• DocumentCode
    1051356
  • Title

    Piecewise-Linear Identification of Nonlinear Dynamical Systems in View of Their Circuit Implementations

  • Author

    De Feo, Oscar ; Storace, Marco

  • Author_Institution
    Univ. Coll. Cork, Cork
  • Volume
    54
  • Issue
    7
  • fYear
    2007
  • fDate
    7/1/2007 12:00:00 AM
  • Firstpage
    1542
  • Lastpage
    1554
  • Abstract
    We address here an aspect of the problem concerning circuit implementations of nonlinear dynamical systems that depend on control parameters. In particular, the problem of the identification of such systems is addressed in two steps. The first step uses the state-space reconstruction (through time delay reconstruction associated with principal component analysis) on the basis of scalar time series measured in the systems to be identified. The second step deals with the approximation of the flow in the reconstructed space (through a piecewise-linear approximation technique). The proposed method is first validated with two examples concerning known systems and then applied successfully to two realistic cases.
  • Keywords
    nonlinear dynamical systems; piecewise linear techniques; principal component analysis; state-space methods; time series; bifurcation; circuit implementations; nonlinear dynamical systems; piecewise-linear identification; principal component analysis; scalar time series; state-space reconstruction; time delay reconstruction; Biological system modeling; Cellular networks; Circuit synthesis; Control systems; Function approximation; Nonlinear control systems; Nonlinear dynamical systems; Piecewise linear techniques; Power system dynamics; Power system modeling; Bifurcation; function approximation; identification; modeling; nonlinear systems; piecewise-linear (PWL) approximation techniques;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems I: Regular Papers, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1549-8328
  • Type

    jour

  • DOI
    10.1109/TCSI.2007.899613
  • Filename
    4268404