Advanced Search
Xu Lijia, Huang Jianguo, Wang Houjun. A Method for the Diagnosis of the Incipient Faults in Analog Circuits Using HMM[J]. Journal of Computer-Aided Design & Computer Graphics, 2010, 22(7): 1215-1222.
Citation: Xu Lijia, Huang Jianguo, Wang Houjun. A Method for the Diagnosis of the Incipient Faults in Analog Circuits Using HMM[J]. Journal of Computer-Aided Design & Computer Graphics, 2010, 22(7): 1215-1222.

A Method for the Diagnosis of the Incipient Faults in Analog Circuits Using HMM

  • Diagnosis of incipient faults for electronic systems especially for analog circuits,is important yet difficult.The paper proposes a new method using HMM for the diagnosis of the incipient faults in analog circuits.First,the voltage feature vectors are extracted from analog circuits;Then,the improved LDA is used to reduce dimensionality of the voltage feature vectors and remove their redundancy,where the performance of LDA is improved through overcoming shortcomings existing in original LDA;Finally,the processed feature vectors are used to form the observation sequences,which are sent to HMM to accomplish the diagnosis of the incipient faults.The experimental results on performance of the proposed method indicated that the method has better recognition capability than the other methods.
  • loading

Catalog

    Turn off MathJax
    Article Contents

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return