| VÍTKOVÁ, Gabriela, Karel NOVOTNÝ, Lubomír PROKEŠ, Aleš HRDLIČKA, Jozef KAISER, Jan NOVOTNÝ, Radomír MALINA and David PROCHAZKA. Fast identification of biominerals by means of stand-off laser-induced breakdown spectroscopy using linear discriminant analysis and artificial neural networks. Spectrochimica Acta B. Oxford, UK: Elsevier, 2012, vol. 73, JUL, p. 1-6. ISSN 0584-8547. Available from: https://dx.doi.org/10.1016/j.sab.2012.05.010. |
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@article{1069179,
author = {Vítková, Gabriela and Novotný, Karel and Prokeš, Lubomír and Hrdlička, Aleš and Kaiser, Jozef and Novotný, Jan and Malina, Radomír and Prochazka, David},
article_location = {Oxford, UK},
article_number = {JUL},
doi = {http://dx.doi.org/10.1016/j.sab.2012.05.010},
keywords = {Stand-off LIBS; PCA; LDA; ANN; Biominerals; Geomaterials; Archeology},
language = {eng},
issn = {0584-8547},
journal = {Spectrochimica Acta B},
title = {Fast identification of biominerals by means of stand-off laser-induced breakdown spectroscopy using linear discriminant analysis and artificial neural networks},
url = {http://www.sciencedirect.com/science/article/pii/S0584854712001279},
volume = {73},
year = {2012}
}
TY - JOUR
ID - 1069179
AU - Vítková, Gabriela - Novotný, Karel - Prokeš, Lubomír - Hrdlička, Aleš - Kaiser, Jozef - Novotný, Jan - Malina, Radomír - Prochazka, David
PY - 2012
TI - Fast identification of biominerals by means of stand-off laser-induced breakdown spectroscopy using linear discriminant analysis and artificial neural networks
JF - Spectrochimica Acta B
VL - 73
IS - JUL
SP - 1-6
EP - 1-6
PB - Elsevier
SN - 05848547
KW - Stand-off LIBS
KW - PCA
KW - LDA
KW - ANN
KW - Biominerals
KW - Geomaterials
KW - Archeology
UR - http://www.sciencedirect.com/science/article/pii/S0584854712001279
L2 - http://www.sciencedirect.com/science/article/pii/S0584854712001279
N2 - The goal of this paper is to compare two selected statistical techniques used for identification of archeological materials merely on the base of their spectra obtained by stand-off laser-induced breakdown spectroscopy(stand-off LIBS). Data processing using linear discriminant analysis (LDA) and artificial neural networks (ANN) were applied on spectra of 18 different samples, some of them archeological and some recent, containing 7 types of material (i.e. shells, mortar, bricks, soil pellets, ceramic, teeth and bones). As the input data PCA scores were taken. The intended aim of this work is to create a database for simple and fast identification of archeological or paleontological materials in situ. This approach can speed up and simplify the sampling process during archeological excavations that nowadays tend to be quite damaging and timeconsuming.
ER -
VÍTKOVÁ, Gabriela, Karel NOVOTNÝ, Lubomír PROKEŠ, Aleš HRDLIČKA, Jozef KAISER, Jan NOVOTNÝ, Radomír MALINA and David PROCHAZKA. Fast identification of biominerals by means of stand-off laser-induced breakdown spectroscopy using linear discriminant analysis and artificial neural networks. \textit{Spectrochimica Acta B}. Oxford, UK: Elsevier, 2012, vol.~73, JUL, p.~1-6. ISSN~0584-8547. Available from: https://dx.doi.org/10.1016/j.sab.2012.05.010.
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