• DocumentCode
    1718538
  • Title

    Analog circuit fault diagnosis combing wavelet packet with higher order statistics

  • Author

    Hong, Shen ; Jingyuan, Tang ; Xiqu, Chen ; Xiaohong, Kong

  • Author_Institution
    Mech. & Electr. Dept., Henan Inst. of Sci. & Technol., Xinxiang, China
  • Volume
    1
  • fYear
    2010
  • Abstract
    An approach to fault diagnosis for analog circuit is described in this paper, which uses wavelet packets transform and higher order statistics (HOS) method to extract fault features and SVM classifiers to classify faults. Firstly, output voltage signals are obtained from the test nodes and the fault feature vectors are extracted using wavelet packets transform and HOS method. Then, the fault feature vectors are feed to SVM for classification. Simulation results of diagnosing a four op-amp high pass filter show us the proposed method has the higher classification accuracy and have confirmed the validity of the proposed method.
  • Keywords
    analogue circuits; fault diagnosis; pattern classification; statistical analysis; support vector machines; SVM classifiers; analog circuit fault diagnosis; fault features; higher order statistics; output voltage signals; wavelet packets transform; Circuit faults; Fault diagnosis; Feature extraction; Support vector machines; Wavelet packets; analog circuit; fault diagnosis; higher order statistics; support vector machine; wavelet packet transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Systems (ICSPS), 2010 2nd International Conference on
  • Conference_Location
    Dalian
  • Print_ISBN
    978-1-4244-6892-8
  • Electronic_ISBN
    978-1-4244-6893-5
  • Type

    conf

  • DOI
    10.1109/ICSPS.2010.5555644
  • Filename
    5555644