• DocumentCode
    2722051
  • Title

    An object-oriented toolbox for linear and nonlinear system identification

  • Author

    Westwick, David T. ; Kearney, Robert E.

  • Author_Institution
    Dept. Elec. & Comp. Eng., Calgary Univ., Alta., Canada
  • Volume
    1
  • fYear
    2004
  • fDate
    1-5 Sept. 2004
  • Firstpage
    514
  • Lastpage
    517
  • Abstract
    Nonlinear system identification techniques are often used to construct mathematical models of physiological systems. There is a wide variety of model structures, many of which require specialized techniques for their identification. Unfortunately, this variety may present a significant barrier to any non-specialists who wish to use these methods. This work describes a MATLAB™ based toolbox that addresses these problems by providing a common environment supporting a robust set of tools for the identification, simulation, and manipulation of important model structures. The design philosophy and its implementation are described. An illustrative example, constructing a parallel cascade model of the dynamic stiffness of the human ankle, is used to demonstrate many of the features of the toolbox.
  • Keywords
    biomechanics; elasticity; mathematics computing; object-oriented programming; physiological models; MATLAB based toolbox; dynamic stiffness; human ankle; linear system identification; nonlinear system identification; object-oriented toolbox; parallel cascade model; physiological models; Biomedical measurements; Computer languages; Humans; Kernel; Mathematical model; Nonlinear dynamical systems; Nonlinear systems; Object oriented modeling; Robustness; Terminology; MATLAB; Volterra series; Wiener kernels; block structured models; physiological systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2004. IEMBS '04. 26th Annual International Conference of the IEEE
  • Conference_Location
    San Francisco, CA
  • Print_ISBN
    0-7803-8439-3
  • Type

    conf

  • DOI
    10.1109/IEMBS.2004.1403207
  • Filename
    1403207