Identification of parallel Wiener-Hammerstein systems with a decoupled static nonlinearity

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Abstract

Block-oriented models are often used to model a nonlinear system. This paper presents an identification method for parallel Wiener-Hammerstein systems, where the obtained model has a decoupled static nonlinear block. This decoupled nature makes the interpretation of the obtained model more easy. First a coupled parallel Wiener-Hammerstein model is estimated. Next, the static nonlinearity is decoupled using a tensor decomposition approach. Finally, the method is validated on real-world measurements using a custom built parallel Wiener-Hammerstein test system.

Original languageEnglish
Pages (from-to)505-510
Number of pages6
JournalIFAC Proceedings Volumes
Volume47
Issue number3
DOIs
Publication statusPublished - 1 Jan 2014
Externally publishedYes
Event19th World Congress of the International Federation of Automatic Control (IFAC 2014 World Congress) - Cape Town International Convention Centre, Cape Town, South Africa
Duration: 24 Aug 201429 Aug 2014
Conference number: 19
http://www.ifac2014.org

Funding

★ This work was funded by the Fund for Scientific Research (FWO), the Methusalem grant of the Flemish Government (METH-1), the IAP VII/19 DYSCO program, and the ERC advanced grant SNLSID, under contract 320378. Mariya Ishteva is an FWO Pegasus Marie Curie Fellow

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