• DocumentCode
    1367995
  • Title

    An efficient algorithm for parametric fault simulation of monolithic IC´s

  • Author

    Strojwas, Andrzej J. ; Director, Stephen W.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
  • Volume
    10
  • Issue
    8
  • fYear
    1991
  • fDate
    8/1/1991 12:00:00 AM
  • Firstpage
    1049
  • Lastpage
    1058
  • Abstract
    An efficient methodology for performing fault simulation experiments as part of an IC failure diagnosis system is described. The methodology uses regression models that relate IC performance directly to process disturbances inherent in all IC fabrication processes. An efficient algorithm for establishing the structure of such models based on data obtained from coupled process and circuit simulators is developed. It selects a minimum number of significant input parameters and automatically establishes an optimum order polynomial regression model. Moreover. the regression models obtained contain information about the structure of the dependence of IC performances on the process disturbances, which can be coded in a dependency tree for each IC performance and used directly for diagnostic purposes. The algorithm belongs to the class of artificial neural network approaches and has been implemented in a program called MULREG (multilayer regression). Two examples of analyzing MULREG are given
  • Keywords
    circuit analysis computing; digital simulation; failure analysis; fault location; integrated circuit technology; monolithic integrated circuits; IC failure diagnosis system; IC performance; MULREG; artificial neural network; dependency tree; multilayer regression; optimum order polynomial; parametric fault simulation; process disturbances; program; regression models; Artificial neural networks; Circuit faults; Circuit simulation; Coupling circuits; Fabrication; Fault diagnosis; Integrated circuit modeling; Multi-layer neural network; Polynomials; Regression tree analysis;
  • fLanguage
    English
  • Journal_Title
    Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0070
  • Type

    jour

  • DOI
    10.1109/43.85741
  • Filename
    85741