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Volumn 39, Issue 1, 2012, Pages 1555-1564

Improved prediction of biomass composition for switchgrass using reproducing kernel methods with wavelet compressed FT-NIR spectra

Author keywords

Fourier transform near infrared spectra; Kernel partial least squares regression; Kernel ridge regression; Reproducing kernel Hilbert space; Vertical energy thresholding technique; Wavelet transform

Indexed keywords

KERNEL PARTIAL LEAST SQUARES REGRESSION; NEAR INFRARED SPECTRA; REPRODUCING KERNEL HILBERT SPACES; RIDGE REGRESSION; THRESHOLDING TECHNIQUES;

EID: 81855221757     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.05.012     Document Type: Article
Times cited : (28)

References (34)
  • 4
    • 0034648795 scopus 로고    scopus 로고
    • Orthogonal signal correction, wavelet analysis, and multivariate calibration of complicated process fluorescence data
    • L. Eriksson, J. Trygg, E. Johansson, R. Bro, and S. Wold Orthogonal signal correction, wavelet analysis, and multivariate calibration of complicated process fluorescence data Analytica Chimica Acta 420 2000 181 195
    • (2000) Analytica Chimica Acta , vol.420 , pp. 181-195
    • Eriksson, L.1    Trygg, J.2    Johansson, E.3    Bro, R.4    Wold, S.5
  • 5
    • 0037847612 scopus 로고    scopus 로고
    • Rapid biomass analysis: New tools for compositional analysis of corn stover feedstocks and process intermediates from ethanol production
    • B.R. Hames, S.R. Thomas, A.D. Sluiter, C.J. Roth, and D.W. Templeton Rapid biomass analysis: new tools for compositional analysis of corn stover feedstocks and process intermediates from ethanol production Applied Biochemistry and Biotechnology 2003 105 108
    • (2003) Applied Biochemistry and Biotechnology , pp. 105-108
    • Hames, B.R.1    Thomas, S.R.2    Sluiter, A.D.3    Roth, C.J.4    Templeton, D.W.5
  • 6
    • 0030157484 scopus 로고    scopus 로고
    • Depletion of fossil fuels and the impacts of global warming
    • M. Hoel, and S. Kverndokk Depletion of fossil fuels and the impacts of global warming Resource and Energy Economics 18 1996 115 136
    • (1996) Resource and Energy Economics , vol.18 , pp. 115-136
    • Hoel, M.1    Kverndokk, S.2
  • 7
    • 33344471010 scopus 로고    scopus 로고
    • Wavelet-based data reduction techniques for fault detection and classification
    • M.K. Jeong, J.C. Lu, X. Huo, B. Vidakovic, and D. Chen Wavelet-based data reduction techniques for fault detection and classification Technometrics 48 2006 26 40
    • (2006) Technometrics , vol.48 , pp. 26-40
    • Jeong, M.K.1    Lu, J.C.2    Huo, X.3    Vidakovic, B.4    Chen, D.5
  • 13
    • 0001500115 scopus 로고
    • Functions of positive and negative type and their connection with the theory of integral equations
    • J. Mercer Functions of positive and negative type and their connection with the theory of integral equations Philosophical Transactions Royal Society London A209 1990 415 446
    • (1990) Philosophical Transactions Royal Society London , vol.209 A , pp. 415-446
    • Mercer, J.1
  • 14
    • 33847300613 scopus 로고    scopus 로고
    • Kernel PLS regression on wavelet transformed NIR spectra for prediction of sugar content of apple
    • B.M. Nicola, K.I. Theron, and J. Lammertyn Kernel PLS regression on wavelet transformed NIR spectra for prediction of sugar content of apple Chemometrics and Intelligent Laboratory Systems 85 2007 243 252
    • (2007) Chemometrics and Intelligent Laboratory Systems , vol.85 , pp. 243-252
    • Nicola, B.M.1    Theron, K.I.2    Lammertyn, J.3
  • 16
    • 0036275896 scopus 로고    scopus 로고
    • Comparison of Fourier transform and dispersive near-infrared reflectance spectroscopy for apple quality measurements
    • A. Peirs, N. Scheerlinck, K. Touchant, and B.M. Nicola Comparison of Fourier transform and dispersive near-infrared reflectance spectroscopy for apple quality measurements Biosystems Engineering 81 2002 305 311
    • (2002) Biosystems Engineering , vol.81 , pp. 305-311
    • Peirs, A.1    Scheerlinck, N.2    Touchant, K.3    Nicola, B.M.4
  • 17
    • 0242354134 scopus 로고    scopus 로고
    • Statistical process monitoring: Basics and beyond
    • S.J. Qin Statistical process monitoring: basics and beyond Journal of Chemometrics 17 2003 480 502
    • (2003) Journal of Chemometrics , vol.17 , pp. 480-502
    • Qin, S.J.1
  • 18
    • 84984286248 scopus 로고
    • A PLS kernel algorithm for data sets with many variables and fewer objects. Part 1: Theory and algorithm
    • S. Rannar, F. Lindgren, P. Geladi, and S. Wold A PLS kernel algorithm for data sets with many variables and fewer objects. Part 1: Theory and algorithm Journal of Chemometrics 8 2 1994 111 125
    • (1994) Journal of Chemometrics , vol.8 , Issue.2 , pp. 111-125
    • Rannar, S.1    Lindgren, F.2    Geladi, P.3    Wold, S.4
  • 20
    • 0038259120 scopus 로고    scopus 로고
    • Kernel partial least squares regression in reproducing kernel Hilbert space
    • R. Rosipal, and L.J. Trejo Kernel partial least squares regression in reproducing kernel Hilbert space Journal of Machine Learning Research 2 2001 97 123
    • (2001) Journal of Machine Learning Research , vol.2 , pp. 97-123
    • Rosipal, R.1    Trejo, L.J.2
  • 22
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a kernel eigenvalue problem
    • B. Schölkopf, A.J. Smola, and K. Müller Nonlinear component analysis as a kernel eigenvalue problem Neural Computation 10 1998 1299 1319
    • (1998) Neural Computation , vol.10 , pp. 1299-1319
    • Schölkopf, B.1    Smola, A.J.2    Müller, K.3
  • 26
    • 0017336301 scopus 로고
    • Asymptotics for and against cross-validation
    • M. Stone Asymptotics for and against cross-validation Biometrika 64 1977 29 35
    • (1977) Biometrika , vol.64 , pp. 29-35
    • Stone, M.1
  • 27
    • 0000299384 scopus 로고
    • Long-term effects of annual burning at different dates in ungrazed Kansas tallgrass prairie
    • G. Towne, and C. Owensby Long-term effects of annual burning at different dates in ungrazed Kansas tallgrass prairie Journal of Range Management 37 1984 392 397
    • (1984) Journal of Range Management , vol.37 , pp. 392-397
    • Towne, G.1    Owensby, C.2
  • 33
    • 0009091948 scopus 로고    scopus 로고
    • Review of process and non-invasive near-infrared and infrared spectroscopy: 1993-1999
    • J.J. Workman Review of process and non-invasive near-infrared and infrared spectroscopy: 1993-1999 Applied Spectroscopy Reviews 34 1999 1 89
    • (1999) Applied Spectroscopy Reviews , vol.34 , pp. 1-89
    • Workman, J.J.1
  • 34
    • 44449116156 scopus 로고    scopus 로고
    • Fast classification and compositional analysis of cornstover fractions using Fourier transform near-infrared techniques
    • X.P. Ye, L. Liu, D.G. Hayes, A.R. Womac, K.L. Hong, and S. Skhansanj Fast classification and compositional analysis of cornstover fractions using Fourier transform near-infrared techniques Bioresource Technology 99 2008 7323 7332
    • (2008) Bioresource Technology , vol.99 , pp. 7323-7332
    • Ye, X.P.1    Liu, L.2    Hayes, D.G.3    Womac, A.R.4    Hong, K.L.5    Skhansanj, S.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.