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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9285662 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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