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Molecular-Composition Analysis of Glass Chemical Composition Based on Time-Series and Clustering Methods

The weathering of ancient glass relics has long been a concerned. Therefore, a systematic and more comprehensive mathematical model with which to correctly judge the category of ancient glass products whose chemical composition changes due to weathering should be established. This paper systematical...

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Autor principal: Zou, Ying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9862760/
https://www.ncbi.nlm.nih.gov/pubmed/36677911
http://dx.doi.org/10.3390/molecules28020853
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author Zou, Ying
author_facet Zou, Ying
author_sort Zou, Ying
collection PubMed
description The weathering of ancient glass relics has long been a concerned. Therefore, a systematic and more comprehensive mathematical model with which to correctly judge the category of ancient glass products whose chemical composition changes due to weathering should be established. This paper systematically analyzes and studies the changes in the composition of ancient glass products as a result of weathering of. We first analyze the surface weathering of glass relics and its correlation with three properties and establish a multivariable time-series model to predict the chemical-composition content before weathering. Next, we use one-way analysis of variance for subclassification and, finally, we use a principal component analysis of the rationality, and change the significance level to determine its sensitivity, for the reasonable prediction of the chemical-composition content and classification to provide a theoretical basis for improving the model. This allows the model to provide reference values, which can be used in the protection of cultural relics, historical research, and other fields.
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spelling pubmed-98627602023-01-22 Molecular-Composition Analysis of Glass Chemical Composition Based on Time-Series and Clustering Methods Zou, Ying Molecules Article The weathering of ancient glass relics has long been a concerned. Therefore, a systematic and more comprehensive mathematical model with which to correctly judge the category of ancient glass products whose chemical composition changes due to weathering should be established. This paper systematically analyzes and studies the changes in the composition of ancient glass products as a result of weathering of. We first analyze the surface weathering of glass relics and its correlation with three properties and establish a multivariable time-series model to predict the chemical-composition content before weathering. Next, we use one-way analysis of variance for subclassification and, finally, we use a principal component analysis of the rationality, and change the significance level to determine its sensitivity, for the reasonable prediction of the chemical-composition content and classification to provide a theoretical basis for improving the model. This allows the model to provide reference values, which can be used in the protection of cultural relics, historical research, and other fields. MDPI 2023-01-14 /pmc/articles/PMC9862760/ /pubmed/36677911 http://dx.doi.org/10.3390/molecules28020853 Text en © 2023 by the author. 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
Zou, Ying
Molecular-Composition Analysis of Glass Chemical Composition Based on Time-Series and Clustering Methods
title Molecular-Composition Analysis of Glass Chemical Composition Based on Time-Series and Clustering Methods
title_full Molecular-Composition Analysis of Glass Chemical Composition Based on Time-Series and Clustering Methods
title_fullStr Molecular-Composition Analysis of Glass Chemical Composition Based on Time-Series and Clustering Methods
title_full_unstemmed Molecular-Composition Analysis of Glass Chemical Composition Based on Time-Series and Clustering Methods
title_short Molecular-Composition Analysis of Glass Chemical Composition Based on Time-Series and Clustering Methods
title_sort molecular-composition analysis of glass chemical composition based on time-series and clustering methods
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9862760/
https://www.ncbi.nlm.nih.gov/pubmed/36677911
http://dx.doi.org/10.3390/molecules28020853
work_keys_str_mv AT zouying molecularcompositionanalysisofglasschemicalcompositionbasedontimeseriesandclusteringmethods