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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...

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Autores principales: Trotta, Oriana, Bonifazi, Giuseppe, Capobianco, Giuseppe, Serranti, Silvia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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.
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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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