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Recycling-Oriented Characterization of Post-Earthquake Building Waste by Different Sensing Techniques
In this paper, a methodological approach based on hyperspectral imaging (HSI) working in the short-wave infrared range (1000–2500 nm) was developed and applied for the recycling-oriented characterization of post-earthquake building waste. In more detail, the presence of residual cement mortar on the...
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/PMC8466861/ https://www.ncbi.nlm.nih.gov/pubmed/34564108 http://dx.doi.org/10.3390/jimaging7090182 |
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author | Trotta, Oriana Bonifazi, Giuseppe Capobianco, Giuseppe Serranti, Silvia |
author_facet | Trotta, Oriana Bonifazi, Giuseppe Capobianco, Giuseppe Serranti, Silvia |
author_sort | Trotta, Oriana |
collection | PubMed |
description | In this paper, a methodological approach based on hyperspectral imaging (HSI) working in the short-wave infrared range (1000–2500 nm) was developed and applied for the recycling-oriented characterization of post-earthquake building waste. In more detail, the presence of residual cement mortar on the surface of tile fragments that can be recycled as aggregates was estimated. The acquired hyperspectral images were analyzed by applying different chemometric methods: principal component analysis (PCA) for data exploration and partial least-squares-discriminant analysis (PLS-DA) to build classification models. Micro-X-ray fluorescence (micro-XRF) maps were also obtained on the same samples in order to validate the HSI classification results. Results showed that it is possible to identify cement mortar on the surface of the recycled tile, evaluating its degree of liberation. The recognition is automatic and non-destructive and can be applied for recycling-oriented purposes at recycling plants. |
format | Online Article Text |
id | pubmed-8466861 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-84668612021-10-28 Recycling-Oriented Characterization of Post-Earthquake Building Waste by Different Sensing Techniques Trotta, Oriana Bonifazi, Giuseppe Capobianco, Giuseppe Serranti, Silvia J Imaging Article In this paper, a methodological approach based on hyperspectral imaging (HSI) working in the short-wave infrared range (1000–2500 nm) was developed and applied for the recycling-oriented characterization of post-earthquake building waste. In more detail, the presence of residual cement mortar on the surface of tile fragments that can be recycled as aggregates was estimated. The acquired hyperspectral images were analyzed by applying different chemometric methods: principal component analysis (PCA) for data exploration and partial least-squares-discriminant analysis (PLS-DA) to build classification models. Micro-X-ray fluorescence (micro-XRF) maps were also obtained on the same samples in order to validate the HSI classification results. Results showed that it is possible to identify cement mortar on the surface of the recycled tile, evaluating its degree of liberation. The recognition is automatic and non-destructive and can be applied for recycling-oriented purposes at recycling plants. MDPI 2021-09-08 /pmc/articles/PMC8466861/ /pubmed/34564108 http://dx.doi.org/10.3390/jimaging7090182 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 | Article Trotta, Oriana Bonifazi, Giuseppe Capobianco, Giuseppe Serranti, Silvia Recycling-Oriented Characterization of Post-Earthquake Building Waste by Different Sensing Techniques |
title | Recycling-Oriented Characterization of Post-Earthquake Building Waste by Different Sensing Techniques |
title_full | Recycling-Oriented Characterization of Post-Earthquake Building Waste by Different Sensing Techniques |
title_fullStr | Recycling-Oriented Characterization of Post-Earthquake Building Waste by Different Sensing Techniques |
title_full_unstemmed | Recycling-Oriented Characterization of Post-Earthquake Building Waste by Different Sensing Techniques |
title_short | Recycling-Oriented Characterization of Post-Earthquake Building Waste by Different Sensing Techniques |
title_sort | recycling-oriented characterization of post-earthquake building waste by different sensing techniques |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8466861/ https://www.ncbi.nlm.nih.gov/pubmed/34564108 http://dx.doi.org/10.3390/jimaging7090182 |
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