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Rapid Elemental Analysis and Provenance Study of Blumea balsamifera DC Using Laser-Induced Breakdown Spectroscopy
Laser-induced breakdown spectroscopy (LIBS) was applied to perform a rapid elemental analysis and provenance study of Blumea balsamifera DC. Principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) were implemented to exploit the multivariate nature of the LIBS dat...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4327040/ https://www.ncbi.nlm.nih.gov/pubmed/25558999 http://dx.doi.org/10.3390/s150100642 |
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author | Liu, Xiaona Zhang, Qiao Wu, Zhisheng Shi, Xinyuan Zhao, Na Qiao, Yanjiang |
author_facet | Liu, Xiaona Zhang, Qiao Wu, Zhisheng Shi, Xinyuan Zhao, Na Qiao, Yanjiang |
author_sort | Liu, Xiaona |
collection | PubMed |
description | Laser-induced breakdown spectroscopy (LIBS) was applied to perform a rapid elemental analysis and provenance study of Blumea balsamifera DC. Principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) were implemented to exploit the multivariate nature of the LIBS data. Scores and loadings of computed principal components visually illustrated the differing spectral data. The PLS-DA algorithm showed good classification performance. The PLS-DA model using complete spectra as input variables had similar discrimination performance to using selected spectral lines as input variables. The down-selection of spectral lines was specifically focused on the major elements of B. balsamifera samples. Results indicated that LIBS could be used to rapidly analyze elements and to perform provenance study of B. balsamifera. |
format | Online Article Text |
id | pubmed-4327040 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-43270402015-02-23 Rapid Elemental Analysis and Provenance Study of Blumea balsamifera DC Using Laser-Induced Breakdown Spectroscopy Liu, Xiaona Zhang, Qiao Wu, Zhisheng Shi, Xinyuan Zhao, Na Qiao, Yanjiang Sensors (Basel) Technical Note Laser-induced breakdown spectroscopy (LIBS) was applied to perform a rapid elemental analysis and provenance study of Blumea balsamifera DC. Principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) were implemented to exploit the multivariate nature of the LIBS data. Scores and loadings of computed principal components visually illustrated the differing spectral data. The PLS-DA algorithm showed good classification performance. The PLS-DA model using complete spectra as input variables had similar discrimination performance to using selected spectral lines as input variables. The down-selection of spectral lines was specifically focused on the major elements of B. balsamifera samples. Results indicated that LIBS could be used to rapidly analyze elements and to perform provenance study of B. balsamifera. MDPI 2014-12-31 /pmc/articles/PMC4327040/ /pubmed/25558999 http://dx.doi.org/10.3390/s150100642 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Technical Note Liu, Xiaona Zhang, Qiao Wu, Zhisheng Shi, Xinyuan Zhao, Na Qiao, Yanjiang Rapid Elemental Analysis and Provenance Study of Blumea balsamifera DC Using Laser-Induced Breakdown Spectroscopy |
title | Rapid Elemental Analysis and Provenance Study of Blumea balsamifera DC Using Laser-Induced Breakdown Spectroscopy |
title_full | Rapid Elemental Analysis and Provenance Study of Blumea balsamifera DC Using Laser-Induced Breakdown Spectroscopy |
title_fullStr | Rapid Elemental Analysis and Provenance Study of Blumea balsamifera DC Using Laser-Induced Breakdown Spectroscopy |
title_full_unstemmed | Rapid Elemental Analysis and Provenance Study of Blumea balsamifera DC Using Laser-Induced Breakdown Spectroscopy |
title_short | Rapid Elemental Analysis and Provenance Study of Blumea balsamifera DC Using Laser-Induced Breakdown Spectroscopy |
title_sort | rapid elemental analysis and provenance study of blumea balsamifera dc using laser-induced breakdown spectroscopy |
topic | Technical Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4327040/ https://www.ncbi.nlm.nih.gov/pubmed/25558999 http://dx.doi.org/10.3390/s150100642 |
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