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Multiscale Analysis of Solar Loading Thermographic Signals for Wall Structure Inspection †
Infrared thermography has been widely adopted in many applications for material structure inspection, where data analysis methods are often implemented to elaborate raw thermal data and to characterize material structural properties. Herein, a multiscale thermographic data analysis framework is prop...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8073610/ https://www.ncbi.nlm.nih.gov/pubmed/33923607 http://dx.doi.org/10.3390/s21082806 |
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author | Tu, Katherine Ibarra-Castanedo, Clemente Sfarra, Stefano Yao, Yuan Maldague, Xavier P. V. |
author_facet | Tu, Katherine Ibarra-Castanedo, Clemente Sfarra, Stefano Yao, Yuan Maldague, Xavier P. V. |
author_sort | Tu, Katherine |
collection | PubMed |
description | Infrared thermography has been widely adopted in many applications for material structure inspection, where data analysis methods are often implemented to elaborate raw thermal data and to characterize material structural properties. Herein, a multiscale thermographic data analysis framework is proposed and applied to building structure inspection. In detail, thermograms are first collected by conducting solar loading thermography, which are then decomposed into several intrinsic mode functions under different spatial scales by multidimensional ensemble empirical mode decomposition. At each scale, principal component analysis (PCA) is implemented for feature extraction. By visualizing the loading vectors of PCA, the important building structures are highlighted. Compared with principal component thermography that applies PCA directly to raw thermal data, the proposed multiscale analysis method is able to zoom in on different types of structural features. |
format | Online Article Text |
id | pubmed-8073610 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-80736102021-04-27 Multiscale Analysis of Solar Loading Thermographic Signals for Wall Structure Inspection † Tu, Katherine Ibarra-Castanedo, Clemente Sfarra, Stefano Yao, Yuan Maldague, Xavier P. V. Sensors (Basel) Communication Infrared thermography has been widely adopted in many applications for material structure inspection, where data analysis methods are often implemented to elaborate raw thermal data and to characterize material structural properties. Herein, a multiscale thermographic data analysis framework is proposed and applied to building structure inspection. In detail, thermograms are first collected by conducting solar loading thermography, which are then decomposed into several intrinsic mode functions under different spatial scales by multidimensional ensemble empirical mode decomposition. At each scale, principal component analysis (PCA) is implemented for feature extraction. By visualizing the loading vectors of PCA, the important building structures are highlighted. Compared with principal component thermography that applies PCA directly to raw thermal data, the proposed multiscale analysis method is able to zoom in on different types of structural features. MDPI 2021-04-16 /pmc/articles/PMC8073610/ /pubmed/33923607 http://dx.doi.org/10.3390/s21082806 Text en © 2021 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 | Communication Tu, Katherine Ibarra-Castanedo, Clemente Sfarra, Stefano Yao, Yuan Maldague, Xavier P. V. Multiscale Analysis of Solar Loading Thermographic Signals for Wall Structure Inspection † |
title | Multiscale Analysis of Solar Loading Thermographic Signals for Wall Structure Inspection † |
title_full | Multiscale Analysis of Solar Loading Thermographic Signals for Wall Structure Inspection † |
title_fullStr | Multiscale Analysis of Solar Loading Thermographic Signals for Wall Structure Inspection † |
title_full_unstemmed | Multiscale Analysis of Solar Loading Thermographic Signals for Wall Structure Inspection † |
title_short | Multiscale Analysis of Solar Loading Thermographic Signals for Wall Structure Inspection † |
title_sort | multiscale analysis of solar loading thermographic signals for wall structure inspection † |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8073610/ https://www.ncbi.nlm.nih.gov/pubmed/33923607 http://dx.doi.org/10.3390/s21082806 |
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