Analog Circuit Fault Diagnosis Based on Distributed Neural Network

被引：6
|
作者：
Wang, Long [1 ]
Liu, Yanheng [1 ]
Li, Xiaoguang [2 ]
Guan, Jian [1 ]
Song, Qi [2 ]
机构：
[1] Jilin Univ, Coll Comp Sci & Technol, Changchun 130012, Jilin, Peoples R China
[2] Liaoning Univ, Coll Informat, Shenyang 110036, Liaoning, Peoples R China
来源：
JOURNAL OF COMPUTERS | 2010年 / 5卷 / 11期
基金：
中国国家自然科学基金;
关键词：
analog circuit; fault diagnosis; distributed neural network; Hebb rule;
D O I：
10.4304/jcp.5.11.1747-1754
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
In order to solve the problems caused by large dataset, such as the network scale and the training time, a new method of analog circuit fault diagnosis based on distributed neural network is presented in this paper. The model of distributed neural network is simply introduced. The arithmetic mechanism is depicted in detail and the arithmetic description is given. Simulation results show that this method can improve learning speed and carry out fault diagnosis of analog circuit accurately.
引用
收藏
页码：1747 / 1754
页数：8
相关论文
共 50 条
  • [1] Fault diagnosis algorithm of analog circuit based on multiwavelet neural network
    Xidian University, Xi'an 710071, China
    Diangong Jishu Xuebao, 2006, 1 (33-36):
  • [2] Research on Fault Diagnosis Approach of Analog Circuit Based on Neural Network
    Liu Meirong
    Li Yun
    2008 INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND TRAINING AND 2008 INTERNATIONAL WORKSHOP ON GEOSCIENCE AND REMOTE SENSING, VOL 2, PROCEEDINGS,, 2009, : 785 - 788
  • [3] Analog Circuit Fault Diagnosis Based On Neural Network and Fuzzy Logic
    Fan Bo
    Xue Peng
    Liu Junjie
    Dong Ming
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 199 - 202
  • [4] Analog circuit fault diagnosis methods based on RBF neural network
    Li, Yu
    Pan, Zh.
    Special Topics and Reviews in Porous Media, 2019, 78 (13): : 1193 - 1201
  • [5] Fault Diagnosis of Analog Circuit Based on PSO and BP Neural Network
    JI Mengran
    CHEN Gang
    YANG Qing
    ZHANG Jinge
    沈阳理工大学学报, 2014, 33 (05) : 90 - 94
  • [6] A method for fault diagnosis in nonlinear analog circuit based on neural network
    Yuan, HY
    Chen, GJ
    ICEMI 2005: Conference Proceedings of the Seventh International Conference on Electronic Measurement & Instruments, Vol 8, 2005, : 66 - 70
  • [7] Fault diagnosis of analog circuit based on adaptive wavelet neural network
    Jin Yu
    Chen Guangju
    Du Tianjun
    Proceedings of the First International Symposium on Test Automation & Instrumentation, Vols 1 - 3, 2006, : 1015 - 1018
  • [8] Fault diagnosis of analog circuit based on wavelet transform and neural network
    Wang, Hui
    ARCHIVES OF ELECTRICAL ENGINEERING, 2020, 69 (01) : 175 - 185
  • [9] Analog Circuit Soft Fault Diagnosis Based on Chaotic Neural Network
    Liu, Meirong
    Zeng, Li
    Zhang, Liwei
    He, Yigang
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON MECHATRONICS, CONTROL AND AUTOMATION ENGINEERING (MCAE), 2016, 58 : 201 - 205
  • [10] Neural Network Method for Fault Diagnosis of Analog Circuit Based on Kurtosis and Skewness
    Xie, Tao
    Li, Heng
    2018 INTERNATIONAL CONFERENCE ON COMMUNICATION, NETWORK AND ARTIFICIAL INTELLIGENCE (CNAI 2018), 2018, : 89 - 95
12345