Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements

This paper introduces a nonparametric, nonlinear system identification toolbox called SAMI (simplified analysis for multiple input systems) developed for industrial measurements of vibro-acoustic systems with multiple inputs. It addresses the questions related to the user-friendly (semi-)automatic p...

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Published in:Vibration
Main Authors: Péter Zoltán Csurcsia, Bart Peeters, Johan Schoukens, Tim De Troyer
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2020
Subjects:
Online Access:https://doi.org/10.3390/vibration3020007
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spelling ftmdpi:oai:mdpi.com:/2571-631X/3/2/7/ 2023-08-20T04:09:33+02:00 Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements Péter Zoltán Csurcsia Bart Peeters Johan Schoukens Tim De Troyer 2020-04-17 application/pdf https://doi.org/10.3390/vibration3020007 EN eng Multidisciplinary Digital Publishing Institute https://dx.doi.org/10.3390/vibration3020007 https://creativecommons.org/licenses/by/4.0/ Vibration; Volume 3; Issue 2; Pages: 70-84 toolbox study MIMO systems nonparametric estimation nonlinear system identification user-friendly methods automatic processing transient elimination Text 2020 ftmdpi https://doi.org/10.3390/vibration3020007 2023-07-31T23:23:19Z This paper introduces a nonparametric, nonlinear system identification toolbox called SAMI (simplified analysis for multiple input systems) developed for industrial measurements of vibro-acoustic systems with multiple inputs. It addresses the questions related to the user-friendly (semi-)automatic processing of multiple-input, multiple-output measurements with respect to the design of an experiment and the analysis of the measured data. When the proposed toolbox is used, with minimal user interaction, it is easily possible (a) to decide whether the underlying system is linear or not, (b) to decide whether the linear framework is still adequate to be used, and (c) to tell an inexperienced user how much can be gained using an advanced nonlinear framework. The toolbox is illustrated on openly accessible F-16 ground vibration testing measurements. Text sami MDPI Open Access Publishing Vibration 3 2 70 84
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic toolbox study
MIMO systems
nonparametric estimation
nonlinear system identification
user-friendly methods
automatic processing
transient elimination
spellingShingle toolbox study
MIMO systems
nonparametric estimation
nonlinear system identification
user-friendly methods
automatic processing
transient elimination
Péter Zoltán Csurcsia
Bart Peeters
Johan Schoukens
Tim De Troyer
Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements
topic_facet toolbox study
MIMO systems
nonparametric estimation
nonlinear system identification
user-friendly methods
automatic processing
transient elimination
description This paper introduces a nonparametric, nonlinear system identification toolbox called SAMI (simplified analysis for multiple input systems) developed for industrial measurements of vibro-acoustic systems with multiple inputs. It addresses the questions related to the user-friendly (semi-)automatic processing of multiple-input, multiple-output measurements with respect to the design of an experiment and the analysis of the measured data. When the proposed toolbox is used, with minimal user interaction, it is easily possible (a) to decide whether the underlying system is linear or not, (b) to decide whether the linear framework is still adequate to be used, and (c) to tell an inexperienced user how much can be gained using an advanced nonlinear framework. The toolbox is illustrated on openly accessible F-16 ground vibration testing measurements.
format Text
author Péter Zoltán Csurcsia
Bart Peeters
Johan Schoukens
Tim De Troyer
author_facet Péter Zoltán Csurcsia
Bart Peeters
Johan Schoukens
Tim De Troyer
author_sort Péter Zoltán Csurcsia
title Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements
title_short Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements
title_full Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements
title_fullStr Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements
title_full_unstemmed Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements
title_sort simplified analysis for multiple input systems: a toolbox study illustrated on f-16 measurements
publisher Multidisciplinary Digital Publishing Institute
publishDate 2020
url https://doi.org/10.3390/vibration3020007
genre sami
genre_facet sami
op_source Vibration; Volume 3; Issue 2; Pages: 70-84
op_relation https://dx.doi.org/10.3390/vibration3020007
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/vibration3020007
container_title Vibration
container_volume 3
container_issue 2
container_start_page 70
op_container_end_page 84
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