• DocumentCode
    1731689
  • Title

    Design of Neural Network Output Layer in Fault Diagnosis of Analog Circuit

  • Author

    Haini, Qu ; Weisheng, Xu ; Youling, Yu

  • Author_Institution
    Tongji Univ., Shanghai
  • fYear
    2007
  • Abstract
    In this paper, we have developed a new way to design the output layer of neural network in fault diagnosis of analog circuit. The primary focus of our method is to simplify the network architecture while offering the value information of faulty component. A comparison of our work with reference indicates that our work ensures a robust and fast fault diagnosis in analog circuit including effects due to tolerances. The concepts of our work can be extended to detect multiple faulty components.
  • Keywords
    analogue circuits; circuit CAD; circuit testing; fault diagnosis; neural nets; analog circuit; fault diagnosis; faulty component; network architecture; neural network output layer; Analog circuits; Circuit faults; Circuit testing; Dictionaries; Electrical fault detection; Fault detection; Fault diagnosis; Instruments; Neural networks; Neurons; Neural network; analog circuit; fault diagnosis; output layer;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronic Measurement and Instruments, 2007. ICEMI '07. 8th International Conference on
  • Conference_Location
    Xi´an
  • Print_ISBN
    978-1-4244-1136-8
  • Electronic_ISBN
    978-1-4244-1136-8
  • Type

    conf

  • DOI
    10.1109/ICEMI.2007.4350998
  • Filename
    4350998