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Volumn 105, Issue 2, 2011, Pages 216-226

Determination of anthocyanin concentration in whole grape skins using hyperspectral imaging and adaptive boosting neural networks

Author keywords

AdaBoost; Anthocyanin; Grapes; Hyperspectral imaging; Neural networks; Spectroscopy

Indexed keywords

ADABOOST; AMBIENT TEMPERATURES; CABERNET-SAUVIGNON; CONCENTRATION VALUES; CORRELATION VALUE; GRAPE SKIN; GRAPES; HYPER-SPECTRAL CAMERAS; HYPERSPECTRAL DATA; HYPERSPECTRAL IMAGING; LABORATORY TECHNIQUES; NEURAL NETWORK COMMITTEE; NM RESOLUTION; NOVEL APPLICATIONS; PRINCIPAL COMPONENTS; SQUARED CORRELATION COEFFICIENTS; SUGAR CONTENT;

EID: 79954424467     PISSN: 02608774     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jfoodeng.2011.02.018     Document Type: Article
Times cited : (77)

References (40)
  • 1
    • 33645502171 scopus 로고    scopus 로고
    • Maturity, variety and origin determination in white grapes (Vitis Vinifera L.) using near infrared reflectance technology
    • I. Arana, C. Jaren, and S. Arazuri Maturity, variety and origin determination in white grapes (Vitis Villifera L.) using near infrared reflectance technology Journal of near Infrared Spectroscopy 13 6 2005 349 357 (Pubitemid 43496245)
    • (2005) Journal of Near Infrared Spectroscopy , vol.13 , Issue.6 , pp. 349-357
    • Arana, I.1    Jaren, C.2    Arazuri, S.3
  • 3
    • 0000680335 scopus 로고
    • Evolution of 5 Anthocyanidin-3-Glucosides in the Skin of the Tempranillo, Moristel, and Garnacha Grape Varieties and Influence of Climatological Variables
    • J. Cacho, P. Fernandez, V. Ferreira, and J.E. Castells Evolution of 5 Anthocyanidin-3-Glucosides in the Skin of the Tempranillo, Moristel, and Garnacha Grape Varieties and Influence of Climatological Variables American Journal of Enology and Viticulture 43 3 1992 244 249
    • (1992) American Journal of Enology and Viticulture , vol.43 , Issue.3 , pp. 244-249
    • Cacho, J.1    Fernandez, P.2    Ferreira, V.3    Castells, J.E.4
  • 4
    • 76349117457 scopus 로고    scopus 로고
    • Soluble solids content and pH prediction and varieties discrimination of grapes based on visible-near infrared spectroscopy
    • F. Cao, D. Wu, and Y. He Soluble solids content and pH prediction and varieties discrimination of grapes based on visible-near infrared spectroscopy Computers and Electronics in Agriculture 71 2010 S15 S18
    • (2010) Computers and Electronics in Agriculture , vol.71
    • Cao, F.1    Wu, D.2    He, Y.3
  • 5
    • 34249947932 scopus 로고    scopus 로고
    • The use of reflectance for monitoring phenolic maturity curves in red grapes
    • E. Celotti, T. Della Vedova, R. Ferrarini, and S. Martinand The use of reflectance for monitoring phenolic maturity curves in red grapes Italian Journal of Food Science 19 1 2007 91 100 (Pubitemid 46877500)
    • (2007) Italian Journal of Food Science , vol.19 , Issue.1 , pp. 91-100
    • Celottt, E.1    Della Vedova, T.2    Ferrarinp, R.3    Martinand, S.4
  • 6
    • 2342655711 scopus 로고    scopus 로고
    • Application of LS-SVM to non-linear phenomena in NIR spectroscopy: Development of a robust and portable sensor for acidity prediction in grapes
    • DOI 10.1016/j.chemolab.2004.01.003, PII S0169743904000073
    • F. Chauchard, R. Cogdill, S. Roussel, J.M. Roger, and V. Bellon-Maurel Application of LS-SVM to non-linear phenomena in NIR spectroscopy: development of a robust and portable sensor for acidity prediction in grapes Chemometrics and Intelligent Laboratory Systems 71 2 2004 141 150 (Pubitemid 38591485)
    • (2004) Chemometrics and Intelligent Laboratory Systems , vol.71 , Issue.2 , pp. 141-150
    • Chauchard, F.1    Cogdill, R.2    Roussel, S.3    Roger, J.M.4    Bellon-Maurel, V.5
  • 9
    • 52649138427 scopus 로고    scopus 로고
    • Measurement of condensed tannins and dry matter in red grape homogenates using near infrared spectroscopy and partial least squares
    • D. Cozzolino, W.U. Cynkar, R.G. Dambergs, M.D. Mercurio, and P.A. Smith Measurement of condensed tannins and dry matter in red grape homogenates using near infrared spectroscopy and partial least squares Journal of Agricultural and Food Chemistry 56 17 2008 7631 7636
    • (2008) Journal of Agricultural and Food Chemistry , vol.56 , Issue.17 , pp. 7631-7636
    • Cozzolino, D.1    Cynkar, W.U.2    Dambergs, R.G.3    Mercurio, M.D.4    Smith, P.A.5
  • 14
    • 59349102288 scopus 로고    scopus 로고
    • Shortwave-near infrared spectroscopy for determination of reducing sugar content during grape ripening, winemaking, and aging of white and red wines
    • J. Fernandez-Novales, M.I. Lopez, M.T. Sanchez, J. Morales, and V. Gonzalez-Caballero Shortwave-near infrared spectroscopy for determination of reducing sugar content during grape ripening, winemaking, and aging of white and red wines Food Research International 42 2 2009 285 291
    • (2009) Food Research International , vol.42 , Issue.2 , pp. 285-291
    • Fernandez-Novales, J.1    Lopez, M.I.2    Sanchez, M.T.3    Morales, J.4    Gonzalez-Caballero, V.5
  • 15
    • 11144325691 scopus 로고
    • Partial least-squares regression - A tutorial
    • P. Geladi, and B.R. Kowalski Partial least-squares regression - A tutorial Analytica Chimica Acta 185 1986 1 17
    • (1986) Analytica Chimica Acta , vol.185 , pp. 1-17
    • Geladi, P.1    Kowalski, B.R.2
  • 16
    • 2342590843 scopus 로고    scopus 로고
    • Maturation phénolique des raisins rouges du cépage tempranillo conduit en gobelet dans différentes conditions édapho-climatiques de la vallée du douro
    • M. Gil, and J. Yuste Phenolic maturity of tempranillo grapevine trained as goblet, under different soil and climate conditions in the Duero valley area Journal International Des Sciences De La Vigne Et Du Vin 38 1 2004 81 88 (Pubitemid 38571382)
    • (2004) Journal International des Sciences de la Vigne et du Vin , vol.38 , Issue.1 , pp. 81-88
    • Gil, M.1    Yuste, J.2
  • 17
    • 28844487801 scopus 로고    scopus 로고
    • Grape and wine analysis - Enhancing the power of spectroscopy with chemometrics. A review of some applications in the Australian wine industry
    • M. Gishen, R.G. Dambergs, and D. Cozzolino Grape and wine analysis - enhancing the power of spectroscopy with chemometrics. A review of some applications in the Australian wine industry Australian Journal of Grape and Wine Research 11 3 2005 296 305 (Pubitemid 41774868)
    • (2005) Australian Journal of Grape and Wine Research , vol.11 , Issue.3 , pp. 296-305
    • Gishen, M.1    Dambergs, R.G.2    Cozzolino, D.3
  • 18
    • 35548953824 scopus 로고    scopus 로고
    • Hyperspectral imaging - an emerging process analytical tool for food quality and safety control
    • DOI 10.1016/j.tifs.2007.06.001, PII S0924224407002026
    • A.A. Gowen, C.P. O'Donnell, P.J. Cullen, G. Downey, and J.M. Frias Hyperspectral imaging - an emerging process analytical tool for food quality and safety control Trends in Food Science & Technology 18 12 2007 590 598 (Pubitemid 350017801)
    • (2007) Trends in Food Science and Technology , vol.18 , Issue.12 , pp. 590-598
    • Gowen, A.A.1    O'Donnell, C.P.2    Cullen, P.J.3    Downey, G.4    Frias, J.M.5
  • 21
    • 0038661752 scopus 로고    scopus 로고
    • Shortwave-near infrared spectroscopy for non-destructive determination of maturity of wine grapes
    • DOI 10.1088/0957-0233/14/5/320, PII S0957023303524948
    • J. Herrera, A. Guesalaga, and E. Agosin Shortwave-near infrared spectroscopy for non-destructive determination of maturity of wine grapes Measurement Science & Technology 14 5 2003 689 697 (Pubitemid 36650309)
    • (2003) Measurement Science and Technology , vol.14 , Issue.5 , pp. 689-697
    • Herrera, J.1    Guesalaga, A.2    Agosin, E.3
  • 22
    • 34249993196 scopus 로고    scopus 로고
    • The prediction of total anthocyanin concentration in red-grape homogenates using visible-near-infrared spectroscopy and artificial neural networks
    • DOI 10.1016/j.aca.2007.05.019, PII S0003267007009026
    • L.J. Janik, D. Cozzolino, R. Dambergs, W. Cynkar, and M. Gishen The prediction of total anthocyanin concentration in red-grape homogenates using visible-near-infrared spectroscopy and artificial neural networks Analytica Chimica Acta 594 1 2007 107 118 (Pubitemid 46881060)
    • (2007) Analytica Chimica Acta , vol.594 , Issue.1 , pp. 107-118
    • Janik, L.J.1    Cozzolino, D.2    Dambergs, R.3    Cynkar, W.4    Gishen, M.5
  • 25
    • 39449127051 scopus 로고    scopus 로고
    • A multipurpose portable instrument for determining ripeness in wine grapes using NIR spectroscopy
    • DOI 10.1109/TIM.2007.910098
    • M. Larrain, A.R. Guesalaga, and E. Agosin A multipurpose portable instrument for determining ripeness in wine grapes using NIR spectroscopy Ieee Transactions on Instrumentation and Measurement 57 2 2008 294 302 (Pubitemid 351266583)
    • (2008) IEEE Transactions on Instrumentation and Measurement , vol.57 , Issue.2 , pp. 294-302
    • Larrain, M.1    Guesalaga, A.R.2    Agosin, E.3
  • 26
    • 0025536870 scopus 로고
    • Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights
    • IJCNN
    • Nguyen, D. and Widrow, B. (1990). Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights. International Joint Conference on Neural Networks, 1990 IJCNN.
    • (1990) International Joint Conference on Neural Networks
    • Nguyen, D.1    Widrow, B.2
  • 27
    • 0036974938 scopus 로고    scopus 로고
    • Influence of pre- and postveraison water deficit on synthesis and concentration of skin phenolic compounds during berry growth of Vitis vinifera cv. Shiraz
    • H. Ojeda, C. Andary, E. Kraeva, A. Carbonneau, and A. Deloire Influence of pre- and postveraison water deficit on synthesis and concentration of skin phenolic compounds during berry growth of Vitis vinifera cv. Shiraz American Journal of Enology and Viticulture 53 4 2002 261 267 (Pubitemid 36137569)
    • (2002) American Journal of Enology and Viticulture , vol.53 , Issue.4 , pp. 261-267
    • Ojeda, H.1    Andary, C.2    Kraeva, E.3    Carbonneau, A.4    Deloire, A.5
  • 28
    • 53849126165 scopus 로고    scopus 로고
    • Neural networks and statistical techniques: A review of applications
    • M. Paliwal, and U.A. Kumar Neural networks and statistical techniques: a review of applications Expert Systems with Applications 36 1 2009 2 17
    • (2009) Expert Systems with Applications , vol.36 , Issue.1 , pp. 2-17
    • Paliwal, M.1    Kumar, U.A.2
  • 30
    • 4243049208 scopus 로고    scopus 로고
    • Berry size and vine water deficits as factors in winegrape composition: Anthocyanins and tannins
    • G. Roby, J.F. Harbertson, D.A. Adams, and M.A. Matthews Berry size and vine water deficits as factors in winegrape composition: Anthocyanins and tannins Australian Journal of Grape and Wine Research 10 2 2004 100 107 (Pubitemid 39104048)
    • (2004) Australian Journal of Grape and Wine Research , vol.10 , Issue.2 , pp. 100-107
    • Roby, G.1    Harbertson, J.F.2    Adams, D.A.3    Matthews, M.A.4
  • 31
    • 0038284991 scopus 로고    scopus 로고
    • Anthocyanin composition of Cabernet Sauvignon and Tempranillo grapes at different stages of ripening
    • J.M. Ryan, and E. Revilla Anthocyanin composition of Cabernet Sauvignon and Tempranillo grapes at different stages of ripening Journal of Agricultural and Food Chemistry 51 11 2003 3372 3378
    • (2003) Journal of Agricultural and Food Chemistry , vol.51 , Issue.11 , pp. 3372-3378
    • Ryan, J.M.1    Revilla, E.2
  • 32
    • 77949808012 scopus 로고    scopus 로고
    • Use of attenuated total reflectance midinfrared for rapid and real-time analysis of compositional parameters in commercial white grape juice
    • N. Shah, W. Cynkar, P. Smith, and D. Cozzolino Use of attenuated total reflectance midinfrared for rapid and real-time analysis of compositional parameters in commercial white grape juice Journal of Agricultural and Food Chemistry 58 6 2010 3279 3283
    • (2010) Journal of Agricultural and Food Chemistry , vol.58 , Issue.6 , pp. 3279-3283
    • Shah, N.1    Cynkar, W.2    Smith, P.3    Cozzolino, D.4
  • 34
    • 0032967107 scopus 로고    scopus 로고
    • Standards for the measurement of diffuse reflectance - An overview of available materials and measurement laboratories
    • DOI 10.1016/S0003-2670(98)00576-5, PII S0003267098005765
    • A. Springsteen Standards for the measurement of diffuse reflectance - an overview of available materials and measurement laboratories Analytica Chimica Acta 380 2-3 1999 379 390 (Pubitemid 29073270)
    • (1999) Analytica Chimica Acta , vol.380 , Issue.2-3 , pp. 379-390
    • Springsteen, A.1
  • 35
    • 52349105111 scopus 로고    scopus 로고
    • Determination of grape quality at harvest using Fourier-transform mid-infrared spectroscopy and multivariate analysis
    • A. Versari, G.P. Parpinello, A.U. Mattioli, and S. Galassi Determination of grape quality at harvest using Fourier-transform mid-infrared spectroscopy and multivariate analysis American Journal of Enology and Viticulture 59 3 2008 317 322
    • (2008) American Journal of Enology and Viticulture , vol.59 , Issue.3 , pp. 317-322
    • Versari, A.1    Parpinello, G.P.2    Mattioli, A.U.3    Galassi, S.4
  • 37
    • 0032963072 scopus 로고    scopus 로고
    • Changes in anthocyanins in berry skins of Merlot and Cabernet Sauvignon grapes grown in two soils modified with limestone or oyster shell versus a native soil over two years
    • K. Yokotsuka, A. Nagao, K. Nakazawa, and M. Sato Changes in anthocyanins in berry skins of Merlot and Cabernet Sauvignon grapes grown in two soils modified with limestone or oyster shell versus a native soil over two years American Journal of Enology and Viticulture 50 1 1999 1 12 (Pubitemid 29194884)
    • (1999) American Journal of Enology and Viticulture , vol.50 , Issue.1 , pp. 1-12
    • Yokotsuka, K.1    Nagao, A.2    Nakazawa, K.3    Sato, M.4
  • 39
    • 84867680926 scopus 로고    scopus 로고
    • Fast Iris Detection and Localization Algorithm Based on AdaBoost Algorithm and Neural Networks
    • ICNN&B '05.
    • Zhang, Z. B., Ma, S. L., Zuo, P. and Ma, J. (2005). Fast Iris Detection and Localization Algorithm Based on AdaBoost Algorithm and Neural Networks. International Conference on Neural Networks and Brain,. ICNN&B '05.
    • (2005) International Conference on Neural Networks and Brain
    • Zhang, Z.B.1    Ma, S.L.2    Zuo, P.3    Ma, J.4


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