• DocumentCode
    3617957
  • Title

    On nonlinear system modeling using principal dynamic modes

  • Author

    G.A. Williamson;R. Hacioglu

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
  • Volume
    1
  • fYear
    2004
  • fDate
    6/26/1905 12:00:00 AM
  • Firstpage
    751
  • Abstract
    The concept of principal dynamic modes was recently proposed as a means to expand a nonlinear system´s dynamics into modal components that are quadratic in the system inputs. The most significant system modes may be extracted from this decomposition. This approach has been utilized to analyze nonlinear biological systems. Here, principal dynamic modes are interpreted as a means to approximate nonlinear systems as linear combinations of Wiener systems. The principal dynamic mode method is modified to better achieve this goal, while also enabling a more appropriate simplification when the system is linear.
  • Keywords
    "Nonlinear systems","Nonlinear dynamical systems","Linear systems","Biological systems","Biological system modeling","Matrix decomposition","Symmetric matrices","Polynomials","Rats","Heart rate variability"
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 2004. Conference Record of the Thirty-Eighth Asilomar Conference on
  • Print_ISBN
    0-7803-8622-1
  • Type

    conf

  • DOI
    10.1109/ACSSC.2004.1399235
  • Filename
    1399235