• DocumentCode
    2547342
  • Title

    Map-based approach to fault detection for piecewise-affine systems

  • Author

    Schwaiger, Matthias ; Krebs, Volker

  • Author_Institution
    Univ. Karlsruhe, Karlsruhe
  • fYear
    2007
  • fDate
    7-10 Oct. 2007
  • Firstpage
    1316
  • Lastpage
    1320
  • Abstract
    This paper addresses the problem of parameter estimation for fault detection using piecewise-affine models. Given a nominal model consisting of a partitioning into affine sections and assigned parameters for each section, the problem of fault detection is related to the problem of parameter estimation for the affine sections. In general, when a technical process is operated, only measurement data covering some sections are available. Furthermore, these data may not be suitable for estimating all parameters well if they do not cover the whole domain of the corresponding affine section. In this paper, a new approach is presented which uses a data buffer to overcome these limitations.
  • Keywords
    failure analysis; fault diagnosis; parameter estimation; piecewise linear techniques; data buffer; fault detection; measurement data; parameter estimation; piecewise-affine systems; Computer buffers; Difference equations; Fault detection; Fault diagnosis; Hardware; Measurement uncertainty; Parameter estimation; Robustness; Usability; Valves;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2007. ISIC. IEEE International Conference on
  • Conference_Location
    Montreal, Que.
  • Print_ISBN
    978-1-4244-0990-7
  • Electronic_ISBN
    978-1-4244-0991-4
  • Type

    conf

  • DOI
    10.1109/ICSMC.2007.4414045
  • Filename
    4414045