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A Robust Data-Driven Controller Design Methodology With Applications to Particle Accelerator Power Converters

A new data-driven approach using the frequency response function (FRF) of a system is proposed for designing robust-fixed structure digital controllers for particle accelerators' power converters. This design method ensures that the dynamics of a system are captured and avoid the problem of unm...

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Detalles Bibliográficos
Autores principales: Nicoletti, Achille, Martino, Michele, Karimi, Alireza
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:https://dx.doi.org/10.1109/TCST.2017.2783346
http://cds.cern.ch/record/2680822
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author Nicoletti, Achille
Martino, Michele
Karimi, Alireza
author_facet Nicoletti, Achille
Martino, Michele
Karimi, Alireza
author_sort Nicoletti, Achille
collection CERN
description A new data-driven approach using the frequency response function (FRF) of a system is proposed for designing robust-fixed structure digital controllers for particle accelerators' power converters. This design method ensures that the dynamics of a system are captured and avoid the problem of unmodeled dynamics associated with parametric models. The H∞ robust performance condition can be represented by a set of convex constraints with respect to the parameters of a two degree of freedom RST controller. This controller is robust with respect to the frequency-dependent uncertainties of the FRF. A convex optimization algorithm is implemented to obtain the controller parameters. The effectiveness of the method is illustrated by considering two case studies that require robust controllers for achieving the desired performance.
id oai-inspirehep.net-1665874
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2019
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spelling oai-inspirehep.net-16658742022-07-08T09:22:41Zdoi:10.1109/TCST.2017.2783346http://cds.cern.ch/record/2680822engNicoletti, AchilleMartino, MicheleKarimi, AlirezaA Robust Data-Driven Controller Design Methodology With Applications to Particle Accelerator Power ConvertersAccelerators and Storage RingsA new data-driven approach using the frequency response function (FRF) of a system is proposed for designing robust-fixed structure digital controllers for particle accelerators' power converters. This design method ensures that the dynamics of a system are captured and avoid the problem of unmodeled dynamics associated with parametric models. The H∞ robust performance condition can be represented by a set of convex constraints with respect to the parameters of a two degree of freedom RST controller. This controller is robust with respect to the frequency-dependent uncertainties of the FRF. A convex optimization algorithm is implemented to obtain the controller parameters. The effectiveness of the method is illustrated by considering two case studies that require robust controllers for achieving the desired performance.oai:inspirehep.net:16658742019
spellingShingle Accelerators and Storage Rings
Nicoletti, Achille
Martino, Michele
Karimi, Alireza
A Robust Data-Driven Controller Design Methodology With Applications to Particle Accelerator Power Converters
title A Robust Data-Driven Controller Design Methodology With Applications to Particle Accelerator Power Converters
title_full A Robust Data-Driven Controller Design Methodology With Applications to Particle Accelerator Power Converters
title_fullStr A Robust Data-Driven Controller Design Methodology With Applications to Particle Accelerator Power Converters
title_full_unstemmed A Robust Data-Driven Controller Design Methodology With Applications to Particle Accelerator Power Converters
title_short A Robust Data-Driven Controller Design Methodology With Applications to Particle Accelerator Power Converters
title_sort robust data-driven controller design methodology with applications to particle accelerator power converters
topic Accelerators and Storage Rings
url https://dx.doi.org/10.1109/TCST.2017.2783346
http://cds.cern.ch/record/2680822
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