Combining prior knowledge with input selection algorithms for quantitative analysis using neural networks in laser induced breakdown spectroscopy
Author:
Affiliation:
1. Department of Electrical Engineering
2. Universidad de Concepcion
3. Concepcion
4. Chile
5. Department of Analytical Chemistry
6. Department of Physics
Abstract
This work presents a systematic methodology based on the Akaike information criterion (AIC) for selecting the wavelengths of LIBS spectra as well as the ANN model complexity, by combining prior knowledge and variable selection algorithms.
Funder
Comisión Nacional de Investigación Científica y Tecnológica
Fondo Nacional de Desarrollo Científico y Tecnológico
Publisher
Royal Society of Chemistry (RSC)
Subject
General Engineering,General Chemical Engineering,Analytical Chemistry
Link
http://pubs.rsc.org/en/content/articlepdf/2021/AY/D0AY02300K
Reference31 articles.
1. Chemometrics in laser-induced breakdown spectroscopy
2. H. Fu , J.Jia , H.Wang , Z.Ni and F.Dong , Calibration and Validation of Analytical Methods - A Sampling of Current Approaches , IntechOpen , 2017 , ch. 5, pp. 85–107 , 10.5772/intechopen.72888
3. A. W. Miziolek , V.Palleschi and I.Schechter , Laser-Induced Breakdown Spectroscopy (LIBS) Fundamentals and Applications , 1st edn, 2006
4. D. A. Cremers and L. J.Radziemski , Handbook of Laser-Induced Breakdown Spectroscopy , 2nd edn, 2013
5. Laser-induced breakdown spectroscopy for in situ qualitative and quantitative analysis of mineral ores
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