메뉴 건너뛰기




Volumn 193, Issue , 2014, Pages 723-729

Improved PLS regression based on SVM classification for rapid analysis of coal properties by near-infrared reflectance spectroscopy

Author keywords

Coal analysis; Near infrared reflectance spectra; Partial Least Square regression; Support Vector Machine

Indexed keywords

CLASSIFICATION ACCURACY; COAL ANALYSIS; COAL CLASSIFICATION; NEAR INFRA-RED REFLECTANCES; NEAR INFRARED REFLECTANCE SPECTROSCOPY; PARTIAL LEAST SQUARE REGRESSION; PREDICTIVE ABILITIES; PRINCIPLE COMPONENTS ANALYSIS;

EID: 84891720207     PISSN: 09254005     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.snb.2013.12.028     Document Type: Article
Times cited : (64)

References (31)
  • 1
    • 26444464804 scopus 로고    scopus 로고
    • On-line coal analysis using fast neutron-induced gamma-rays
    • DOI 10.1016/j.apradiso.2005.05.021, PII S0969804305001491
    • C.S. Lim, and D.A. Abernethy On-line coal analysis using fast neutron-induced gamma-rays Applied Radiation and Isotopes 63 2005 697 704 (Pubitemid 41435689)
    • (2005) Applied Radiation and Isotopes , vol.63 , Issue.5-6 SPEC. ISS. , pp. 697-704
    • Lim, C.S.1    Abernethy, D.A.2
  • 2
    • 68349084774 scopus 로고    scopus 로고
    • Near infrared spectroscopy in natural products analysis
    • D. Cozzolino Near infrared spectroscopy in natural products analysis Planta Medica 75 2009 746 756
    • (2009) Planta Medica , vol.75 , pp. 746-756
    • Cozzolino, D.1
  • 3
    • 84861225360 scopus 로고    scopus 로고
    • Application of the near-infrared spectroscopy in the pharmaceutical technology
    • M. Jamrógiewicz Application of the near-infrared spectroscopy in the pharmaceutical technology Journal of Pharmaceutical and Biomedical Analysis 66 2012 1 10
    • (2012) Journal of Pharmaceutical and Biomedical Analysis , vol.66 , pp. 1-10
    • Jamrógiewicz, M.1
  • 5
    • 77953593629 scopus 로고    scopus 로고
    • The application of near infrared spectroscopy to the measurement of bioactive compounds in food commodities
    • C.M. McGoverin, J. Weeranantanaphan, G. Downey, and M. Manley The application of near infrared spectroscopy to the measurement of bioactive compounds in food commodities Journal of Near Infrared Spectroscopy 18 2010 87 111
    • (2010) Journal of Near Infrared Spectroscopy , vol.18 , pp. 87-111
    • McGoverin, C.M.1    Weeranantanaphan, J.2    Downey, G.3    Manley, M.4
  • 6
    • 80051700231 scopus 로고    scopus 로고
    • Near-infrared (NIR) spectroscopy for biodiesel analysis: Fractional composition, iodine value, and cold filter plugging point from one vibrational spectrum
    • R.M. Balabin, and R.Z. Safieva Near-infrared (NIR) spectroscopy for biodiesel analysis: fractional composition, iodine value, and cold filter plugging point from one vibrational spectrum Energy & Fuels 25 2011 2373 2382
    • (2011) Energy & Fuels , vol.25 , pp. 2373-2382
    • Balabin, R.M.1    Safieva, R.Z.2
  • 7
    • 77956743733 scopus 로고    scopus 로고
    • Prediction of resin and fatty acid content of biorefinery feedstock by on-line near-infrared (NIR) spectroscopy
    • T.A. Lestander, and R. Samuelsson Prediction of resin and fatty acid content of biorefinery feedstock by on-line near-infrared (NIR) spectroscopy Energy & Fuels 24 2010 5148 5152
    • (2010) Energy & Fuels , vol.24 , pp. 5148-5152
    • Lestander, T.A.1    Samuelsson, R.2
  • 8
    • 84866594869 scopus 로고    scopus 로고
    • Determination of biodiesel content in diesel using distillation curves and multivariate calibration
    • H.G. Aleme, and P.J.S. Barbeira Determination of biodiesel content in diesel using distillation curves and multivariate calibration Energy & Fuels 26 2012 5769 5774
    • (2012) Energy & Fuels , vol.26 , pp. 5769-5774
    • Aleme, H.G.1    Barbeira, P.J.S.2
  • 10
    • 77955308245 scopus 로고    scopus 로고
    • Near infrared spectroscopy integrated with chemometrics for rapid detection of E. Coli ATCC 25922 and E. Coli K12
    • U. Siripatrawan, Y. Makino, Y. Kawagoe, and S. Oshita Near infrared spectroscopy integrated with chemometrics for rapid detection of E. coli ATCC 25922 and E. coli K12 Sensors and Actuators B: Chemical 148 2010 366 370
    • (2010) Sensors and Actuators B: Chemical , vol.148 , pp. 366-370
    • Siripatrawan, U.1    Makino, Y.2    Kawagoe, Y.3    Oshita, S.4
  • 12
    • 0023995375 scopus 로고
    • Diffuse reflectance spectra in near-i. R. Region of coals; A new index for degrees of coalification and carbonization
    • DOI 10.1016/0016-2361(88)90357-2
    • O. Ito, H. Seki, and M. Iino Diffuse reflectance spectra in near-IR region of coals; a new index for degrees of coalification and carbonization Fuel 67 1988 573 578 (Pubitemid 18603987)
    • (1988) Fuel , vol.67 , Issue.4 , pp. 573-578
    • Ito Osamu1    Seki Hiroyuki2    Iino Masashi3
  • 14
    • 15744403004 scopus 로고    scopus 로고
    • Analysis of coal by diffuse reflectance near-infrared spectroscopy
    • DOI 10.1016/j.aca.2004.12.007, PII S0003267004016411
    • J.M. Andres, and M.T. Bona Analysis of coal by diffuse reflectance near-infrared spectroscopy Analytica Chimica Acta 535 2005 123 132 (Pubitemid 40410503)
    • (2005) Analytica Chimica Acta , vol.535 , Issue.1-2 , pp. 123-132
    • Andres, J.M.1    Bona, M.T.2
  • 15
    • 33749015724 scopus 로고    scopus 로고
    • ASTM clustering for improving coal analysis by near-infrared spectroscopy
    • DOI 10.1016/j.talanta.2006.05.034, PII S0039914006003651, A collection of Papers Presented at the 1st Workshop of the European Union: Analysis and Removal of Contaminants from Wastewaters for the Implementation of the Water Framework Directive 1st EMCO 2005
    • J.M. Andres, and M.T. Bona ASTM clustering for improving coal analysis by near-infrared spectroscopy Talanta 70 2006 711 719 (Pubitemid 44444970)
    • (2006) Talanta , vol.70 , Issue.4 , pp. 711-719
    • Andres, J.M.1    Bona, M.T.2
  • 16
    • 34248591392 scopus 로고    scopus 로고
    • Coal analysis by diffuse reflectance near-infrared spectroscopy: Hierarchical cluster and linear discriminant analysis
    • DOI 10.1016/j.talanta.2007.01.050, PII S0039914007000938
    • M.T. Bona, and J.M. Andres Coal analysis by diffuse reflectance near-infrared spectroscopy: hierarchical cluster and linear discriminant analysis Talanta 72 2007 1423 1431 (Pubitemid 46745299)
    • (2007) Talanta , vol.72 , Issue.4 , pp. 1423-1431
    • Bona, M.T.1    Andres, J.M.2
  • 17
    • 62349138458 scopus 로고    scopus 로고
    • Application of near infrared diffuse reflectance spectroscopy for on-line measurement of coal properties
    • D.W. Kim, J.M. Lee, and J.S. Kim Application of near infrared diffuse reflectance spectroscopy for on-line measurement of coal properties Korean Journal of Chemical Engineering 26 2009 489 495
    • (2009) Korean Journal of Chemical Engineering , vol.26 , pp. 489-495
    • Kim, D.W.1    Lee, J.M.2    Kim, J.S.3
  • 18
    • 0038718717 scopus 로고    scopus 로고
    • Near infrared spectroscopy: Fundamentals, practical aspects and analytical applications
    • C. Pasquini Near infrared spectroscopy: fundamentals, practical aspects and analytical applications Journal of the Brazilian Chemical Society 14 2003 198 219 (Pubitemid 36707218)
    • (2003) Journal of the Brazilian Chemical Society , vol.14 , Issue.2 , pp. 198-219
    • Pasquini, C.1
  • 19
    • 79955105626 scopus 로고    scopus 로고
    • Evaluation of multiblock NIR/MIR PLS predictive models to detect adulteration of diesel/biodiesel blends by vegetal oil
    • V. Gaydou, J. Kister, and N. Dupuy Evaluation of multiblock NIR/MIR PLS predictive models to detect adulteration of diesel/biodiesel blends by vegetal oil Chemometrics and Intelligent Laboratory Systems 106 2011 190 197
    • (2011) Chemometrics and Intelligent Laboratory Systems , vol.106 , pp. 190-197
    • Gaydou, V.1    Kister, J.2    Dupuy, N.3
  • 20
    • 78650522706 scopus 로고    scopus 로고
    • Feasibility of spectroscopic characterization of algal lipids: Chemometric correlation of NIR and FTIR spectra with exogenous lipids in algal biomass
    • L.M.L. Laurens, and E.J. Wolfrum Feasibility of spectroscopic characterization of algal lipids: chemometric correlation of NIR and FTIR spectra with exogenous lipids in algal biomass Bioenergy Research 4 2011 22 35
    • (2011) Bioenergy Research , vol.4 , pp. 22-35
    • Laurens, L.M.L.1    Wolfrum, E.J.2
  • 21
    • 79954423341 scopus 로고    scopus 로고
    • Simultaneous determination of mercury, lead and cadmium ions in water using near-infrared spectroscopy with preconcentration by thiol-functionalized magnesium phyllosilicate clay
    • J. Li, Y. Zhang, W. Cai, and X. Shao Simultaneous determination of mercury, lead and cadmium ions in water using near-infrared spectroscopy with preconcentration by thiol-functionalized magnesium phyllosilicate clay Talanta 84 2011 679 683
    • (2011) Talanta , vol.84 , pp. 679-683
    • Li, J.1    Zhang, Y.2    Cai, W.3    Shao, X.4
  • 22
    • 80053900781 scopus 로고    scopus 로고
    • A feasibility study on using near infrared spectroscopy to classify straw-coal blends
    • C. He, Z. Yang, G. Huang, L. Chen, and L. Han A feasibility study on using near infrared spectroscopy to classify straw-coal blends Journal of Near Infrared Spectroscopy 19 2011 277 284
    • (2011) Journal of Near Infrared Spectroscopy , vol.19 , pp. 277-284
    • He, C.1    Yang, Z.2    Huang, G.3    Chen, L.4    Han, L.5
  • 23
    • 33846650363 scopus 로고    scopus 로고
    • Feasibility study on identification of green, black and Oolong teas using near-infrared reflectance spectroscopy based on support vector machine (SVM)
    • DOI 10.1016/j.saa.2006.03.038, PII S1386142506002216
    • Q. Chen, J. Zhao, C.H. Fang, and D. Wang Feasibility study on identification of green, black and Oolong teas using near-infrared reflectance spectroscopy based on support vector machine (SVM) Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy 66 2007 568 574 (Pubitemid 46199298)
    • (2007) Spectrochimica Acta - Part A: Molecular and Biomolecular Spectroscopy , vol.66 , Issue.3 , pp. 568-574
    • Chen, Q.1    Zhao, J.2    Fang, C.H.3    Wang, D.4
  • 24
    • 79952487365 scopus 로고    scopus 로고
    • Biodiesel classification by base stock type (vegetable oil) using near infrared spectroscopy data
    • R.M. Balabin, and R.Z. Safieva Biodiesel classification by base stock type (vegetable oil) using near infrared spectroscopy data Analytica Chimica Acta 689 2011 190 197
    • (2011) Analytica Chimica Acta , vol.689 , pp. 190-197
    • Balabin, R.M.1    Safieva, R.Z.2
  • 25
    • 0037381038 scopus 로고    scopus 로고
    • A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine
    • DOI 10.1016/S0925-2312(03)00433-8
    • L.J. Cao, K.S. Chua, W.K. Chong, H.P. Lee, and Q.M. Gu A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine Neurocomputing 55 2003 321 336 (Pubitemid 37336682)
    • (2003) Neurocomputing , vol.55 , Issue.1-2 , pp. 321-336
    • Cao, L.J.1    Chua, K.S.2    Chong, W.K.3    Lee, H.P.4    Gu, Q.M.5
  • 26
    • 71249149458 scopus 로고    scopus 로고
    • Review of the most common pre-processing techniques for near-infrared spectra
    • Å. Rinnan, F.V.D. Berg, and S.B. Engelsen Review of the most common pre-processing techniques for near-infrared spectra TrAC: Trends in Analytical Chemistry 28 2009 1201 1222
    • (2009) TrAC: Trends in Analytical Chemistry , vol.28 , pp. 1201-1222
    • Rinnan, Å.1    Berg, F.V.D.2    Engelsen, S.B.3
  • 27
    • 0042553279 scopus 로고
    • Smoothing and differentiation of data by simplified least squares procedures
    • A. Savitzky, and M.J.E. Golay Smoothing and differentiation of data by simplified least squares procedures Analytical Chemistry 36 1964 1627 1639
    • (1964) Analytical Chemistry , vol.36 , pp. 1627-1639
    • Savitzky, A.1    Golay, M.J.E.2
  • 29
    • 0035965476 scopus 로고    scopus 로고
    • PLS-regression: A basic tool of chemometrics
    • DOI 10.1016/S0169-7439(01)00155-1, PII S0169743901001551
    • S. Wold, M. Sjöström, and L. Eriksson PLS-regression: a basic tool of chemometrics Chemometrics and Intelligent Laboratory Systems 58 2001 109 130 (Pubitemid 33033283)
    • (2001) Chemometrics and Intelligent Laboratory Systems , vol.58 , Issue.2 , pp. 109-130
    • Wold, S.1    Sjostrom, M.2    Eriksson, L.3
  • 30
    • 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 Data Mining and Knowledge Discovery 2 1998 121 167 (Pubitemid 128695475)
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 31
    • 57649140412 scopus 로고    scopus 로고
    • Multiclass and binary SVM classification: Implications for training and classification users
    • A. Mathur, and G.M. Foody Multiclass and binary SVM classification: implications for training and classification users IEEE Geoscience and Remote Sensing Letters 5 2008 241 245
    • (2008) IEEE Geoscience and Remote Sensing Letters , vol.5 , pp. 241-245
    • Mathur, A.1    Foody, G.M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.