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Identification of Nonlinear Feedback Systems Using a Structured Polynomial Nonlinear State Space Model

Authors :
Lieve Lauwers
Johan Schoukens
Rik Pintelon
Georges Harnack
Electricity
Source :
Vrije Universiteit Brussel
Publication Year :
2009
Publisher :
Elsevier BV, 2009.

Abstract

In this paper, we propose an identification procedure for nonlinear feedback systems by introducing a new type of model structure. The idea is to combine the advantages of two different model structures: the Polynomial NonLinear State Space (PNLSS) model and the block-structured feedback model. By imposing structural information to the existing PNLSS model, we obtain a flexible model with a lower number of parameters compared with the unconstrained structure. The structured-PNLSS model consists of a linear block in the feedforward path and a PNLSS block in the feedback path. The presented identification procedure for the structured-PNLSS model is applied to input/output measurements of a nonlinear device.

Details

ISSN :
14746670
Volume :
42
Database :
OpenAIRE
Journal :
IFAC Proceedings Volumes
Accession number :
edsair.doi.dedup.....e2c0c6d27d72351c3b86cc80081a806c
Full Text :
https://doi.org/10.3182/20090706-3-fr-2004.00054