• DocumentCode
    551026
  • Title

    Subspace identification for commensurate fractional order systems using instrumental variables

  • Author

    Liao Zeng ; Peng Cheng ; Wang Yong

  • Author_Institution
    Dept. of Autom., Univ. of Sci. & Technol. of China, Hefei, China
  • fYear
    2011
  • fDate
    22-24 July 2011
  • Firstpage
    1636
  • Lastpage
    1640
  • Abstract
    This paper focuses on the identification of commensurate fractional order systems in time domain. A novel identification method is proposed to determine the coefficient matrixes and fractional differential order. The proposed method is based on principle component analysis (PCA) in subspace family, which has been successfully applied in identifying traditional integer order systems. Utilizing the cost function, the problem of estimating the fractional differential order is transformed into parameter optimization process. An instrumental variable (IV) is used to eliminate the bias of identification results. Numerical simulation validates the proposed method.
  • Keywords
    matrix algebra; numerical analysis; optimisation; principal component analysis; regression analysis; IV; PCA; coefficient matrixes; commensurate fractional order systems; instrumental variables; integer order systems; numerical simulation; parameter optimization process; principle component analysis; subspace identification; Equations; Fractional calculus; Instruments; Noise; Optimization; Principal component analysis; Commensurate Fractional Order Systems; Instrumental Variables; Subspace Identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (CCC), 2011 30th Chinese
  • Conference_Location
    Yantai
  • ISSN
    1934-1768
  • Print_ISBN
    978-1-4577-0677-6
  • Electronic_ISBN
    1934-1768
  • Type

    conf

  • Filename
    6001368