• DocumentCode
    646124
  • Title

    Set-membership state estimation for discrete time piecewise affine systems using zonotopes

  • Author

    Tabatabaeipour, Seyed Mojtaba ; Stoustrup, Jakob

  • Author_Institution
    Dept. of Electr. Eng., Tech. Univ. of Denmark, Lyngby, Denmark
  • fYear
    2013
  • fDate
    17-19 July 2013
  • Firstpage
    3143
  • Lastpage
    3148
  • Abstract
    This paper presents a method for guaranteed state estimation of discrete time piecewise affine systems with unknown but bounded noise and disturbance. Using zonotopic set representations, the proposed method computes the set of states that are consistent with the model, observation, and bounds on the noise and disturbance such that the real state of the system is guaranteed to lie in this set. Because in piecewise affine systems, the state space is partitioned into a number of polyhedral sets, at each iteration the intersection of the zonotopes containing a set-valued estimation of the states with each of the polyhedral partitions must be computed. We use an analytic method to compute the intersection as a zonotope and minimize the size of the intersection. A numerical example is provided to illuminate the algorithm.
  • Keywords
    discrete time systems; iterative methods; set theory; state estimation; state-space methods; bounded noise; discrete time piecewise affine systems; polyhedral partitions; polyhedral sets; set-membership state estimation; set-valued estimation; state space method; zonotopic set representations; Computational complexity; Ellipsoids; Noise; Prediction algorithms; State estimation; Strips;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (ECC), 2013 European
  • Conference_Location
    Zurich
  • Type

    conf

  • Filename
    6669529