Application of Genetic Neural Network in Fault Diagnosis

被引:0
|
作者
Pang, Xiao-si [1 ]
Xu, Jie [1 ]
机构
[1] Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing, Jiangsu, Peoples R China
基金
美国国家科学基金会;
关键词
Analog circuits; Neural networks; Genetic algorithms; Fault diagnosis;
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
There are many kinds of fault diagnosis methods for analog circuit. Aiming at some shortcomings of BP neural network, optimizing BP neural network with genetic algorithm is studied in this paper. By optimizing the initial weights and thresholds of BP neural network, the network can obtain the best parameters in fast time, thus becoming the optimal network. The simulation results of an analog circuit show that the optimized neural network has a better global searching ability. It can quickly eliminate the solution with the much difference of the optimal solution and the convergence speed is improved. It overcomes the shortcomings of BP neural network to make inaccurate judgment of analog circuit and easy to fall into local minimum.
引用
收藏
页码:74 / 78
页数:5
相关论文
共 50 条
  • [1] Hierarchical genetic neural network for fault diagnosis
    Chen, Zhenyong
    He, Yongyong
    Chu, Fulei
    Huang, Jingyuan
    [J]. Qinghua Daxue Xuebao/Journal of Tsinghua University, 2002, 42 (06): : 750 - 753
  • [2] Application of immune genetic neural network in pump-jack fault diagnosis
    Weijian, Ren
    Dan, Liu
    [J]. Proceedings of the 2009 WRI Global Congress on Intelligent Systems, GCIS 2009, 2009, 4 : 384 - 388
  • [3] Application of Fault Diagnosis for Air Blower Based on Genetic Fuzzy Neural Network
    Li, Xiaohui
    Yang, Huiyu
    [J]. FRONTIERS OF MANUFACTURING SCIENCE AND MEASURING TECHNOLOGY III, PTS 1-3, 2013, 401 : 1336 - +
  • [4] Application of Immune Genetic Neural Network in Pump-jack Fault Diagnosis
    Ren, Weijian
    Liu, Dan
    [J]. PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL IV, 2009, : 384 - +
  • [5] Application of neural network integration in fault diagnosis
    Xiong, Wei
    Xian, Xuehui
    Zhang, Lijing
    [J]. Open Mechanical Engineering Journal, 2014, 8 (01): : 81 - 84
  • [6] Application of artificial neural network combined by genetic algorithm in fault diagnosis of power transformer
    Xu, Wen
    Wang, Dazhong
    Zhou, Zecun
    Chen, Heng
    [J]. Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 1997, 17 (02): : 109 - 112
  • [7] Application of Improved BP Neural Network Based on Genetic Algorithm in Fault Diagnosis of Equipment
    Ren, Xin
    [J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN MECHANICAL ENGINEERING AND INDUSTRIAL INFORMATICS (AMEII 2016), 2016, 73 : 1076 - 1080
  • [8] Application of neural network in heating network leakage fault diagnosis
    Lei, Cuihong
    Zou, Pinghua
    [J]. Journal of Southeast University (English Edition), 2010, 26 (02) : 173 - 176
  • [9] Fault Diagnosis and Application Based on SOM Neural Network
    Zhang, Hang
    Liu, Wencheng
    Wu, Yongjian
    Liu, Sheng
    [J]. 2ND INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND INDUSTRIAL AUTOMATION (ICITIA 2017), 2017, : 42 - 49
  • [10] A neural network application to fault diagnosis for robotic manipulator
    Naughton, JM
    Chen, YC
    Jiang, J
    [J]. PROCEEDINGS OF THE 1996 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 1996, : 988 - 993