• DocumentCode
    2301313
  • Title

    Model order selection criterion with application to physical systems

  • Author

    Doraiswami, Rajamani ; Cheded, Lahouari ; Khalid, Haris M.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of New Brunswick, Fredericton, NB, Canada
  • fYear
    2010
  • fDate
    21-24 Aug. 2010
  • Firstpage
    393
  • Lastpage
    398
  • Abstract
    In this paper, it is shown that poles of the discrete-time equivalent of continuous system will lie in the right-half of the complex plane if the sampling rate is chosen to be more than twice the Nyquist rate. This new criterion allows for a quick and reliable separation between the system´s poles and any extraneous poles emanating from a variety of artifacts such as high frequency noise and nonlinearities in the system. The system is identified for different model orders and only those for which the poles lie in the right-half plane are chosen. Then using a conventional scheme such as Akaike Information Criterion (AIC), the correct order is chosen from the selected model set. The proposed model order selection criterion has been evaluated on a physical system.
  • Keywords
    Nyquist criterion; continuous systems; discrete time systems; poles and zeros; Akaike information criterion; Nyquist rate; continuous system; discrete-time equivalent; model order selection criterion; physical system; poles; sampling rate; Bandwidth; Mathematical model; Modeling; Noise; Noise measurement; Poles and zeros; Akaike information criterion; Identification; model-based control design; model-based fault diagnosis; model-order selection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automation Science and Engineering (CASE), 2010 IEEE Conference on
  • Conference_Location
    Toronto, ON
  • Print_ISBN
    978-1-4244-5447-1
  • Type

    conf

  • DOI
    10.1109/COASE.2010.5583976
  • Filename
    5583976