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

Spectrochimica Acta - Part B Atomic Spectroscopy

Volumn 101, Issue , 2014, Pages 191-199

  Vítková, Gabriela ^a   Prokeš, Lubomír ^a   Novotný, Karel ^a   Pořízka, Pavel ^b   Novotný, Jan ^c   Všianský, Dalibor ^a   Čelko, Ladislav ^c   Kaiser, Jozef ^b,c  

^a MASARYK UNIVERSITY   (Czech Republic)

^b BRNO UNIVERSITY OF TECHNOLOGY   (Czech Republic)

^c BRNO UNIVERSITY OF TECHNOLOGY   (Czech Republic)

Author keywords

Classification; Cultural heritage; LDA; PCA; Stand off LIBS

Indexed keywords

ATOMIC EMISSION SPECTROSCOPY; CLASSIFICATION (OF INFORMATION); DISCRIMINANT ANALYSIS; LASER DOPPLER VELOCIMETERS; MULTIVARIANT ANALYSIS; STRUCTURES (BUILT OBJECTS);

COMPARATIVE STUDIES; CULTURAL HERITAGES; DIFFERENT STRUCTURE; FAST CLASSIFICATION; LASERINDUCED BREAKDOWN SPECTROSCOPY (LIBS); LINEAR DISCRIMINANT ANALYSIS; MULTIVARIATE STATISTICAL METHOD; STAND-OFF;

BRICK;

EID: 84907500137     PISSN: 05848547     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sab.2014.08.036     Document Type: Article

References (35)

1. A.W. Miziolek, V. Palleschi, and I. Schechter Laser-Induced Breakdown Spectroscopy, Fundamentals and Applications 2006 University Press Cambridge
2. J.D. Winefordner, I.B. Gornushkin, T. Correll, E. Gibb, B.W. Smith, and N. Omenetto Comparing several atomic spectrometric methods to the super stars: special emphasis on laser induced breakdown spectrometry, LIBS, a future superstar J. Anal. At. Spectrom. 19 2004 1061 1083
3. R. Gaudiuso, M. Dell'Aglio, O. De Pascale, G.S. Senesi, and A. De Giacomo Laser induced breakdown spectroscopy for elemental analysis in environmental, cultural heritage and space applications: a review of methods and results Sensors 10 2010 7434 7468
4. A. Giakoumaki, K. Melessanaki, and D. Anglos Laser-Induced Breakdown Spectroscopy (LIBS) in archaeological science - applications and prospects Anal. Bioanal. Chem. 387 2007 749 760
5. A. Ramil, A.J. López, and A. Yáñez Application of artificial neural networks for the rapid classification of archaeological ceramics by means of laser induced breakdown spectroscopy (LIBS) Appl. Phys. A 92 2008 197 202
6. A.J. López, G. Nicolás, M.P. Mateo, A. Ramil, V. Piñón, and A. Yáñez LIPS and linear correlation analysis applied to the classification of Roman pottery terra sigillata Appl. Phys. A 83 2006 695 698
7. E.M. Rodriguez-Celis, I.B. Gornushkin, U.M. Heitman, J.R. Almirall, B.W. Smith, J.D. Winefordner, and N. Omenetto Laser induced breakdown spectroscopy as a tool for discrimination of glass for forensic applications Anal. Bioanal. Chem. 391 2008 1961 1968
8. I.B. Gornushkin, U. Panne, and J.D. Winefordner Linear correlation for identification of materials by laser induced breakdown spectroscopy: improvement via spectral filtering and masking Spectrochim. Acta Part B 64 2009 1040 1047
9. N.J. McMillan, R.S. Harmon, F.C. De Lucia, and A.W. Miziolek Laser-induced breakdown spectroscopy analysis of minerals: carbonates and silicates Spectrochim. Acta Part B 62 2007 1528 1536
10. S.M. Clegg, E. Sklute, M. Darby Dyar, J.E. Barefield, and R.C. Wiens Multivariate analysis of remote laser-induced breakdown spectroscopy spectra using partial least squares, principal component analysis, and related techniques Spectrochim. Acta Part B 64 2009 79 88
11. J.L. Luque-García, R. Soto-Ayala, and M.D. Luque de Castro Determination of the major elements in homogeneous and heterogeneous samples by tandem laser-induced breakdown spectroscopy - partial least squares regression Microchem. J. 73 2002 355 362
12. R.S. Harmon, J. Remus, N.J. McMillan, C. McManus, L. Collins, J.L. Gottfried Jr., F.C. DeLucia, and A.W. Miziolek LIBS analysis of geomaterials: geochemical fingerprinting for the rapid analysis and discrimination of minerals Appl. Geochem. 24 2009 1125 1141
13. J.L. Gottfried, R.S. Harmon, F.C. De Lucia Jr., and A.W. Miziolek Multivariate analysis of laser-induced breakdown spectroscopy chemical signatures for geomaterial classification Spectrochim. Acta Part B 64 2009 1009 1019
14. K. Novotný, J. Kaiser, M. Galiová, V. Konečná, J. Novotný, R. Malina, M. Liška, V. Kanický, and V. Otruba Mapping of different structures on large area of granite sample using laser-ablation based analytical techniques, an exploratory study Spectrochim. Acta Part B 63 2008 1139 1144
15. D.L. Death, A.P. Cunningham, and L.J. Pollard Multi-element analysis of iron ore pellets by laser-induced breakdown spectroscopy and principal components regression Spectrochim. Acta Part B 63 2008 763 769
16. J.M. Andrade, G. Cristoforetti, S. Legnaioli, G. Lorenzetti, V. Palleschi, and A.A. Shaltout Classical univariate calibration and partial least squares for quantitative analysis of brass samples by laser-induced breakdown spectroscopy Spectrochim. Acta Part B 65 2010 658 663
17. A. Jurado-López, and M.D. Luque de Castro Rank correlation of laser-induced breakdown spectroscopic data for the identification of alloys used in jewelry manufacture Spectrochim. Acta Part B 58 2003 1291 1299
18. P. Inakollu, T. Philip, A.K. Rai, F.-Y. Yueh, and J.P. Singh A comparative study of laser induced breakdown spectroscopy analysis for element concentrations in aluminum alloy using artificial neural networks and calibration methods Spectrochim. Acta Part B 64 2009 99 104
19. F.J. Fortes, J. Cuñat, L.M. Cabalín, and J.J. Laserna In situ analytical assessment and chemical imaging of historical buildings using a man-portable laser system Appl. Spectrosc. 61 2007 558 564
20. I. Gaona, P. Lucena, J. Moros, F.J. Fortes, S. Guirado, J. Serrano, and J.J. Laserna Evaluating the use of standoff LIBS in architectural heritage: surveying the Cathedral of Málaga J. Anal. At. Spectrom. 28 2013 810 820
21. H. Xia, M.C.M. Bakker, Reliable classification of moving waste materials with LIBS in concrete recycling. Talanta. http://dx.doi.org/10.1016/j.talanta.2013.11.082.
22. R.G. Brereton Chemometrics for Pattern Recognition 2009 John Wiley and Sons Ltd. Bristol, UK
23. M. Defernez, and E.K. Kemsley The use and misuse of chemometrics for treating classification problems Trends Anal. Chem. 16 1997 216 221
24. B.D. Ripley Pattern Recognition and Neural Networks 1996 Cambridge University Press Cambridge
25. A.R. Webb Statistical Pattern Recognition 2nd ed. 2002 Wiley Chichester
26. S.R. Goode, S.L. Morgan, R. Hoskins, and A. Oxsher Identifying alloys by laser-induced breakdown spectroscopy with a time-resolved high resolution Echelle spectrometer J. Anal. At. Spectrom. 15 2000 1133 1138
27. F. Colao, R. Fantoni, P. Ortiz, M.A. Vazquez, J.M. Martin, R. Ortiz, and N. Idris Quarry identification of historical building materials by means of laser induced breakdown spectroscopy, X-ray fluorescence and chemometric analysis Spectrochim. Acta Part B 65 2010 688 694
28. W. Wu, D.L. Massart, and S. de Jong Kernel-PCA algorithms for wide data part II: fast cross-validation and application in classification of NIR data Chemom. Intell. Lab. Syst. 37 1997 271 280
29. E.K. Kemsley, S. Ruault, and R.H. Wilson Discrimination between Coffea arabica and Coffea canephora variant robusta beans using infrared spectroscopy Food Chem. 54 1995 321 326
30. G. Vítková, K. Novotný, L. Prokeš, A. Hrdlička, J. Kaiser, J. Novotný, R. Malina, and D. Prochazka Fast identification of biominerals by means of stand-off laser-induced breakdown spectroscopy using linear discriminant analysis and artificial neural networks Spectrochim. Acta Part B 73 2012 1 6
31. A. Hrdlička, L. Prokeš, A. Staňková, K. Novotný, A. Vitešníková, V. Kanický, V. Otruba, J. Kaiser, J. Novotný, R. Malina, and K. Páleníková Development of a remote laser-induced breakdown spectroscopy system for investigation of calcified tissue samples Appl. Opt. 49 2010 C16 C20
32. J. Feng, Z. Wang, Z. Li, and W. Ni Study to reduce laser-induced breakdown spectroscopy measurement uncertainty using plasma characteristic parameters Spectrochim. Acta Part B 65 2010 549 556
33. http://cran.r-project.org/
34. Z.A. Abdel-Salam, Z. Nanjing, and D. Anglos Effect of experimental conditions on surface hardness measurements of calcified tissues via LIBS Appl. Phys. B 94 2009 141 147 10.1007/s00340-008-3304-z
35. K. Varmuza, and P. Filzmoser Introduction to Multivariate Statistical Analysis in Chemometrics 2009 Taylor & Francis - CRC Press Boca Raton, FL