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DOI10.1016/j.microc.2017.11.019
Analytical methodology to elemental quantification of weathered terrestrial analogues to meteorites using a portable Laser-Induced Breakdown Spectroscopy (LIBS) instrument and Partial Least Squares (PLS) as multivariate calibration technique
Gomez-Nubia, Leticia; Aramendia, Julene; Fdez-Ortiz de Vallejuelo, Silvia; Manuel Madariaga, Juan
通讯作者Gomez-Nubia, Leticia ; Fdez-Ortiz de Vallejuelo, Silvia
来源期刊MICROCHEMICAL JOURNAL
ISSN0026-265X
EISSN1095-9149
出版年2018
卷号137页码:392-401
英文摘要

The present work is focused on the in situ quantitative analysis of Si, Al, Mg, Ca, Ba, Na, and Fe, present in weathered terrestrial analogues to meteorites (black steel slag and impact glasses), using a portable Laser Induced Breakdown Spectroscopy (LIBS) instrument For that purpose, several standards pellets of known elemental concentrations were manufactured. The elemental and molecular homogeneity of the pellets was studied by means of Scanning Electron Microscopy coupled to Energy Dispersive X-ray spectroscopy (SEM-EDS) and Raman spectroscopy. This check was always made before the LIBS analysis. Univariate and multivariate (Partial Least Squares (PLS) regression) calibration approaches on LIBS spectra were selected as initial calibration models. After a comparison between both approaches, the former was discarded due to the poor linearity of the calibration curves, and PLS regression was chosen to treat the LIBS spectra as the multivariate calibration approach (in the ultraviolet (UV) and infrared (IR) spectral ranges). Predictive capabilities of each calibration model were evaluated by calculating regression coefficient (r), number of PLS factors (rank), relative errors of cross validation (RMSECV), residual predictive deviation (RPD) and the Bias value. At the end, the simultaneous use of both ranges of wavelengths was demonstrated to.be more fruitful rather than using the individual ones, probably due to the higher number of emission lines, number of spectral variables and the PLS latent variables for each element. Moreover, a Reference Material was used as external validation, obtaining satisfactory results in the determination of elements. The predictive ability of the PLS models was evaluated on samples of Darwin Glasses (Australia), Libyan Desert Glasses (Western Desert of Egypt) and black steel slag residues (steelworks of Basque Country). The obtained results were in concordance with the range of composition measured also by X-ray Fluorescence Spectrometer (ED-XRF). Our methodology is a good, rapid, simple and cost-effective alternative for in situ analysis of these terrestrial analogues over other techniques. (C) 2017 Elsevier B.V. All rights reserved.


英文关键词Terrestrial analogues to meteorites Black steel slag Libyan Desert Glass Darwin Glass Portable LIBS Partial Least Square regression
类型Article
语种英语
国家Spain
收录类别SCI-E
WOS记录号WOS:000423894800054
WOS关键词LIBYAN DESERT GLASS ; RAMAN-SPECTROSCOPY ; ROCKS ; BODIES ; IMPACT ; SLAG
WOS类目Chemistry, Analytical
WOS研究方向Chemistry
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/211661
作者单位Univ Basque Country, UPV EHU, Fac Sci & Technol, Dept Analyt Chem, POB 644, E-48080 Bilbao, Basque Country, Spain
推荐引用方式
GB/T 7714
Gomez-Nubia, Leticia,Aramendia, Julene,Fdez-Ortiz de Vallejuelo, Silvia,et al. Analytical methodology to elemental quantification of weathered terrestrial analogues to meteorites using a portable Laser-Induced Breakdown Spectroscopy (LIBS) instrument and Partial Least Squares (PLS) as multivariate calibration technique[J],2018,137:392-401.
APA Gomez-Nubia, Leticia,Aramendia, Julene,Fdez-Ortiz de Vallejuelo, Silvia,&Manuel Madariaga, Juan.(2018).Analytical methodology to elemental quantification of weathered terrestrial analogues to meteorites using a portable Laser-Induced Breakdown Spectroscopy (LIBS) instrument and Partial Least Squares (PLS) as multivariate calibration technique.MICROCHEMICAL JOURNAL,137,392-401.
MLA Gomez-Nubia, Leticia,et al."Analytical methodology to elemental quantification of weathered terrestrial analogues to meteorites using a portable Laser-Induced Breakdown Spectroscopy (LIBS) instrument and Partial Least Squares (PLS) as multivariate calibration technique".MICROCHEMICAL JOURNAL 137(2018):392-401.
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