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Natural stone heterogeneities and discontinuities: an overview and proposal of a classification system

Portugal has a relevant role in natural stone production and trading. The national sector has been trying to follow the requirements of the Fourth Industrial Era, where automation of stone processing operations is necessary to increase productivity, balance the decreasing workforce and reduce stone...

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Autores principales: Pereira, Maria Luísa, Dionísio, Amélia, Garcia, Madalena Barata, Bento, Luísa, Amaral, Pedro, Ramos, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10066012/
http://dx.doi.org/10.1007/s10064-023-03152-0
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author Pereira, Maria Luísa
Dionísio, Amélia
Garcia, Madalena Barata
Bento, Luísa
Amaral, Pedro
Ramos, Marco
author_facet Pereira, Maria Luísa
Dionísio, Amélia
Garcia, Madalena Barata
Bento, Luísa
Amaral, Pedro
Ramos, Marco
author_sort Pereira, Maria Luísa
collection PubMed
description Portugal has a relevant role in natural stone production and trading. The national sector has been trying to follow the requirements of the Fourth Industrial Era, where automation of stone processing operations is necessary to increase productivity, balance the decreasing workforce and reduce stone waste. The identification of defects or defective areas in stone slabs is a time-consuming operation: not only highly subjective, dependent on the operator experience, but also disconnected from geological knowledge. Despite recent advances in automatic pattern recognition of stone products’ surface, stone selection lacks a geological foundation. Thus, this paper aims to discuss the terminology of stone defects and singularities applied to stone materials and in the stone selection process. A classification system of natural stone heterogeneities and discontinuities is developed to be used by stone operators and to be applied in future image analysis research. The system, based on three main classifiers (colour heterogeneities, textural and structural heterogeneities, and discontinuities) is validated by seventeen different Portuguese stone varieties and appears to be a suitable qualitative descriptor of stone slabs and tiles, showing flexibility in its use.
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spelling pubmed-100660122023-04-03 Natural stone heterogeneities and discontinuities: an overview and proposal of a classification system Pereira, Maria Luísa Dionísio, Amélia Garcia, Madalena Barata Bento, Luísa Amaral, Pedro Ramos, Marco Bull Eng Geol Environ Original Paper Portugal has a relevant role in natural stone production and trading. The national sector has been trying to follow the requirements of the Fourth Industrial Era, where automation of stone processing operations is necessary to increase productivity, balance the decreasing workforce and reduce stone waste. The identification of defects or defective areas in stone slabs is a time-consuming operation: not only highly subjective, dependent on the operator experience, but also disconnected from geological knowledge. Despite recent advances in automatic pattern recognition of stone products’ surface, stone selection lacks a geological foundation. Thus, this paper aims to discuss the terminology of stone defects and singularities applied to stone materials and in the stone selection process. A classification system of natural stone heterogeneities and discontinuities is developed to be used by stone operators and to be applied in future image analysis research. The system, based on three main classifiers (colour heterogeneities, textural and structural heterogeneities, and discontinuities) is validated by seventeen different Portuguese stone varieties and appears to be a suitable qualitative descriptor of stone slabs and tiles, showing flexibility in its use. Springer Berlin Heidelberg 2023-04-01 2023 /pmc/articles/PMC10066012/ http://dx.doi.org/10.1007/s10064-023-03152-0 Text en © Springer-Verlag GmbH Germany, part of Springer Nature 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Paper
Pereira, Maria Luísa
Dionísio, Amélia
Garcia, Madalena Barata
Bento, Luísa
Amaral, Pedro
Ramos, Marco
Natural stone heterogeneities and discontinuities: an overview and proposal of a classification system
title Natural stone heterogeneities and discontinuities: an overview and proposal of a classification system
title_full Natural stone heterogeneities and discontinuities: an overview and proposal of a classification system
title_fullStr Natural stone heterogeneities and discontinuities: an overview and proposal of a classification system
title_full_unstemmed Natural stone heterogeneities and discontinuities: an overview and proposal of a classification system
title_short Natural stone heterogeneities and discontinuities: an overview and proposal of a classification system
title_sort natural stone heterogeneities and discontinuities: an overview and proposal of a classification system
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10066012/
http://dx.doi.org/10.1007/s10064-023-03152-0
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