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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...

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Autores principales: Liu, Xiaona, Zhang, Qiao, Wu, Zhisheng, Shi, Xinyuan, Zhao, Na, Qiao, Yanjiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
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.
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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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