메뉴 건너뛰기




Volumn , Issue 4, 2014, Pages 544-552

Classification of steel materials by laser-induced breakdown spectroscopy coupled with support vector machines

Author keywords

[No Author keywords available]

Indexed keywords

ATOMIC EMISSION SPECTROSCOPY;

EID: 84942369045     PISSN: 1559128X     EISSN: 21553165     Source Type: Journal    
DOI: 10.1364/AO.53.000544     Document Type: Conference Paper
Times cited : (66)

References (49)
  • 3
    • 78651290436 scopus 로고    scopus 로고
    • Laser-induced breakdown spectroscopy (LIBS), Part I: Review of basic diagnostics and plasma-particle interactions: Still-challenging issues within the analytical plasma community
    • D. W. Hahn and N. Omenetto, "Laser-induced breakdown spectroscopy (LIBS), part I: review of basic diagnostics and plasma-particle interactions: still-challenging issues within the analytical plasma community," Appl. Spectrosc. 64, 335A-366A (2010).
    • (2010) Appl. Spectrosc. , vol.64 , pp. 335A-366A
    • Hahn, D.W.1    Omenetto, N.2
  • 4
    • 84859744003 scopus 로고    scopus 로고
    • Laser-induced breakdown spectroscopy (LIBS), Part II: Review of instrumental and methodological approaches to material analysis and applications to different fields
    • D. W. Hahn and N. Omenetto, "Laser-induced breakdown spectroscopy (LIBS), part II: review of instrumental and methodological approaches to material analysis and applications to different fields," Appl. Spectrosc. 66, 347-419 (2012).
    • (2012) Appl. Spectrosc. , vol.66 , pp. 347-419
    • Hahn, D.W.1    Omenetto, N.2
  • 7
    • 0242271400 scopus 로고    scopus 로고
    • Laser-induced breakdown spectroscopy analysis of energetic materials
    • F. C. De Lucia, Jr., R. S. Harmon, K. L. McNesby R. J. Winkel, Jr., and A. W. Miziolek, "Laser-induced breakdown spectroscopy analysis of energetic materials," Appl. Opt. 42, 6148-6152 (2003).
    • (2003) Appl. Opt. , vol.42 , pp. 6148-6152
    • De Lucia, F.C.1    Harmon, R.S.2    McNesby, K.L.3    Winkel, R.J.4    Miziolek, A.W.5
  • 8
    • 36349021345 scopus 로고    scopus 로고
    • Feasibility study of rock identification at the surface of mars by remote laser-induced breakdown spectroscopy and three chemometric methods
    • 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, 1471-1480 (2007).
    • (2007) J. Anal. At. Spectrom. , vol.22 , pp. 1471-1480
    • Sirven, J.B.1    Sallé, B.2    Mauchien, P.3    Lacour, J.L.4    Maurice, S.5    Manhès, G.6
  • 9
    • 0034300530 scopus 로고    scopus 로고
    • Full automation of a laser-induced breakdown spectrometer for quality assessment in the steel industry with sample handling, surface preparation and quantitative analysis capabilities
    • S. Palanco and J. J. Laserna, "Full automation of a laser-induced breakdown spectrometer for quality assessment in the steel industry with sample handling, surface preparation and quantitative analysis capabilities," J. Anal. At. Spectrom. 15, 1321-1327 (2000).
    • (2000) J. Anal. At. Spectrom. , vol.15 , pp. 1321-1327
    • Palanco, S.1    Laserna, J.J.2
  • 10
    • 0035967696 scopus 로고    scopus 로고
    • Laser-induced breakdown spectrometry applications for production control and quality assurance in the steel industry
    • R. Noll, H. Bette, A. Brysch, M. Kraushaar, I. Moench, L. Peter, and V. Sturm, "Laser-induced breakdown spectrometry applications for production control and quality assurance in the steel industry," Spectrochim. Acta, Part B 56, 637-649 (2001).
    • (2001) Spectrochim. Acta, Part B , vol.56 , pp. 637-649
    • Noll, R.1    Bette, H.2    Brysch, A.3    Kraushaar, M.4    Moench, I.5    Peter, L.6    Sturm, V.7
  • 11
    • 0000713353 scopus 로고
    • Laser-induced breakdown spectroscopy of steels at atmospheric pressure and in air
    • J. Belliveau, L. Cadwell, K. Coleman, L. Huwel, and H. Griffin, "Laser-induced breakdown spectroscopy of steels at atmospheric pressure and in air," Appl. Spectrosc. 39, 727-729 (1985).
    • (1985) Appl. Spectrosc. , vol.39 , pp. 727-729
    • Belliveau, J.1    Cadwell, L.2    Coleman, K.3    Huwel, L.4    Griffin, H.5
  • 12
    • 33947657290 scopus 로고    scopus 로고
    • Analysis of oxide inclusions in steel by fast laser-induced breakdown spectroscopy scanning: An approach to quantification
    • F. Boue-Bigne, "Analysis of oxide inclusions in steel by fast laser-induced breakdown spectroscopy scanning: an approach to quantification," Appl. Spectrosc. 61, 333-337 (2007).
    • (2007) Appl. Spectrosc. , vol.61 , pp. 333-337
    • Boue-Bigne, F.1
  • 13
    • 33947166415 scopus 로고
    • Determination of carbon content in molten steel using laser-induced breakdown spectroscopy
    • C. Aragon, J. A. Aguilera, and J. Campos, "Determination of carbon content in molten steel using laser-induced breakdown spectroscopy," Appl. Spectrosc. 47, 606-608 (1993).
    • (1993) Appl. Spectrosc. , vol.47 , pp. 606-608
    • Aragon, C.1    Aguilera, J.A.2    Campos, J.3
  • 14
    • 0036243053 scopus 로고    scopus 로고
    • Time-resolved laser-induced plasma spectrometry for determination of minor elements in steelmaking process samples
    • L. M. Cabalin, D. Romero, C. C. Garcia, J. M. Baena, and J. J. Laserna, "Time-resolved laser-induced plasma spectrometry for determination of minor elements in steelmaking process samples," Anal. Bioanal. Chem. 372, 352-359 (2002).
    • (2002) Anal. Bioanal. Chem. , vol.372 , pp. 352-359
    • Cabalin, L.M.1    Romero, D.2    Garcia, C.C.3    Baena, J.M.4    Laserna, J.J.5
  • 15
    • 2342565915 scopus 로고    scopus 로고
    • Bulk analysis of steel samples with surface scale layers by enhanced laser ablation and LIBS analysis of C, P, S, al, cr, cu, mn, and mo
    • V. Sturm, J. Vrenegor, R. Noll, and M. Hemmerlin, "Bulk analysis of steel samples with surface scale layers by enhanced laser ablation and LIBS analysis of C, P, S, Al, Cr, Cu, Mn, and Mo," J. Anal. At. Spectrom. 19, 451-456 (2004).
    • (2004) J. Anal. At. Spectrom. , vol.19 , pp. 451-456
    • Sturm, V.1    Vrenegor, J.2    Noll, R.3    Hemmerlin, M.4
  • 16
    • 55249108191 scopus 로고    scopus 로고
    • Laser-induced breakdown spectroscopy applications in the steel industry: Rapid analysis of segregation and decarburization
    • F. Boué-Bigne, "Laser-induced breakdown spectroscopy applications in the steel industry: rapid analysis of segregation and decarburization," Spectrochim. Acta, Part B 63, 1122-1129 (2008).
    • (2008) Spectrochim. Acta, Part B , vol.63 , pp. 1122-1129
    • Boué-Bigne, F.1
  • 17
    • 2342453357 scopus 로고    scopus 로고
    • Analytical control of liquid steel in an induction melting furnace using a remote laser-induced plasma spectrometer
    • S. Palanco, S. Conesa, and J. J. Laserna, "Analytical control of liquid steel in an induction melting furnace using a remote laser-induced plasma spectrometer," J. Anal. At. Spectrom. 19, 462-467 (2004).
    • (2004) J. Anal. At. Spectrom. , vol.19 , pp. 462-467
    • Palanco, S.1    Conesa, S.2    Laserna, J.J.3
  • 18
    • 84873730337 scopus 로고    scopus 로고
    • Laser-induced breakdown spectroscopy for light elements detection in steel: State of the art
    • M. A. Khater, "Laser-induced breakdown spectroscopy for light elements detection in steel: state of the art," Spectrochim. Acta, Part B 81, 1-10 (2013).
    • (2013) Spectrochim. Acta, Part B , vol.81 , pp. 1-10
    • Khater, M.A.1
  • 19
    • 34948885523 scopus 로고    scopus 로고
    • Investigation of the parameters influencing the accuracy of rapid steelmaking slag analysis with laser-induced breakdown spectroscopy
    • C. Palagas, P. Stavropoulos, S. Couris, G. N. Angelopoulos, I. Kolm, and D. C. Papamantellos, "Investigation of the parameters influencing the accuracy of rapid steelmaking slag analysis with laser-induced breakdown spectroscopy," Steel Res. Int. 78, 693-703 (2007).
    • (2007) Steel Res. Int. , vol.78 , pp. 693-703
    • Palagas, C.1    Stavropoulos, P.2    Couris, S.3    Angelopoulos, G.N.4    Kolm, I.5    Papamantellos, D.C.6
  • 20
    • 33947660830 scopus 로고    scopus 로고
    • Use of chemometrics and laser-induced breakdown spectroscopy for quantitative analysis of major and minor elements in aluminum alloys
    • F. R. Doucet, T. F. Belliveau, J. L. Fortier, and J. Hubert, "Use of chemometrics and laser-induced breakdown spectroscopy for quantitative analysis of major and minor elements in aluminum alloys," Appl. Spectrosc. 61, 327-332 (2007).
    • (2007) Appl. Spectrosc. , vol.61 , pp. 327-332
    • Doucet, F.R.1    Belliveau, T.F.2    Fortier, J.L.3    Hubert, J.4
  • 21
    • 17444454772 scopus 로고    scopus 로고
    • Chemometric approach to laser-induced breakdown analysis of gold alloys
    • A. Jurado-López and M. D. Luque de Castro, "Chemometric approach to laser-induced breakdown analysis of gold alloys," Appl. Spectrosc. 57, 349-352 (2003).
    • (2003) Appl. Spectrosc. , vol.57 , pp. 349-352
    • Jurado-López, A.1    Luque De Castro, M.D.2
  • 22
    • 25444480010 scopus 로고    scopus 로고
    • Determination of carbon in steel by laser-induced breakdown spectroscopy using a microchip laser and miniature spectrometer
    • J. Wormhoudt, F. J. Iannarilli, S. Jones, K. D. Annen, and A. Freedman, "Determination of carbon in steel by laser-induced breakdown spectroscopy using a microchip laser and miniature spectrometer," Appl. Spectrosc. 59, 1098-1102 (2005).
    • (2005) Appl. Spectrosc. , vol.59 , pp. 1098-1102
    • Wormhoudt, J.1    Iannarilli, F.J.2    Jones, S.3    Annen, K.D.4    Freedman, A.5
  • 23
    • 38049055758 scopus 로고    scopus 로고
    • Complementary metal oxide semiconductor sensor array-based detection system for laser-induced breakdown spectroscopy: Evaluation of calibration strategies and application for manganese determination in steel
    • F. B. Gonzaga and C. A. Pasquini, "Complementary metal oxide semiconductor sensor array-based detection system for laser-induced breakdown spectroscopy: evaluation of calibration strategies and application for manganese determination in steel," Spectrochim. Acta, Part B 63, 56-63 (2008).
    • (2008) Spectrochim. Acta, Part B , vol.63 , pp. 56-63
    • Gonzaga, F.B.1    Pasquini, C.A.2
  • 24
    • 0242301159 scopus 로고    scopus 로고
    • Slag analysis with laser-induced breakdown spectrometry
    • M. Kraushaar, R. Noll, and H.-U. Schmitz, "Slag analysis with laser-induced breakdown spectrometry," Appl. Spectrosc. 57, 1282-1287 (2003).
    • (2003) Appl. Spectrosc. , vol.57 , pp. 1282-1287
    • Kraushaar, M.1    Noll, R.2    Schmitz, H.-U.3
  • 25
    • 30144441612 scopus 로고    scopus 로고
    • A comparison of different discriminant analysis techniques in a steel industry welding process
    • J. M. Prats-Montalban, A. Ferrer, J. L. Malo, and J. Gorbena, "A comparison of different discriminant analysis techniques in a steel industry welding process," Chemometr. Intell. Lab. Syst. 80, 109-119 (2006).
    • (2006) Chemometr. Intell. Lab. Syst. , vol.80 , pp. 109-119
    • Prats-Montalban, J.M.1    Ferrer, A.2    Malo, J.L.3    Gorbena, J.4
  • 26
    • 77649206651 scopus 로고    scopus 로고
    • Laser-induced breakdown spectroscopy of steel: A comparison of univariate and multivariate calibration methods
    • C. B. Stipe, B. D. Hensley J. L. Boersema, and S. G. Buckley "Laser-induced breakdown spectroscopy of steel: a comparison of univariate and multivariate calibration methods," Appl. Spectrosc. 64, 154-160 (2010).
    • (2010) Appl. Spectrosc. , vol.64 , pp. 154-160
    • Stipe, C.B.1    Hensley, B.D.2    Boersema, J.L.3    Buckley, S.G.4
  • 27
    • 72649103640 scopus 로고    scopus 로고
    • Comparison of univariate and multivariate calibration for the determination of micronutrients in pellets of plant materials by laser-induced breakdown spectrometry
    • J. W. B. Braga, L. C. Trevizan, L. C. Nunes, I. A. Rufini, D. Santos, Jr., and F. J. Krug, "Comparison of univariate and multivariate calibration for the determination of micronutrients in pellets of plant materials by laser-induced breakdown spectrometry," Spectrochim. Acta, Part B 65, 66-74 (2010).
    • (2010) Spectrochim. Acta, Part B , vol.65 , pp. 66-74
    • Braga, J.W.B.1    Trevizan, L.C.2    Nunes, L.C.3    Rufini, I.A.4    Santos, D.5    Krug, F.J.6
  • 28
    • 80055024569 scopus 로고    scopus 로고
    • A non-linearized PLS model based on multivariate dominant factor for laser-induced breakdown spectroscopy measurements
    • Z. Wang, J. Feng, L. Li, W. Ni, and Z. Li, "A non-linearized PLS model based on multivariate dominant factor for laser-induced breakdown spectroscopy measurements," J. Anal. At. Spectrom. 26, 2175-2182 (2011).
    • (2011) J. Anal. At. Spectrom. , vol.26 , pp. 2175-2182
    • Wang, Z.1    Feng, J.2    Li, L.3    Ni, W.4    Li, Z.5
  • 29
    • 79960641122 scopus 로고    scopus 로고
    • A non-linearized multivariate dominant factor-based partial least squares (PLS) model for coal analysis by using laser-induced breakdown spectroscopy
    • J. Feng, Z. Wang, L. West, Z. Li, and W. Ni, "A non-linearized multivariate dominant factor-based partial least squares (PLS) model for coal analysis by using laser-induced breakdown spectroscopy," Appl. Spectrosc. 400, 3261-3271 (2011).
    • (2011) Appl. Spectrosc. , vol.400 , pp. 3261-3271
    • Feng, J.1    Wang, Z.2    West, L.3    Li, Z.4    Ni, W.5
  • 30
    • 84874499555 scopus 로고    scopus 로고
    • Influence of metal substrates on the detection of explosive residues with laser-induced breakdown spectroscopy
    • J. L. Gottfried, "Influence of metal substrates on the detection of explosive residues with laser-induced breakdown spectroscopy," Appl. Opt. 52, B10-B19 (2013).
    • (2013) Appl. Opt. , vol.52 , pp. B10-B19
    • Gottfried, J.L.1
  • 31
    • 84857817941 scopus 로고    scopus 로고
    • Comparison of two party all least squares-discriminant analysis algorithms for identifying geological samples with the ChemCam laser-induced breakdown spectroscopy instrument
    • A. M. Ollila, J. Lasue, H. E. Newson, R. A. Multari, R. C. Wiens, and S. M. Clegg, "Comparison of two party all least squares-discriminant analysis algorithms for identifying geological samples with the ChemCam laser-induced breakdown spectroscopy instrument," Appl. Opt. 51, B130-B142 (2012).
    • (2012) Appl. Opt. , vol.51 , pp. B130-B142
    • Ollila, A.M.1    Lasue, J.2    Newson, H.E.3    Multari, R.A.4    Wiens, R.C.5    Clegg, S.M.6
  • 32
    • 44649120415 scopus 로고    scopus 로고
    • Application of artificial neural networks for the rapid classification of archaeological ceramics by means of laser-induced breakdown spectroscopy (LIBS)
    • A. Ramil, A. J. López, and A. Yánez, "Application of artificial neural networks for the rapid classification of archaeological ceramics by means of laser-induced breakdown spectroscopy (LIBS)," Appl. Phys. A 92, 197-202 (2008).
    • (2008) Appl. Phys. A , vol.92 , pp. 197-202
    • Ramil, A.1    López, A.J.2    Yánez, A.3
  • 34
    • 84858719998 scopus 로고    scopus 로고
    • Incorporation of support vector machines in the LIBS toolbox for sensitive and robust classification amidst unexpected sample and system variability
    • N. C. Dingari, I. Barman, A. K. Myakalwar, S. P. Tewari, and M. K. Gundawar, "Incorporation of support vector machines in the LIBS toolbox for sensitive and robust classification amidst unexpected sample and system variability," Anal. Chem. 84, 2686-2694 (2012).
    • (2012) Anal. Chem. , vol.84 , pp. 2686-2694
    • Dingari, N.C.1    Barman, I.2    Myakalwar, A.K.3    Tewari, S.P.4    Gundawar, M.K.5
  • 35
    • 82655183483 scopus 로고    scopus 로고
    • Sensor for the detection of protective coating traces on boron steel with aluminium-silicon covering by means of laser-induced breakdown spectroscopy and support vector machines
    • F. Anabitarte, J. Mirapeix, O. M. C. Portilla, J. M. Lopez-Higuera, S. Member, and A. Cobo, "Sensor for the detection of protective coating traces on boron steel with aluminium-silicon covering by means of laser-induced breakdown spectroscopy and support vector machines," IEEE. Sens. J. 12, 64-70 (2012).
    • (2012) IEEE. Sens. J. , vol.12 , pp. 64-70
    • Anabitarte, F.1    Mirapeix, J.2    Portilla, O.M.C.3    Lopez-Higuera, J.M.4    Member, S.5    Cobo, A.6
  • 36
    • 84861338361 scopus 로고    scopus 로고
    • Support vector machine classification of suspect powders using laser-induced breakdown spectroscopy (LIBS) spectral data
    • J. Cisewski, E. Snyder, J. Hannig, and L. Oudejans, "Support vector machine classification of suspect powders using laser-induced breakdown spectroscopy (LIBS) spectral data," J. Chemom. 26, 143-149 (2012).
    • (2012) J. Chemom. , vol.26 , pp. 143-149
    • Cisewski, J.1    Snyder, E.2    Hannig, J.3    Oudejans, L.4
  • 37
    • 84856216666 scopus 로고    scopus 로고
    • Multivariate classification of pigments and inks using combined Raman spectroscopy and LIBS
    • M. Hoehse, A. Paul, I. Gornushkin, and U. Panne, "Multivariate classification of pigments and inks using combined Raman spectroscopy and LIBS," Anal. Bioanal. Chem. 402, 1443-1450 (2012).
    • (2012) Anal. Bioanal. Chem. , vol.402 , pp. 1443-1450
    • Hoehse, M.1    Paul, A.2    Gornushkin, I.3    Panne, U.4
  • 38
    • 0036568032 scopus 로고    scopus 로고
    • On the learnability and design of output codes for multiclass problems
    • K. Crammer and Y. Singer, "On the learnability and design of output codes for multiclass problems," Mach. Learn. 47, 201-233 (2002).
    • (2002) Mach. Learn. , vol.47 , pp. 201-233
    • Crammer, K.1    Singer, Y.2
  • 40
    • 0003425673 scopus 로고    scopus 로고
    • Multi-class support vector machines
    • Department of Computer Science, Royal Holloway University of London
    • J. Weston and C. Watkins, "Multi-class support vector machines," Technical Report CSD-TR-98-04 (Department of Computer Science, Royal Holloway University of London, 1998).
    • (1998) Technical Report CSD-TR-98-04
    • Weston, J.1    Watkins, C.2
  • 42
    • 34249753618 scopus 로고
    • Support-vector network
    • C. Cortes and V. Vapnik, "Support-vector network," Mach. Learn. 20, 273-297 (1995).
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 43
    • 85161148381 scopus 로고    scopus 로고
    • The element of statistical learning: Data mining, inference, and prediction
    • T. Hastie, R. Tibshirani, J. Friedman, and J. Franklin, "The element of statistical learning: data mining, inference, and prediction," Math. Intell. 27, 83-85 (2005).
    • (2005) Math. Intell. , vol.27 , pp. 83-85
    • Hastie, T.1    Tibshirani, R.2    Friedman, J.3    Franklin, J.4
  • 45
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C. J. C. Burges, "A tutorial on support vector machines for pattern recognition," J. Data Mini. Know. Disc. 2, 121-167 (1998).
    • (1998) J. Data Mini. Know. Disc. , vol.2 , pp. 121-167
    • Burges, C.J.C.1
  • 46
    • 77950527156 scopus 로고    scopus 로고
    • Non-linearmodelingand chemical interpretation with aid of support vector machine and regression
    • K. Hasegawaand K. Funatsu, "Non-linearmodelingand chemical interpretation with aid of support vector machine and regression," Curr. Comput. Aided Drug Des. 6, 24-36 (2010).
    • (2010) Curr. Comput. Aided Drug Des. , vol.6 , pp. 24-36
    • Hasegawaand, K.1    Funatsu, K.2
  • 47
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multi-class support vector machines
    • C. W. Hsu and C. J. Lin, "A comparison of methods for multi-class support vector machines," IEEE. Trans. Neural Netw. 13, 415-425 (2002).
    • (2002) IEEE. Trans. Neural Netw. , vol.13 , pp. 415-425
    • Hsu, C.W.1    Lin, C.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.