• DocumentCode
    2796659
  • Title

    Multiscale model predictive control algorithm for multirate dynamic systems

  • Author

    Wang, Lei ; Wen, Cheng-lin

  • Author_Institution
    Inst. of Inf. & control, Hangzhou Dianzi Univ., Hangzhou
  • Volume
    7
  • fYear
    2008
  • fDate
    12-15 July 2008
  • Firstpage
    4062
  • Lastpage
    4067
  • Abstract
    This paper presents a new multiscale model predictive control algorithm for multirate system by applying multiscale theory framework. The key advantage of this algorithm is that the modeling of multirate system in multiscale domain is easy and has wide generality. The multiscale model can treat with the multirate variable ingeniously. The second contribution of this algorithm is that the computation efficiency is greatly improved by employing the parallel operation and variable horizon, while it has the same control effect as the model predictive control method in time domain. Furthermore, this paper proposes a multiscale fusion estimation method to estimate state for multirate control system.
  • Keywords
    multivariable control systems; predictive control; multirate dynamic systems; multiscale fusion estimation method; multiscale model predictive control algorithm; parallel operation; variable horizon; Control systems; Heuristic algorithms; Machine learning; Machine learning algorithms; Prediction algorithms; Predictive control; Predictive models; Sampling methods; Sensor systems; State estimation; Model predictive control; Multirate; Multiscale; Multisensor fusion; Parallel operation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2008 International Conference on
  • Conference_Location
    Kunming
  • Print_ISBN
    978-1-4244-2095-7
  • Electronic_ISBN
    978-1-4244-2096-4
  • Type

    conf

  • DOI
    10.1109/ICMLC.2008.4621113
  • Filename
    4621113