP 2017 - XXVI R-S-P SEMINAR 2017 THEORETICAL FOUNDATION OF CIVIL ENGINEERING, 2017, 117
  • [50] ADJOINT-NETWORK METHOD OF CALCULATING NETWORK SENSITIVITIES
    HAYKIN, SS
    PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1972, 119 (08): : 1139 - +
12345