Cargando…

Definition of Simplified Frequency-Domain Volterra Models With Quasi-Sinusoidal Input

The Volterra approach to the modeling of nonlinear systems has been employed for a long time thanks to its conceptual simplicity and flexibility. Its main drawback lies in the number of coefficients, which rapidly grows with memory length and nonlinearity order. In some important cases, such as powe...

Descripción completa

Detalles Bibliográficos
Autores principales: Faifer, Marco, Laurano, Christian, Ottoboni, Roberto, Prioli, Marco, Toscani, Sergio, Zanoni, Michele
Lenguaje:eng
Publicado: 2018
Materias:
Acceso en línea:https://dx.doi.org/10.1109/TCSI.2017.2759340
http://cds.cern.ch/record/2318219
_version_ 1780958433766277120
author Faifer, Marco
Laurano, Christian
Ottoboni, Roberto
Prioli, Marco
Toscani, Sergio
Zanoni, Michele
author_facet Faifer, Marco
Laurano, Christian
Ottoboni, Roberto
Prioli, Marco
Toscani, Sergio
Zanoni, Michele
author_sort Faifer, Marco
collection CERN
description The Volterra approach to the modeling of nonlinear systems has been employed for a long time thanks to its conceptual simplicity and flexibility. Its main drawback lies in the number of coefficients, which rapidly grows with memory length and nonlinearity order. In some important cases, such as power system applications, the input signal is periodic and contains a fundamental component that is much larger with respect to the others. This peculiarity can be exploited in order to dramatically reduce the number of coefficients defining the frequency-domain Volterra model with slight drawbacks in terms of accuracy. A systematic procedure for the definition of simplified, frequency-domain models of arbitrary order is proposed. Thanks to the simplification, very high orders of nonlinearity can be managed. The proposed approach has been employed to model the behavior of two electrical devices with different amount of nonlinearity, and that of a power grid containing linear and nonlinear loads. Accuracy is discussed and compared with that obtained with a conventional Volterra model defined by a similar number of coefficients. Results show the effectiveness of the approach, which is particularly suitable to model and test voltage and current transducers as well as other ac power system devices.
id oai-inspirehep.net-1650768
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2018
record_format invenio
spelling oai-inspirehep.net-16507682019-09-30T06:29:59Zdoi:10.1109/TCSI.2017.2759340http://cds.cern.ch/record/2318219engFaifer, MarcoLaurano, ChristianOttoboni, RobertoPrioli, MarcoToscani, SergioZanoni, MicheleDefinition of Simplified Frequency-Domain Volterra Models With Quasi-Sinusoidal InputOtherThe Volterra approach to the modeling of nonlinear systems has been employed for a long time thanks to its conceptual simplicity and flexibility. Its main drawback lies in the number of coefficients, which rapidly grows with memory length and nonlinearity order. In some important cases, such as power system applications, the input signal is periodic and contains a fundamental component that is much larger with respect to the others. This peculiarity can be exploited in order to dramatically reduce the number of coefficients defining the frequency-domain Volterra model with slight drawbacks in terms of accuracy. A systematic procedure for the definition of simplified, frequency-domain models of arbitrary order is proposed. Thanks to the simplification, very high orders of nonlinearity can be managed. The proposed approach has been employed to model the behavior of two electrical devices with different amount of nonlinearity, and that of a power grid containing linear and nonlinear loads. Accuracy is discussed and compared with that obtained with a conventional Volterra model defined by a similar number of coefficients. Results show the effectiveness of the approach, which is particularly suitable to model and test voltage and current transducers as well as other ac power system devices.oai:inspirehep.net:16507682018
spellingShingle Other
Faifer, Marco
Laurano, Christian
Ottoboni, Roberto
Prioli, Marco
Toscani, Sergio
Zanoni, Michele
Definition of Simplified Frequency-Domain Volterra Models With Quasi-Sinusoidal Input
title Definition of Simplified Frequency-Domain Volterra Models With Quasi-Sinusoidal Input
title_full Definition of Simplified Frequency-Domain Volterra Models With Quasi-Sinusoidal Input
title_fullStr Definition of Simplified Frequency-Domain Volterra Models With Quasi-Sinusoidal Input
title_full_unstemmed Definition of Simplified Frequency-Domain Volterra Models With Quasi-Sinusoidal Input
title_short Definition of Simplified Frequency-Domain Volterra Models With Quasi-Sinusoidal Input
title_sort definition of simplified frequency-domain volterra models with quasi-sinusoidal input
topic Other
url https://dx.doi.org/10.1109/TCSI.2017.2759340
http://cds.cern.ch/record/2318219
work_keys_str_mv AT faifermarco definitionofsimplifiedfrequencydomainvolterramodelswithquasisinusoidalinput
AT lauranochristian definitionofsimplifiedfrequencydomainvolterramodelswithquasisinusoidalinput
AT ottoboniroberto definitionofsimplifiedfrequencydomainvolterramodelswithquasisinusoidalinput
AT priolimarco definitionofsimplifiedfrequencydomainvolterramodelswithquasisinusoidalinput
AT toscanisergio definitionofsimplifiedfrequencydomainvolterramodelswithquasisinusoidalinput
AT zanonimichele definitionofsimplifiedfrequencydomainvolterramodelswithquasisinusoidalinput