Here, the potential of laser-induced breakdown spectroscopy (LIBS) in grading calcareousrocks for the lime industry was investigated. In particular, we developed a system equipped withnon-intensified detectors operating in scanning mode, defined a suitable data acquisition protocol,and implemented quantitative data processing using both partial least squares regression (PLS-R)and a multilayer perceptron (MLP) neural network. Tests were carried out on 32 samples collected invarious limestone quarries, which were preliminarily analyzed using traditional laboratory X-rayfluorescence (XRF); then, they were divided into two groups for calibration and validation. Particularattention was dedicated to the development of LIBS methodology providing a reliable basis forprecise material grading. The congruence of the results achieved demonstrates the capability of thepresent approach to precisely quantify major and minor geochemical components of calcareous rocks,thus disclosing a concrete application perspective within the lime industry production chain.

Quantitative compositional analyses of calcareous rocks for lime industry using LIBS

Juri Agresti
;
Iacopo Osticioli;Ilaria Cacciari;Andrea Azelio Mencaglia;Salvatore Siano
2022

Abstract

Here, the potential of laser-induced breakdown spectroscopy (LIBS) in grading calcareousrocks for the lime industry was investigated. In particular, we developed a system equipped withnon-intensified detectors operating in scanning mode, defined a suitable data acquisition protocol,and implemented quantitative data processing using both partial least squares regression (PLS-R)and a multilayer perceptron (MLP) neural network. Tests were carried out on 32 samples collected invarious limestone quarries, which were preliminarily analyzed using traditional laboratory X-rayfluorescence (XRF); then, they were divided into two groups for calibration and validation. Particularattention was dedicated to the development of LIBS methodology providing a reliable basis forprecise material grading. The congruence of the results achieved demonstrates the capability of thepresent approach to precisely quantify major and minor geochemical components of calcareous rocks,thus disclosing a concrete application perspective within the lime industry production chain.
2022
Istituto di Fisica Applicata - IFAC
Inglese
27
6
https://www.mdpi.com/1420-3049/27/6/1813
Sì, ma tipo non specificato
LIBS
MLP-ANN
quantitative analysis
lime
calcareous material
calcium oxide
LIBS mapping
8
info:eu-repo/semantics/article
262
Agresti, Juri; Indelicato, Carlo; Perotti, Matteo; Moreschi, Roberto; Osticioli, Iacopo; Cacciari, Ilaria; Mencaglia, ANDREA AZELIO; Siano, Salvatore...espandi
01 Contributo su Rivista::01.01 Articolo in rivista
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/455221
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