Comparative study on fast classification of brick samples by combination of principal component analysis and linear discriminant analysis using stand-off and table-top laser-induced breakdown spectroscopy

被引:46
作者
Vitkova, Gabriela [1 ]
Prokes, Lubomir [1 ,2 ,3 ]
Novotny, Karel [1 ,4 ]
Porizka, Pavel [5 ]
Novotny, Jan [6 ]
Vsiansky, Dalibor [7 ]
Celko, Ladislav [6 ]
Kaiser, Jozef [5 ,6 ]
机构
[1] Masaryk Univ, Fac Sci, Dept Chem, Brno 62500, Czech Republic
[2] Masaryk Univ, Fac Sci, Dept Phys Elect, CS-61137 Brno, Czech Republic
[3] Masaryk Univ, R&D Ctr Low Cost Plasma & Nanotechnol Surface Mod, CEPLANT, CS-61137 Brno, Czech Republic
[4] Masaryk Univ, CEITEC Cent European Inst Technol, Brno 62500, Czech Republic
[5] Brno Univ Technol, Fac Mech Engn, Inst Engn Phys, Brno 61669, Czech Republic
[6] Brno Univ Technol, CEITEC Cent European Inst Technol, Brno 61600, Czech Republic
[7] Masaryk Univ, Fac Sci, Dept Geol Sci, CS-61137 Brno, Czech Republic
基金
欧盟地平线“2020”;
关键词
Stand-off LIBS; Classification; PCA; LDA; Cultural heritage; LIBS; ALLOYS;
D O I
10.1016/j.sab.2014.08.036
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Focusing on historical aspect, during archeological excavation or restoration works of buildings or different structures built from bricks it is important to determine, preferably in-situ and in real-time, the locality of bricks origin. Fast classification of bricks on the base of Laser-Induced Breakdown Spectroscopy (LIBS) spectra is possible using multivariate statistical methods. Combination of principal component analysis (PCA) and linear discriminant analysis (LDA) was applied in this case. LIBS was used to classify altogether the 29 brick samples from 7 different localities. Realizing comparative study using two different LIBS setups - stand-off and table-top it is shown that stand-off LIBS has a big potential for archeological in-field measurements. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:191 / 199
页数:9
相关论文
共 34 条
[1]   Effect of experimental conditions on surface hardness measurements of calcified tissues via LIBS [J].
Abdel-Salam, Z. A. ;
Nanjing, Z. ;
Anglos, D. ;
Harith, M. A. .
APPLIED PHYSICS B-LASERS AND OPTICS, 2009, 94 (01) :141-147
[2]   Classical univariate calibration and partial least squares for quantitative analysis of brass samples by laser-induced breakdown spectroscopy [J].
Andrade, Jose Manuel ;
Cristoforetti, Gabriele ;
Legnaioli, Stefano ;
Lorenzetti, Giulia ;
Palleschi, Vincenzo ;
Shaltout, Abdallah A. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2010, 65 (08) :658-663
[3]  
[Anonymous], 2009, APPL SPECTROSC, DOI DOI 10.1366/000370210791114185
[4]  
[Anonymous], 2009, CHEMOMETRICS PATTERN
[5]  
[Anonymous], 2003, Statistical pattern recognition
[6]   Multivariate analysis of remote laser-induced breakdown spectroscopy spectra using partial least squares, principal component analysis, and related techniques [J].
Clegg, Samuel M. ;
Sklute, Elizabeth ;
Dyar, M. Darby ;
Barefield, James E. ;
Wiens, Roger C. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2009, 64 (01) :79-88
[7]   Quarry identification of historical building materials by means of laser induced breakdown spectroscopy, X-ray fluorescence and chemometric analysis [J].
Colao, F. ;
Fantoni, R. ;
Ortiz, P. ;
Vazquez, M. A. ;
Martin, J. M. ;
Ortiz, R. ;
Idris, N. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2010, 65 (08) :688-694
[8]   Multi-element analysis of iron ore pellets by laser-induced breakdown spectroscopy and principal components regression [J].
Death, D. L. ;
Cunningham, A. P. ;
Pollard, L. J. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2008, 63 (07) :763-769
[9]   The use and misuse of chemometrics for treating classification problems [J].
Defernez, M ;
Kemsley, EK .
TRAC-TRENDS IN ANALYTICAL CHEMISTRY, 1997, 16 (04) :216-221
[10]   Study to reduce laser-induced breakdown spectroscopy measurement uncertainty using plasma characteristic parameters [J].
Feng, Jie ;
Wang, Zhe ;
Li, Zheng ;
Ni, Weidou .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2010, 65 (07) :549-556