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The Fingerprint Identification of Asphalt Aging Based on (1)H-NMR and Chemometrics Analysis
In this study, the chemical structure of asphalt aging was analyzed and identified based on (1)H-NMR quantitative technology and chemometrics analysis. The characteristic full component information of 30 samples before and after aging from 5 different oil sources was measured by (1)H-NMR, and the re...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9570878/ https://www.ncbi.nlm.nih.gov/pubmed/36234167 http://dx.doi.org/10.3390/ma15196825 |
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author | Wu, Wenxin Wang, Chenlong Zhao, Pinhui Xiu, Linyan Fan, Liang Bi, Fei Song, Xiaoqing Zhou, Xu |
author_facet | Wu, Wenxin Wang, Chenlong Zhao, Pinhui Xiu, Linyan Fan, Liang Bi, Fei Song, Xiaoqing Zhou, Xu |
author_sort | Wu, Wenxin |
collection | PubMed |
description | In this study, the chemical structure of asphalt aging was analyzed and identified based on (1)H-NMR quantitative technology and chemometrics analysis. The characteristic full component information of 30 samples before and after aging from 5 different oil sources was measured by (1)H-NMR, and the results were converted into a data matrix. This study used PCA, HAC, OPLS-DA, and Fisher discriminant analysis to evaluate the change rules of the chemical composition of asphalt from different oil sources after aging. The results showed that the (1)H-NMR spectra of 30 asphalt samples were very similar, and hydrogen could be divided into 4 categories according to the chemical shift: H(A), H(α), H(β), and H(γ). The shapes of (1)H-NMR of asphalt samples from different oil sources showed slight differences, while the shapes of the (1)H-NMR spectra of asphalt samples with different aging degrees from the same oil source was basically the same. The results of PCA and HAC analysis showed that the samples of the same asphalt and asphalt with similar oil sources before and after aging were still in the same category, and the spatial distance was very close, while the spatial distance of asphalts from different oil sources was very different. The Fisher discriminant function established by PCA and HAC can be used to distinguish asphalt samples from different oil sources with an accuracy of up to 100%. |
format | Online Article Text |
id | pubmed-9570878 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95708782022-10-17 The Fingerprint Identification of Asphalt Aging Based on (1)H-NMR and Chemometrics Analysis Wu, Wenxin Wang, Chenlong Zhao, Pinhui Xiu, Linyan Fan, Liang Bi, Fei Song, Xiaoqing Zhou, Xu Materials (Basel) Article In this study, the chemical structure of asphalt aging was analyzed and identified based on (1)H-NMR quantitative technology and chemometrics analysis. The characteristic full component information of 30 samples before and after aging from 5 different oil sources was measured by (1)H-NMR, and the results were converted into a data matrix. This study used PCA, HAC, OPLS-DA, and Fisher discriminant analysis to evaluate the change rules of the chemical composition of asphalt from different oil sources after aging. The results showed that the (1)H-NMR spectra of 30 asphalt samples were very similar, and hydrogen could be divided into 4 categories according to the chemical shift: H(A), H(α), H(β), and H(γ). The shapes of (1)H-NMR of asphalt samples from different oil sources showed slight differences, while the shapes of the (1)H-NMR spectra of asphalt samples with different aging degrees from the same oil source was basically the same. The results of PCA and HAC analysis showed that the samples of the same asphalt and asphalt with similar oil sources before and after aging were still in the same category, and the spatial distance was very close, while the spatial distance of asphalts from different oil sources was very different. The Fisher discriminant function established by PCA and HAC can be used to distinguish asphalt samples from different oil sources with an accuracy of up to 100%. MDPI 2022-10-01 /pmc/articles/PMC9570878/ /pubmed/36234167 http://dx.doi.org/10.3390/ma15196825 Text en © 2022 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 Wu, Wenxin Wang, Chenlong Zhao, Pinhui Xiu, Linyan Fan, Liang Bi, Fei Song, Xiaoqing Zhou, Xu The Fingerprint Identification of Asphalt Aging Based on (1)H-NMR and Chemometrics Analysis |
title | The Fingerprint Identification of Asphalt Aging Based on (1)H-NMR and Chemometrics Analysis |
title_full | The Fingerprint Identification of Asphalt Aging Based on (1)H-NMR and Chemometrics Analysis |
title_fullStr | The Fingerprint Identification of Asphalt Aging Based on (1)H-NMR and Chemometrics Analysis |
title_full_unstemmed | The Fingerprint Identification of Asphalt Aging Based on (1)H-NMR and Chemometrics Analysis |
title_short | The Fingerprint Identification of Asphalt Aging Based on (1)H-NMR and Chemometrics Analysis |
title_sort | fingerprint identification of asphalt aging based on (1)h-nmr and chemometrics analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9570878/ https://www.ncbi.nlm.nih.gov/pubmed/36234167 http://dx.doi.org/10.3390/ma15196825 |
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