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