Identification of Wiener Models based on SVM and Orthonormal Bases

In this paper, a novel method for the identification of the linear and nonlinear blocks in a Wiener model is presented. The method combines Support Vector Machines and Least Squares Prediction Error techniques. The identification is carried out by minimizing an augmented cost function defined as the...

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Detalles Bibliográficos
Autores principales: Gómez, Juan Carlos, Baeyens, Enrique
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2012
Materias:
Ciencias Informáticas
Wiener Models
Identification
SVM and Orthonormal Bases
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/123791
https://41jaiio.sadio.org.ar/sites/default/files/5_AST_2012.pdf
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-123791
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Wiener Models
Identification
SVM and Orthonormal Bases
spellingShingle Ciencias Informáticas
Wiener Models
Identification
SVM and Orthonormal Bases
Gómez, Juan Carlos
Baeyens, Enrique
Identification of Wiener Models based on SVM and Orthonormal Bases
topic_facet Ciencias Informáticas
Wiener Models
Identification
SVM and Orthonormal Bases
description In this paper, a novel method for the identification of the linear and nonlinear blocks in a Wiener model is presented. The method combines Support Vector Machines and Least Squares Prediction Error techniques. The identification is carried out by minimizing an augmented cost function defined as the sum of the standard structural risk function appearing in Support Vector Regression and the quadratic criterion on the prediction errors associated to Least Squares estimation methods. The properties of the proposed method are illustrated through simulation examples.
format Objeto de conferencia
Objeto de conferencia
author Gómez, Juan Carlos
Baeyens, Enrique
author_facet Gómez, Juan Carlos
Baeyens, Enrique
author_sort Gómez, Juan Carlos
title Identification of Wiener Models based on SVM and Orthonormal Bases
title_short Identification of Wiener Models based on SVM and Orthonormal Bases
title_full Identification of Wiener Models based on SVM and Orthonormal Bases
title_fullStr Identification of Wiener Models based on SVM and Orthonormal Bases
title_full_unstemmed Identification of Wiener Models based on SVM and Orthonormal Bases
title_sort identification of wiener models based on svm and orthonormal bases
publishDate 2012
url http://sedici.unlp.edu.ar/handle/10915/123791
https://41jaiio.sadio.org.ar/sites/default/files/5_AST_2012.pdf
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