Quantitative analysis of tin alloy combined with artificial neural network prediction

Applied Optics

Volumn 49, Issue 13, 2010, Pages

  Oh, Seong Y ^a   Yueh, Fang Yu ^b   Singh, Jagdish P ^b  

^a Advanced Photonics Research Institute (APRI)   (South Korea)

^b MISSISSIPPI STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ATOMIC EMISSION SPECTROSCOPY; DEEP NEURAL NETWORKS; LASER INDUCED BREAKDOWN SPECTROSCOPY; LEAD; NEURAL NETWORKS; SILVER; SILVER ALLOYS; TIN;

CALIBRATION CURVES; ELEMENTAL CONCENTRATIONS; INTERNAL STANDARD METHOD; LIMITS OF DETECTION; MINOR ELEMENTS; NONLINEAR GROWTH; REFERENCE LINES; SELF ABSORPTION;

TIN ALLOYS;

EID: 77955956747     PISSN: 1559128X     EISSN: 15394522     Source Type: Journal    
DOI: 10.1364/AO.49.000C36     Document Type: Article

References (19)

1. A. Miziolek, V. Pelleschi, and I. Schechter Laser Induced Breakdown Spectroscopy (LIBS): Fundamentals and Applications (Cambridge University, 2006).
2. J. P. Singh and S. N. Thakur, Laser Induced Breakdown Spectroscopy (Elsevier, 2007).
3. M. Sabsabi and P. Cielo, "Quantitative analysis of aluminum alloys by laser-induced breakdown spectroscopy and plasma characterization", Appl. Spectrosc. 49, 499-507 (1995).
4. J. Amador-Hernandez, L. E. Garcõa-Ayuso, J. M. Fernandez-Romero, and M. D. Luque de Castro, "Partial least squares regression for problem solving in precious metal analysis by laser induced breakdown spectrometry", J. Anal. At. Spectrom. 15, 587-593 (2000).
5. A. Ciucci, M. Corsi, V. Palleschi, S. Legnaioli, A. Salvetti, and E. Tognoni, "New procedure for quantitative elemental analysis by laser induced plasma spectroscopy", Appl. Spectrosc. 53, 960-964 (1999).
6. K. L. Peterson, "Classification of Cm I energy levels using counterpropagation neural networks", Phys. Rev. A 41, 2457-2461 (1990).
7. J. T. Larsen, W. L. Morgan, and W. H. Goldstein, "Artificial neural network for plasma X-ray spectroscopic analysis", Rev. Sci. Instrum. 63, 4775-4777 (1992).
8. W. L. Morgan, J. T. Larsen, and W. H. Goldstein, "The use of artificial neural networks in plasma spectroscopy", J. Quant. Radiat. Transfer 51, 247-253 (1994).
9. M. Catasus, W. Branagh, and E. D. Salin, "Improved calibration for inductively coupled plasma-atomic emission spectrometry using generalized regression neural network", Appl. Spectrosc. 49, 798-807 (1995).
10. H. G. Schulze, M. W. Blades, A. V. Bree, B. B. Gorzalka, L. S. Freek, and R. F. B. Turner, "Characteristics of back-propagation neural networks employed in the identification of neurotransmitter Raman spectra", Appl. Spectrosc. 48, 50-57 (1994).
11. J. B. Sirven, B. Bousquet, L. Canionl, L. Sarger, S. Tellier, M. P. Gautier, and I. L. Hecho, "Qualitative and quantitative investigation ofchromiumpolluted soils by laser inducedbreakdown spectroscopy combined with neural networks analysis", Anal. Bioanal. Chem. 385, 256-262 (2006).
12. 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, 99-104 (2009).
13. F.-Y. Yueh, H. Zheng, J. P. Singh, and S. Burgess, "Preliminary evaluation of laser-induced breakdown spectroscopy for tissue classification", Spectrochim. ActaPartB 64, 1059-1067 (2009).
14. Predict Software Manual (Neural Ware, Inc., 1997).
15. S. E. Fahlman and C. Lebiere, "Thecascade-correlationlearning architecture", in Advances in Neural information Processing System 2 (Morgan-Kaufmann, 1990).
16. B. Lal, H. Zheng, F. Y. Yueh, and J. P. Singh, "Parametric study of pellets for elemental analysis with laser induced breakdown spectroscopy", Appl. Opt. 43, 2792-2797 (2004).
17. K. Muller and H. Stege, "Evaluation of the analytical potential of laser-induced breakdown spectroscopy (LIBS) for the analysis of historical glasses", Archaeometry 45, 421-433 (2003).
18. B. Lal, F. Y. Yueh, and J. P. Singh, "Glass batch composition monitoring by laser induced breakdown spectroscopy", Appl. Opt. 44, 3668-3674 (2005).
19. B. Német and L. Kozma, "Time-resolved optical emission spectroscopy of Q-switched Nd: YAG laser induced plasmas from copper target in air at atmospheric pressure", Spectrochim. Acta Part B 50, 1869-1888 (1995).