• DocumentCode
    189645
  • Title

    Fast NMPC: A reality-steered paradigm: Key properties of fast NMPC algorithms

  • Author

    Alamir, Mazen

  • Author_Institution
    Control Syst. Dept., Univ. of Grenoble, St. Martin d´Hères, France
  • fYear
    2014
  • fDate
    24-27 June 2014
  • Firstpage
    2472
  • Lastpage
    2477
  • Abstract
    In this paper, the paradigm of fast Nonlinear Model Predictive Control is recalled. Then a fundamental inequality that conditions the closed-loop stability is derived. Based on this inequality, it is shown that the comparison between different algorithms in the context of Fast NMPC must be based not only on the efficiency per iteration but also on the time needed to perform a single iteration. An illustrative example is used to assess the fact that under some circumstances, it is worth using less efficient algorithms (in conventional sense) that correspond to less amount of computation per iteration and this even when perfect model is used and in a disturbance-free context.
  • Keywords
    closed loop systems; nonlinear control systems; predictive control; stability; closed-loop stability; disturbance-free context; fast NMPC algorithms; fast nonlinear model predictive control; fundamental inequality; reality-steered paradigm; Computational modeling; Cost function; Optimization methods; Stability analysis; Standards; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (ECC), 2014 European
  • Conference_Location
    Strasbourg
  • Print_ISBN
    978-3-9524269-1-3
  • Type

    conf

  • DOI
    10.1109/ECC.2014.6862620
  • Filename
    6862620