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An Optimal Sensor Layout Using the Frequency Response Function Data within a Wide Range of Frequencies

This study presents iterative optimal sensor placement (OSP) techniques using the modal assurance criterion (MAC) and the effective independence (EI) algorithm. The algorithms use the proper orthogonal mode (POM) extracted from the frequency response functions (FRFs) of dynamic systems within a wide...

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Autores principales: Lee, Eun-Taik, Eun, Hee-Chang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9285662/
https://www.ncbi.nlm.nih.gov/pubmed/35632186
http://dx.doi.org/10.3390/s22103778
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author Lee, Eun-Taik
Eun, Hee-Chang
author_facet Lee, Eun-Taik
Eun, Hee-Chang
author_sort Lee, Eun-Taik
collection PubMed
description This study presents iterative optimal sensor placement (OSP) techniques using the modal assurance criterion (MAC) and the effective independence (EI) algorithm. The algorithms use the proper orthogonal mode (POM) extracted from the frequency response functions (FRFs) of dynamic systems within a wide range of frequencies. The FRF-based OSP method proposed in this study has the merit of reflecting dynamic characteristics, unlike the mode shape-based method. Evaluating the MAC values and the EI indices at each iteration, the DOFs of low contribution to the objective function of candidate sensor DOFs are deleted from master DOFs and moved to slave DOFs. This process is repeated until the sensor number corresponds with the master DOFs. The validity of the proposed methods is illustrated in an example, the sensor layouts by the proposed methods are compared, and the layout inconsistency between the MAC and the EI techniques is analyzed.
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spelling pubmed-92856622022-07-16 An Optimal Sensor Layout Using the Frequency Response Function Data within a Wide Range of Frequencies Lee, Eun-Taik Eun, Hee-Chang Sensors (Basel) Article This study presents iterative optimal sensor placement (OSP) techniques using the modal assurance criterion (MAC) and the effective independence (EI) algorithm. The algorithms use the proper orthogonal mode (POM) extracted from the frequency response functions (FRFs) of dynamic systems within a wide range of frequencies. The FRF-based OSP method proposed in this study has the merit of reflecting dynamic characteristics, unlike the mode shape-based method. Evaluating the MAC values and the EI indices at each iteration, the DOFs of low contribution to the objective function of candidate sensor DOFs are deleted from master DOFs and moved to slave DOFs. This process is repeated until the sensor number corresponds with the master DOFs. The validity of the proposed methods is illustrated in an example, the sensor layouts by the proposed methods are compared, and the layout inconsistency between the MAC and the EI techniques is analyzed. MDPI 2022-05-16 /pmc/articles/PMC9285662/ /pubmed/35632186 http://dx.doi.org/10.3390/s22103778 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Lee, Eun-Taik
Eun, Hee-Chang
An Optimal Sensor Layout Using the Frequency Response Function Data within a Wide Range of Frequencies
title An Optimal Sensor Layout Using the Frequency Response Function Data within a Wide Range of Frequencies
title_full An Optimal Sensor Layout Using the Frequency Response Function Data within a Wide Range of Frequencies
title_fullStr An Optimal Sensor Layout Using the Frequency Response Function Data within a Wide Range of Frequencies
title_full_unstemmed An Optimal Sensor Layout Using the Frequency Response Function Data within a Wide Range of Frequencies
title_short An Optimal Sensor Layout Using the Frequency Response Function Data within a Wide Range of Frequencies
title_sort optimal sensor layout using the frequency response function data within a wide range of frequencies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9285662/
https://www.ncbi.nlm.nih.gov/pubmed/35632186
http://dx.doi.org/10.3390/s22103778
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