• DocumentCode
    2825650
  • Title

    Fast algorithm for matrix inversion in generalized predictive control

  • Author

    Wang, Yubin ; Bo, Jingyi

  • Author_Institution
    Collage of Math. & Inf. Technol., HeBei Normal Univ. of Sci. & Technol., QinHuangDao, China
  • fYear
    2011
  • fDate
    15-17 July 2011
  • Firstpage
    7367
  • Lastpage
    7371
  • Abstract
    New fast algorithm for the inverse of the matrix in generalized predictive control(GPC) is presented to reduce the computational load of matrix inverse in GPC, and improve the real-time ability of system. When maximum prediction horizon p is equal to control horizon m, the inverse matrix in control increment of GPC is transformed Toeplitz matrix, then the Trench-Zohar algorithm is applied to calculate the inverse ; when p is not equal to m, the matrix is decomposed based on Cholesky factorization firstly, the matrix inverses for lower triangular is used secondly, finally the result is gotten by matrix multiplication. The theory and the example indicate the effectiveness of the above algorithm. Moreover, the method is not only simple, but also easy to programme.
  • Keywords
    matrix decomposition; matrix inversion; predictive control; Cholesky factorization; GPC; Toeplitz matrix; Trench-Zohar algorithm; computational load reduction; fast algorithm; generalized predictive control; matrix inversion; matrix multiplication; maximum prediction horizon; Equations; Fuzzy reasoning; Information technology; Matrix decomposition; Prediction algorithms; Predictive control; Cholesky Factorization; Generalized Predictive Control; Inverse Matrix; Toeplitz Matrix; Trench-Zohar Algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechanic Automation and Control Engineering (MACE), 2011 Second International Conference on
  • Conference_Location
    Hohhot
  • Print_ISBN
    978-1-4244-9436-1
  • Type

    conf

  • DOI
    10.1109/MACE.2011.5988752
  • Filename
    5988752