• DocumentCode
    184341
  • Title

    Efficient implementation of solvers for linear model predictive control on embedded devices

  • Author

    Frison, G. ; Minde Kufoalor, D.K. ; Imsland, L. ; Jorgensen, J.B.

  • Author_Institution
    Dept. of Appl. Math. & Comput. Sci., Tech. Univ. of Denmark, Lyngby, Denmark
  • fYear
    2014
  • fDate
    8-10 Oct. 2014
  • Firstpage
    1954
  • Lastpage
    1959
  • Abstract
    This paper proposes a novel approach for the efficient implementation of solvers for linear MPC on embedded devices. The main focus is to explain in detail the approach used to optimize the linear algebra for selected low-power embedded devices, and to show how the high-performance implementation of a single routine (the matrix-matrix multiplication gemm) can speed-up an interior-point method for linear MPC. The results show that the high-performance MPC obtained using the proposed approach is several times faster than the current state-of-the-art IP method for linear MPC on embedded devices.
  • Keywords
    embedded systems; linear algebra; linear systems; predictive control; IP method; linear MPC; linear algebra; linear model predictive control; low-power embedded devices; single routine; solvers; Clocks; Computer architecture; IP networks; Kernel; Program processors; Registers;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Applications (CCA), 2014 IEEE Conference on
  • Conference_Location
    Juan Les Antibes
  • Type

    conf

  • DOI
    10.1109/CCA.2014.6981589
  • Filename
    6981589