Research About Algorithm and Application of Tunable Activation Function Neural Network

被引:0
|
作者
Wang, Zhengwu [1 ]
Cui, Hang [2 ]
机构
[1] First Aeronaut Inst Air Force, Xinyang, Henan, Peoples R China
[2] Zhengzhou Univ, Zhengzhou, Herts, Peoples R China
关键词
Tunable activation function; Neural network; Algorithm; Diagnosis;
D O I
10.1007/978-3-642-54233-6_6
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The paper improved the traditional transferring pattern and function about the BP neural network, it replaced the fixed transfer function with the mutative activation function to construct the tunable activation function neural network; it also gave the improved network algorithm and the conclusion. The actual diagnosis was imitated on the engine lubricating oil fault; the simulation indicated the method had the characters that the convergence speed was quick; the precision was high, and the generalization capability was best.
引用
收藏
页码:55 / 61
页数:7
相关论文
共 50 条
  • [1] A fast learning algorithm of neural network with tunable activation function
    Yanjun Shen
    Bingwen Wang
    Science in China Series F: Information Sciences, 2004, 47 : 126 - 136
  • [2] A fast learning algorithm of neural network with tunable activation function
    Shen, YJ
    Wang, BW
    SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES, 2004, 47 (01): : 126 - 136
  • [4] Functional network and tunable activation function neural network
    Zhou, Yongquan
    Lin, Daozhu
    Yang, Yindong
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 2757 - +
  • [5] Prediction about Missile Quality Based on Improved Tunable Activation Function Neural Network
    Wang Zhengwu
    He Shuaitian
    Zhang Fuliang
    ISTM/2009: 8TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, 2009, : 1504 - 1507
  • [6] Research and Application on BP Neural Network Algorithm
    Yan, Zhao
    PROCEEDINGS OF THE 2015 INTERNATIONAL INDUSTRIAL INFORMATICS AND COMPUTER ENGINEERING CONFERENCE, 2015, : 1444 - 1447
  • [7] Research and Application on Improved BP Neural Network Algorithm
    Xie, Rong
    Wang, Xinmin
    Li, Yan
    Zhao, Kairui
    ICIEA 2010: PROCEEDINGS OF THE 5TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOL 3, 2010, : 310 - 314
  • [8] Algorithm Research on Improving Activation Function of Convolutional Neural Networks
    Guo, Yanhua
    Sun, Lei
    Zhang, Zhihong
    He, Hong
    PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 3582 - 3586
  • [9] Gaussian Activation Function Realization with Application to the Neural Network Implementations
    Yildiz, Hacer Atar
    2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2020,
  • [10] Application research of fuzzy neural network in blind equalization algorithm
    Zhang, LY
    Shun, YS
    Zhang, XQ
    Liu, T
    Wang, HK
    ICEMI 2005: CONFERENCE PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL 4, 2005, : 676 - 678