• DocumentCode
    838135
  • Title

    Moving horizon estimation for hybrid systems

  • Author

    Ferrari-Trecate, Giancarlo ; Mignone, Domenico ; Morari, Manfred

  • Author_Institution
    Inst. fur Automatik, Eidgenossische Tech. Hochschule, Zurich, Switzerland
  • Volume
    47
  • Issue
    10
  • fYear
    2002
  • fDate
    10/1/2002 12:00:00 AM
  • Firstpage
    1663
  • Lastpage
    1676
  • Abstract
    We propose a state-smoothing algorithm for hybrid systems based on moving-horizon estimation (MHE) by exploiting the equivalence between hybrid systems modeled in the mixed logic dynamical form and piecewise affine systems. We provide sufficient conditions on the time horizon and the penalties on the state at the beginning of the estimation horizon to guarantee asymptotic convergence of the MHE scheme. Moreover, we propose two practical algorithms for the computation of penalties that allow us to implement MHE by solving a mixed-integer quadratic program.
  • Keywords
    convergence; integer programming; observers; quadratic programming; asymptotic convergence; hybrid systems; mixed logic dynamical form; mixed-integer quadratic program; moving horizon estimation; observability; piecewise affine systems; state estimation; state-smoothing algorithm; sufficient conditions; time horizon; Control systems; Controllability; Convergence; Fault detection; Logic; Observability; Observers; Quadratic programming; State estimation; Sufficient conditions;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2002.802772
  • Filename
    1039801