Por favor, use este identificador para citar o enlazar este ítem:http://uvadoc.uva.es/handle/10324/35258
Título
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
Autor
Año del Documento
2018
Editorial
Elsevier
Documento Fuente
Microchemical Journal, 2018, vol. 137. p. 392–401
Résumé
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 checkwas always made before the LIBS analysis. Univariate andmultivariate (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 regressionwas chosen to treat the LIBS spectra as themultivariate 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 PLSmodelswas 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.
ISSN
0026-265X
Revisión por pares
SI
Patrocinador
Proyecto MINECO Retos de la Sociedad. Ref. ESP2014-56138-C3-2-R
Propietario de los Derechos
© 2018 Elsevier
Idioma
eng
Derechos
openAccess
Aparece en las colecciones
Fichier(s) constituant ce document