A new parameter selection method of neural network

被引:1
|
作者
Wu, Gui-Fang [1 ,2 ]
Jang, Se-young [1 ]
Kwak, Hoon-sung [1 ]
Pu, Jie-xin [2 ]
机构
[1] Chonbuk Natl Univ Korea, Coll Engn, Dept Comp Engn, Jeonju 561756, South Korea
[2] Henan Univ Technol, Elect & Informat Engn Dept, Dept Automat, Luoyang, Peoples R China
关键词
D O I
10.1109/MUE.2008.99
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
A new parameter selection method of neural network is presented after researching parameter selection method of neural network deeply, and it is applied to surface defect online inspection system Of cold rolled strips. The method exerted the merits of small-samples fully which was utilized to train and test neural network by every possible combination of parameters to get a group of neural network parameters by plotting histogram of recognition rate under different parameter combinations, and the parameters are regarded as optimized parameters of neural network. Experiments showed that a best recognition effect by using the parameters for neural network which are selected by the new parameter selection method can be achieved among all the parameters selected randomly for surface defect of cold rolled strips.
引用
收藏
页码:378 / +
页数:2
相关论文
共 50 条
  • [21] A new IMU error parameter estimation method for hypersonic vehicle based on hybrid neural network
    Guo, Weilin
    Xian, Yong
    Chang, Xinlong
    Ren, Leliang
    Lei, Gang
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2021, 32 (01)
  • [22] NEURAL-NETWORK SYSTEM FOR FORECASTING METHOD SELECTION
    CHU, CH
    WIDJAJA, D
    DECISION SUPPORT SYSTEMS, 1994, 12 (01) : 13 - 24
  • [23] Selection of coordinate measuring machines by the neural network method
    Zone-Ching Lin
    Quinning-Yueh Liu
    The International Journal of Advanced Manufacturing Technology, 1997, 13 : 42 - 55
  • [24] Selection of coordinate measuring machines by the neural network method
    Lin, ZC
    Liu, QY
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 1997, 13 (01): : 42 - 55
  • [25] A New Method for TSVD Regularization Truncated Parameter Selection
    Wu, Zemin
    Bian, Shaofeng
    Xiang, Caibing
    Tong, Yude
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013
  • [26] Sample data selection method for neural network classifiers
    Zhou, Yu
    Zhu, Anfu
    Zhou, Lin
    Qian, Xu
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2012, 40 (06): : 39 - 43
  • [27] A new method for selection of population distribution and parameter estimation
    Ling, J
    Pan, J
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 1998, 60 (03) : 247 - 255
  • [28] A new method to prune the neural network
    Wan, WS
    Hirasawa, K
    Hu, JL
    Jin, CZ
    IJCNN 2000: PROCEEDINGS OF THE IEEE-INNS-ENNS INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOL VI, 2000, : 449 - 454
  • [29] New method to prune the neural network
    Wan, Weishui
    Hirasawa, Kotaro
    Hu, Jinglu
    Jin, Chunzhi
    Research Reports on Information Science and Electrical Engineering of Kyushu University, 2000, 5 (01): : 43 - 49
  • [30] A Method for Intelligent Road Network Selection Based on Graph Neural Network
    Guo, Xuan
    Liu, Junnan
    Wu, Fang
    Qian, Haizhong
    ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2023, 12 (08)