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Identification of Corrosion Minerals Using Shortwave Infrared Hyperspectral Imaging
In this study, we propose a new method to identify corrosion minerals in carbon steel using hyperspectral imaging (HSI) in the shortwave infrared range (900–1700 nm). Seven samples were artificially corroded using a neutral salt spray test and examined using a hyperspectral camera. A normalized cros...
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/PMC8749733/ https://www.ncbi.nlm.nih.gov/pubmed/35009949 http://dx.doi.org/10.3390/s22010407 |
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author | De Kerf, Thomas Pipintakos, Georgios Zahiri, Zohreh Vanlanduit, Steve Scheunders, Paul |
author_facet | De Kerf, Thomas Pipintakos, Georgios Zahiri, Zohreh Vanlanduit, Steve Scheunders, Paul |
author_sort | De Kerf, Thomas |
collection | PubMed |
description | In this study, we propose a new method to identify corrosion minerals in carbon steel using hyperspectral imaging (HSI) in the shortwave infrared range (900–1700 nm). Seven samples were artificially corroded using a neutral salt spray test and examined using a hyperspectral camera. A normalized cross-correlation algorithm is used to identify four different corrosion minerals (goethite, magnetite, lepidocrocite and hematite), using reference spectra. A Fourier Transform Infrared spectrometer (FTIR) analysis of the scraped corrosion powders was used as a ground truth to validate the results obtained by the hyperspectral camera. This comparison shows that the HSI technique effectively detects the dominant mineral present in the samples. In addition, HSI can also accurately predict the changes in mineral composition that occur over time. |
format | Online Article Text |
id | pubmed-8749733 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87497332022-01-12 Identification of Corrosion Minerals Using Shortwave Infrared Hyperspectral Imaging De Kerf, Thomas Pipintakos, Georgios Zahiri, Zohreh Vanlanduit, Steve Scheunders, Paul Sensors (Basel) Article In this study, we propose a new method to identify corrosion minerals in carbon steel using hyperspectral imaging (HSI) in the shortwave infrared range (900–1700 nm). Seven samples were artificially corroded using a neutral salt spray test and examined using a hyperspectral camera. A normalized cross-correlation algorithm is used to identify four different corrosion minerals (goethite, magnetite, lepidocrocite and hematite), using reference spectra. A Fourier Transform Infrared spectrometer (FTIR) analysis of the scraped corrosion powders was used as a ground truth to validate the results obtained by the hyperspectral camera. This comparison shows that the HSI technique effectively detects the dominant mineral present in the samples. In addition, HSI can also accurately predict the changes in mineral composition that occur over time. MDPI 2022-01-05 /pmc/articles/PMC8749733/ /pubmed/35009949 http://dx.doi.org/10.3390/s22010407 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 De Kerf, Thomas Pipintakos, Georgios Zahiri, Zohreh Vanlanduit, Steve Scheunders, Paul Identification of Corrosion Minerals Using Shortwave Infrared Hyperspectral Imaging |
title | Identification of Corrosion Minerals Using Shortwave Infrared Hyperspectral Imaging |
title_full | Identification of Corrosion Minerals Using Shortwave Infrared Hyperspectral Imaging |
title_fullStr | Identification of Corrosion Minerals Using Shortwave Infrared Hyperspectral Imaging |
title_full_unstemmed | Identification of Corrosion Minerals Using Shortwave Infrared Hyperspectral Imaging |
title_short | Identification of Corrosion Minerals Using Shortwave Infrared Hyperspectral Imaging |
title_sort | identification of corrosion minerals using shortwave infrared hyperspectral imaging |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8749733/ https://www.ncbi.nlm.nih.gov/pubmed/35009949 http://dx.doi.org/10.3390/s22010407 |
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