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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Online Access: | https://doi.org/10.3390/vibration3020007 |
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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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1774722677146124288 |