Fast identification of biominerals by means of stand-off laser-induced breakdown spectroscopy using linear discriminant analysis and artificial neural networks

Spectrochimica Acta - Part B Atomic Spectroscopy

Volumn 73, Issue , 2012, Pages 1-6

  Vítková, Gabriela ^a   Novotný, Karel ^a   Prokeš, Lubomír ^a   Hrdlička, Aleš ^a   Kaiser, Jozef ^b,c   Novotný, Jan ^c   Malina, Radomír ^b   Prochazka, David ^b  

^a MASARYK UNIVERSITY   (Czech Republic)

^b BRNO UNIVERSITY OF TECHNOLOGY   (Czech Republic)

^c BRNO UNIVERSITY OF TECHNOLOGY   (Czech Republic)

Author keywords

ANN; Archeology; Biomineral; Geomaterial; LDA; PCA; Stand off LIBS

Indexed keywords

ANN; ARCHEOLOGY; BIOMINERALS; GEOMATERIALS; LDA; PCA; STAND-OFF LIBS;

DATA PROCESSING; NEURAL NETWORKS;

ATOMIC EMISSION SPECTROSCOPY;

EID: 84864688938     PISSN: 05848547     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sab.2012.05.010     Document Type: Article

References (53)

1. 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 (Pubitemid 46183751)
2. A.W. Miziolek, V. Palleschi, and I. Schechter Laser-induced Breakdown Spectroscopy, Fundamentals and Applications 2006 University Press Cambridge
3. D.A. Cremers, and L.J. Radziemski Handbook of Laser-induced Breakdown Spectroscopy 2006 Wiley Chichester
4. B. Sallé, P. Mauchien, and S. Maurice Laser-induced breakdown spectroscopy in open-path configuration for the analysis of distant objects Spectrochim. Acta Part B 62 2007 739 768 (Pubitemid 47259345)
5. A. Hrdlička, L. Prokeš, A. Staňková, K. Novotný, A. Vitešníková, V. Kanický, V. Otruba, J. Kaiser, J. Novotný, R. Malina, and K. Pálení ková Development of a remote laser-induced breakdown spectroscopy system for investigation of calcified tissue samples Appl. Opt. 49 2010 C16 C20
6. J.L. Gottfried, F.C. De Lucia Jr., C.A. Munson, and A.W. Miziolek Double-pulse standoff laser-induced breakdown spectroscopy for versatile hazardous material detection Spectrochim. Acta Part B 62 2007 1405 1411 (Pubitemid 350213361)
7. F. Colao, R. Fantoni, V. Lazic, A. Paolini, F. Fabbri, G.G. Ori, L. Marinangeli, and A. Baliva Investigation of LIBS feasibility for in situ planetary exploration: an analysis on Martian rock analogues Planet. Space Sci. 52 2004 117 123
8. A. Koujelev, M. Sabsabi, V. Motto-Ros, S. Laville, and S.L. Lui Laser-induced breakdown spectroscopy with artificial neural network processing for material identification Planet. Space Sci. 58 2010 682 690
9. F.J. Fortes, and J.J. Laserna The development of fieldable laser-induced breakdown spectrometer: no limits on the horizon Spectrochim. Acta Part B 65 2010 975 990
10. 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 (Pubitemid 46770370)
11. 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
12. 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
13. 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
14. 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
15. 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 (Pubitemid 350213362)
16. 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
17. 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
18. 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
19. 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
20. 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
21. 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
22. 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
23. 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
24. 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
25. R. Pini, S. Siano, R. Salimbeni, M. Pasquinucci, and M. Miccio Tests of laser cleaning on archaeological metal artefacts J. Cult. Herit. 1 2000 S129 S137
26. E. McIntee, E. Viglino, C. Rinke, S. Kumor, L. Ni, and M.E. Sigman Comparative analysis of automotive paints by laser induced breakdown spectroscopy and nonparametric permutation tests Spectrochim. Acta Part B 65 2010 542 548
27. A. Sarkar, S.K. Aggarwal, and D. Alamelu Laser induced breakdown spectroscopy for rapid identification of different types of paper for forensic application Anal. Methods 2 2010 32 36
28. I.B. Gornushkin, B.W. Smith, H. Nasajpour, and J.D. Winefordner Identification of solid materials by correlation analysis using a microscopic laser-induced plasma spectrometer Anal. Chem. 71 1999 5157 5164 (Pubitemid 29532163)
29. I.B. Gornushkin, A. Ruíz-Medina, J.M. Anzano, B.W. Smith, and J.D. Winefordner Identification of particulate materials by correlation analysis using amicroscopic laser induced breakdown spectrometer J. Anal. At. Spectrom. 15 2000 581 586
30. 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
31. J.D. Hybl, G.A. Lithgow, and S.G. Buckley Laser-induced breakdown spectroscopy detection and classification of biological aerosols Appl. Spectrosc. 57 2003 1207 1215
32. J.-B. Sirven, B. Sallé, P. Mauchien, J.-L. Lacour, S. Maurice, and G. Manhès Feasibility study of rock identification at the surface of Mars by remote laser-induced breakdown spectroscopy and three chemometric methods J. Anal. At. Spectrom. 22 2007 1471 1480 (Pubitemid 350139268)
33. M.Z. Martin, N. Labbé, N. André, R. Harris, M. Ebinger, S.D. Wullschleger, and A.A. Vass High resolution applications of laser-induced breakdown spectroscopy for environmental and forensic applications Spectrochim. Acta Part B 62 2007 1426 1432 (Pubitemid 350218210)
34. A.C. Samuels, F.C. DeLucia Jr., K.L. McNesby, and A.W. Miziolek Laser-induced breakdown spectroscopy of bacterial spores, molds, pollens, and protein: initial studies of discrimination potential Appl. Opt. 42 2003 6205 6209
35. 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
36. M.R. Martelli, F. Brygo, A. Sadoudi, P. Delaporte, and C. Barron Laser-induced breakdown spectroscopy and chemometrics: a novel potential method to analyze wheat grains J. Agric. Food Chem. 58 2010 7126 7134
37. F.-Y. Yueh, H. Zheng, J.P. Singh, and S. Burgess Preliminary evaluation of laser-induced breakdown spectroscopy for tissue classification Spectrochim. Acta Part B 64 2009 1059 1067
38. E.K. Kemsley Discriminant analysis of high-dimensional data: a comparison of principal component analysis and partial least squares data reduction methods Chemom. Intell. Lab. Syst. 33 1996 47 61 (Pubitemid 26167849)
39. T. Eklöv, P. Mårtensson, and I. Lundström Selection of variables for interpreting multivariate gas sensor data Anal. Chim. Acta 381 1999 221 232 (Pubitemid 29073299)
40. M. Defernez, and E.K. Kemsley Avoiding overfitting in the analysis of high-dimensional data with artificial neural networks (ANNs) Analyst 124 1999 1675 1681
41. W. Wu, and D.L. Massart Artificial neural networks in classification of NIR spectral data: selection of the input Chemom. Intell. Lab. Syst. 35 1996 127 135 (Pubitemid 26394585)
42. 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 (Pubitemid 27286256)
43. 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
44. M.J. Baxter Exploratory Multivariate Analysis in Archaeology 1994 Edinburgh University Press
45. M.J. Adams Chemometrics in Analytical Spectroscopy 2nd ed. 2004 Athenaeum Press
46. Z.B. Alfassi, Z. Boger, and Y. Ronen Statistical Treatment for Analytical Data 2005 CRC Press
47. J.N. Miller, and J.C. Miller Statistics and Chemometrics for Analytical Chemistry 5th ed. 2005 Ashford Colour Press Gosport, Hants
48. B.D. Ripley Pattern Recognition and Neural Networks 1996 Cambridge University Press Cambridge
49. A.R. Webb Statistical Pattern Recognition 2nd ed. 2002 Wiley Chichester
50. http://cran.r-project.org/
51. D. Marcos-Martinez, J.A. Ayala, R.C. Izquierdo-Hornillos, F.J. Manuel de Villena, and J.O. Caceres Identification and discrimination of bacterial strains by laser induced breakdown spectroscopy and neural networks Talanta 84 2011 730 737
52. J. Zupan, and J. Gasteiger Neural Networks in Chemistry and Drug Design 2nd ed. 1999 Wiley Weinheim
53. M. Defernez, and E.K. Kemsley The use and misuse of chemometrics for treating classification problems Trends Anal. Chem. 16 1997 216 221 (Pubitemid 27208448)