• DocumentCode
    2820117
  • Title

    Subspace identification of bilinear systems using a dedicated input sequence

  • Author

    Van Wingerden, Jan-Willem ; Verhaegen, Michel

  • Author_Institution
    Delft Univ. of Technol., Delft
  • fYear
    2007
  • fDate
    12-14 Dec. 2007
  • Firstpage
    4962
  • Lastpage
    4967
  • Abstract
    A novel identification scheme for bilinear systems is proposed. Piecewise constant input sequences are used to overcome the curse of dimensionality of traditional bilinear subspace identification methods. This dedicated input sequence allows for the identification of stationary input models using traditional subspace identification techniques. Inherent to sub-space identification these models are identified in a different state basis. A common state basis can be found by setting up an intersection problem combined with a number of linear relations. The solution of this linear problem can be used to estimate the system matrices. The working of the algorithm is illustrated with a simulation example.
  • Keywords
    bilinear systems; matrix algebra; piecewise constant techniques; bilinear systems; dedicated input sequence; linear problem; piecewise constant input sequences; subspace identification techniques; system matrices; Biological system modeling; Control systems; Equations; Iterative algorithms; Nonlinear systems; Sequences; System identification; Systems engineering and theory; USA Councils; White noise; Linear Parameter-Varying systems; NL system identification; Subspace identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2007 46th IEEE Conference on
  • Conference_Location
    New Orleans, LA
  • ISSN
    0191-2216
  • Print_ISBN
    978-1-4244-1497-0
  • Electronic_ISBN
    0191-2216
  • Type

    conf

  • DOI
    10.1109/CDC.2007.4434357
  • Filename
    4434357