Wavelet neural network approach for fault diagnosis of analogue circuits

被引：54
|
作者：
He, Y [1 ]
Tan, Y
Sun, Y
机构：
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China
[2] Univ Hertfordshire, Dept Elect Commun & Elect Engn, Hatfield AL10 9AB, Herts, England
来源：
IEE PROCEEDINGS-CIRCUITS DEVICES AND SYSTEMS | 2004年 / 151卷 / 04期
关键词：
D O I：
10.1049/ip-cds:20040495
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
A systematic method for fault diagnosis of analogue circuits based on the combination of neural networks and wavelet transforms is presented. Using wavelet decomposition as a tool for removing noise from the sampled signals, optimal feature information is extracted by wavelet noise removal, multi-resolution decomposition, PCA (principal component analysis) and data normalisation. The features are applied to the proposed wavelet neural network and the fault patterns are classified. Diagnosis principles and procedures are described. The reliability of the method and comparison with other methods are shown by two active filter examples.
引用
收藏
页码：379 / 384
页数：6
相关论文
共 50 条
  • [1] A neural network approach for fault diagnosis of large-scale analogue circuits
    He, YG
    Tan, YH
    Sun, YC
    [J]. 2002 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL I, PROCEEDINGS, 2002, : 153 - 156
  • [2] Fault diagnosis of analog circuits based on wavelet neural network
    Song, Guoming
    Wang, Houjun
    Liu, Hong
    Jiang, Shuyan
    Song, Guoming
    Liu, Hong
    [J]. DCABES 2006 PROCEEDINGS, VOLS 1 AND 2, 2006, : 803 - 807
  • [3] Wavelet neural network based fault diagnosis in nonlinear analog circuits
    Yin Shirong
    [J]. Journal of Systems Engineering and Electronics, 2006, (03) : 521 - 526
  • [4] Neural network method of fault diagnosis for large-scale analogue circuits
    Tan, YH
    He, YG
    Wu, J
    [J]. CHINESE JOURNAL OF ELECTRONICS, 2003, 12 (01) : 57 - 60
  • [5] Wavelet neural network approach for fault diagnosis to a chemical reactor
    Wang, Dazhi
    Yang, Jie
    Liu, Xiaoqin
    Yang, Qing
    Wang, Kenan
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 5764 - +
  • [6] Wavelet neural network method for fault diagnosis of push-pull circuits
    Luo, ZY
    Shi, ZK
    [J]. PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9, 2005, : 3327 - 3332
  • [7] Diagnosis approach of analog circuits based on genetic wavelet neural network
    Song Guoming
    Wang Houjun
    Jiang Shuyan
    Liu Hong
    [J]. ICEMI 2007: PROCEEDINGS OF 2007 8TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL III, 2007, : 675 - +
  • [8] Application of Particle Swarm Optimization and RBF Neural Network in Fault Diagnosis of Analogue Circuits
    Ye Ming
    [J]. 2009 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL 3, PROCEEDINGS, 2009, : 176 - 178
  • [9] Fault diagnosis of analogue circuits using fuzzy neural network mixed with genetic algorithms
    Zhu Yanqing
    He Yigang
    Liang Gechao
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2007, 14 : 158 - 162
  • [10] Fault Diagnosis Approach Based on Probabilistic Neural Network and Wavelet Analysis
    Yang, Qing
    Gu, Lei
    Wang, Dazhi
    Wu, Dongsheng
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 1796 - +
12345