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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-9862760 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |