• DocumentCode
    1490146
  • Title

    An Interactive Term Approach to Non-Parametric FIR Nonlinear System Identification

  • Author

    Bai, Er-Wei ; Deistler, Manfred

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Iowa, Iowa City, IA, USA
  • Volume
    55
  • Issue
    8
  • fYear
    2010
  • Firstpage
    1952
  • Lastpage
    1957
  • Abstract
    In this technical note, a framework for designing specially structured input sequences for non-parametric nonlinear system identification is presented so that interaction terms which describe interactions among variables can be identified separately. In a sense, the approach decomposes a general difficult nonlinear identification problem into a number of problems that are of lower orders. Corresponding identification algorithms are proposed.
  • Keywords
    identification; nonlinear systems; interactive term approach; non-parametric FIR nonlinear system identification; Cities and towns; Finite impulse response filter; Input variables; Kernel; Noise measurement; Nonlinear systems; Polynomials; Random variables; Statistics; System identification; Additive systems; kernel estimation; nonlinear system identification;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2010.2050355
  • Filename
    5464299