• DocumentCode
    1717973
  • Title

    Fault detection based on two-stage recursive least squares parameter estimation

  • Author

    Shashoa, Nasar Aldian Ambark ; Emhemmed, Adel Saad ; Yakhlef, Sulaiman Khalifa

  • fYear
    2013
  • Firstpage
    382
  • Lastpage
    387
  • Abstract
    This paper proposes a two-stage recursive least squares algorithm for output error models. systems are considered multiple-input single-output, which is represented by autoregressive models. The first step of the proposed algorithm is to identify algorithm model. Second one is to implement these identification methods at thermal power plant, whose nominal power output is 320 MW. The water level measurements are estimated by two-stage recursive least squares parameter estimation. To validate the model, autocorrelation function of measurement residuals and cross-correlation function between input signals and residuals are analyzed. next, the determination of residual and the mean value of the residual divided to the standard deviation of the residual of two-stage are used for fault detection. Comparison between the conventional model recursive least squares algorithm and two-stage recursive least squares algorithm is finally presented.
  • Keywords
    autoregressive processes; fault diagnosis; least squares approximations; level control; level measurement; recursive estimation; thermal power stations; autocorrelation function; autoregressive models; cross-correlation function; fault detection; identification methods; input signals; mean value; measurement residuals; model recursive least squares algorithm; multiple-input single-output systems; output error models; power output; residual value; standard deviation; thermal power plant; two-stage recursive least squares parameter estimation; water level measurements; Biological system modeling; Boilers; Mathematical model; Parameter estimation; Power generation; Standards; Vectors; analytical redundancy; fault detection; fault identification; fault isolation; recursive least-squares; two-stage algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sciences and Techniques of Automatic Control and Computer Engineering (STA), 2013 14th International Conference on
  • Conference_Location
    Sousse
  • Print_ISBN
    978-1-4799-2953-5
  • Type

    conf

  • DOI
    10.1109/STA.2013.6783159
  • Filename
    6783159