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
Link To Document