• DocumentCode
    790614
  • Title

    Moving horizon observers and observer-based control

  • Author

    Michalska, Hannah ; Mayne, David Q.

  • Author_Institution
    Dept. of Electr. Eng., McGill Univ., Montreal, Que., Canada
  • Volume
    40
  • Issue
    6
  • fYear
    1995
  • fDate
    6/1/1995 12:00:00 AM
  • Firstpage
    995
  • Lastpage
    1006
  • Abstract
    In this paper two topics are explored. A new approach to the problem of obtaining an estimate of the state of a nonlinear system is proposed. The moving horizon observer produces an estimate of the state of the nonlinear system at time t either by minimizing, or approximately minimizing, a cost function over the preceding interval (horizon) [t-T,t]; as t advances, so does the horizon. Convergence of the estimator is established under the assumption that the corresponding global optimization problem can be (approximately) solved and a uniform reconstructability condition is satisfied; the latter condition is automatically satisfied for linear observable systems. The utility of the estimator for receding horizon control is explored. In particular, stability of a composite moving horizon system, comprising a moving horizon regulator and a moving horizon observer, is established
  • Keywords
    convergence; nonlinear systems; observability; observers; optimisation; stability; convergence; cost function; global optimization; moving horizon observers; nonlinear system; observer-based control; reconstructability condition; stability; state estimation; Automatic control; Control systems; Convergence; Cost function; Nonlinear control systems; Nonlinear systems; Observers; Open loop systems; Optimal control; State estimation;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/9.388677
  • Filename
    388677