• DocumentCode
    1219875
  • Title

    General interpolation in MPC and its advantages

  • Author

    Bacic, Marko ; Cannon, Mark ; Lee, Young Il ; Kouvaritakis, Basil

  • Author_Institution
    Dept. of Eng. Sci., Univ. of Oxford, UK
  • Volume
    48
  • Issue
    6
  • fYear
    2003
  • fDate
    6/1/2003 12:00:00 AM
  • Firstpage
    1092
  • Lastpage
    1096
  • Abstract
    Linear terminal control laws in model predictive control imply the need to compromise between performance and size of terminal region. A remedy allows the control law to vary with time, but requires very large online computation. Here, use is made of nonlinear terminal laws comprising an interpolation between predefined laws, each with its own precomputed terminal set. This reduces the online computation significantly, yet results in large terminal sets defined by the convex hull of invariant ellipsoids. The use of a different prediction class also produces significant benefits with respect to performance.
  • Keywords
    computational complexity; interpolation; predictive control; time-varying systems; MPC; convex hull; interpolation; invariant ellipsoids; linear terminal control laws; model predictive control; online computation reduction; time-varying control; Constraint optimization; Cost function; Educational institutions; Ellipsoids; Interpolation; Linear matrix inequalities; Predictive control; Predictive models; Size control; Stability;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2003.812817
  • Filename
    1205211