메뉴 건너뛰기




Volumn 3, Issue 5, 2010, Pages 651-661

Evaluation of least squares support vector machine regression and other multivariate calibrations in determination of internal attributes of tea beverages

Author keywords

Determination; Internal attributes; Least squares support vector regression; Sensitive wavelength; Tea beverage; Visible near infrared reflectance spectroscopy

Indexed keywords

INFRARED REFLECTANCE SPECTROSCOPY; LEAST SQUARE; LEAST SQUARES-SUPPORT VECTOR REGRESSION; SENSITIVE WAVELENGTHS; SUPPORT VECTOR REGRESSIONS;

EID: 77954303119     PISSN: 19355130     EISSN: 19355149     Source Type: Journal    
DOI: 10.1007/s11947-008-0101-y     Document Type: Article
Times cited : (51)

References (41)
  • 1
    • 33645502171 scopus 로고    scopus 로고
    • Maturity, variety and origin determination in white grapes (Vitis vinifera L.) using near infrared reflectance technology
    • Arana, I., Jaren, C., & Arazuri, S. (2005). Maturity, variety and origin determination in white grapes (Vitis vinifera L.) using near infrared reflectance technology. Journal of Near Infrared Spectroscopy, 13(6), 349-357.
    • (2005) Journal of Near Infrared Spectroscopy , vol.13 , Issue.6 , pp. 349-357
    • Arana, I.1    Jaren, C.2    Arazuri, S.3
  • 2
    • 0036834227 scopus 로고    scopus 로고
    • Fluoride concentration and pH of iced tea products
    • Behrendt, A., Oberste, V., & Wetzel, W. E. (2002). Fluoride concentration and pH of iced tea products. Caries Research, 36(6), 405-410.
    • (2002) Caries Research , vol.36 , Issue.6 , pp. 405-410
    • Behrendt, A.1    Oberste, V.2    Wetzel, W.E.3
  • 3
    • 33748938764 scopus 로고    scopus 로고
    • Least-squares support vector machines and near infrared spectroscopy for quantification of common adulterants in powdered milk
    • Borin, A., Ferrão, M. F., Mello, C., Maretto, D. A., & Poppi, R. J. (2006). Least-squares support vector machines and near infrared spectroscopy for quantification of common adulterants in powdered milk. Analytica Chimica Acta, 579(1), 25-32.
    • (2006) Analytica Chimica Acta , vol.579 , Issue.1 , pp. 25-32
    • Borin, A.1    Ferrão, M.F.2    Mello, C.3    Maretto, D.A.4    Poppi, R.J.5
  • 4
    • 34147220395 scopus 로고    scopus 로고
    • Visible and near infrared spectroscopy for rapid detection of citric and tartaric acids in orange juice
    • Cen, H. Y., Bao, Y. D., He, Y., & Sun, D. W. (2007). Visible and near infrared spectroscopy for rapid detection of citric and tartaric acids in orange juice. Journal of Food Engineering, 82(2), 253-260.
    • (2007) Journal of Food Engineering , vol.82 , Issue.2 , pp. 253-260
    • Cen, H.Y.1    Bao, Y.D.2    He, Y.3    Sun, D.W.4
  • 5
    • 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
    • Chauchard, F., Cogdill, R., Roussel, S., Roger, J. M., & Bellon-Maurel, V. (2004). 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), 141-150.
    • (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
  • 6
    • 0346250790 scopus 로고    scopus 로고
    • Practical selection of SVM parameters and noise estimation for SVM regression
    • Cherkassky, V., & Ma, Y. Q. (2004). Practical selection of SVM parameters and noise estimation for SVM regression. Neural Networks, 17(1), 113-126.
    • (2004) Neural Networks , vol.17 , Issue.1 , pp. 113-126
    • Cherkassky, V.1    Ma, Y.Q.2
  • 7
    • 11344289673 scopus 로고    scopus 로고
    • Estimation of the physical wood properties of Pinus taeda L. radial strips using least squares support vector machines
    • Cogdill, R. P., Schimleck, L. R., Jones, P. D., Peter, G. F., Daniels, R. F., & Clark, A. (2004). Estimation of the physical wood properties of Pinus taeda L. radial strips using least squares support vector machines. Journal of Near Infrared Spectroscopy, 12, 263-270.
    • (2004) Journal of Near Infrared Spectroscopy , vol.12 , pp. 263-270
    • Cogdill, R.P.1    Schimleck, L.R.2    Jones, P.D.3    Peter, G.F.4    Daniels, R.F.5    Clark, A.6
  • 8
    • 4243166896 scopus 로고    scopus 로고
    • Prediction of colour and pH in grapes using a diode array spectrophotometer (400-1100) nm
    • Cozzolino, D., Murray, I., Paterson, R., & Scaife, J. R. (2004). Prediction of colour and pH in grapes using a diode array spectrophotometer (400-1100) nm. Journal of Near Infrared Spectroscopy, 12(2), 105-111.
    • (2004) Journal of Near Infrared Spectroscopy , vol.12 , Issue.2 , pp. 105-111
    • Cozzolino, D.1    Murray, I.2    Paterson, R.3    Scaife, J.R.4
  • 9
    • 0031735568 scopus 로고    scopus 로고
    • Neural networks in multivariate calibration
    • Despagne, F., & Massart, D. L. (1998). Neural networks in multivariate calibration. Analyst, 123, 157R-178R.
    • (1998) Analyst , vol.123
    • Despagne, F.1    Massart, D.L.2
  • 10
    • 0037015711 scopus 로고    scopus 로고
    • Determination of gallic acid with 4-nitrobenzenediazonium tetrafluoroborate by diffuse reflectance spectrometry on polyurethane foam
    • Dmitrienko, S. G., Medvedeva, O. M., Ivanov, A. A., Shpigun, O. A., & Zolotov, Y. A. (2002). Determination of gallic acid with 4-nitrobenzenediazonium tetrafluoroborate by diffuse reflectance spectrometry on polyurethane foam. Analytica Chimica Acta, 469(2), 295-301.
    • (2002) Analytica Chimica Acta , vol.469 , Issue.2 , pp. 295-301
    • Dmitrienko, S.G.1    Medvedeva, O.M.2    Ivanov, A.A.3    Shpigun, O.A.4    Zolotov, Y.A.5
  • 11
    • 4243077902 scopus 로고    scopus 로고
    • Assessing calibrations: SEP, RPD, RER and R2
    • Fearn, T. (2002). Assessing calibrations: SEP, RPD, RER and R2. NIR News, 13(6), 12-14.
    • (2002) NIR News , vol.13 , Issue.6 , pp. 12-14
    • Fearn, T.1
  • 12
    • 0028835431 scopus 로고
    • Relationships between the acidity and osmolality of popular beverages and reported postprandial heartburn
    • Feldman, M., & Barnett, C. (1995). Relationships between the acidity and osmolality of popular beverages and reported postprandial heartburn. Gastroenterology, 108(1), 125-131.
    • (1995) Gastroenterology , vol.108 , Issue.1 , pp. 125-131
    • Feldman, M.1    Barnett, C.2
  • 13
    • 0036190519 scopus 로고    scopus 로고
    • Multi-element analysis of tea beverages by inductively coupled plasma atomic emission spectrometry
    • Fernández, P. L., Pablos, F., Martín, M. J., & González, A. G. (2002). Multi-element analysis of tea beverages by inductively coupled plasma atomic emission spectrometry. Food Chemistry, 76(4), 483-489.
    • (2002) Food Chemistry , vol.76 , Issue.4 , pp. 483-489
    • Fernández, P.L.1    Pablos, F.2    Martín, M.J.3    González, A.G.4
  • 14
    • 33646498991 scopus 로고    scopus 로고
    • Analysis of catechins from milk-tea beverages by enzyme assisted extraction followed by high performance liquid chromatography
    • Ferruzzi, M. G., & Green, R. J. (2006). Analysis of catechins from milk-tea beverages by enzyme assisted extraction followed by high performance liquid chromatography. Food Chemistry, 99(3), 484-491.
    • (2006) Food Chemistry , vol.99 , Issue.3 , pp. 484-491
    • Ferruzzi, M.G.1    Green, R.J.2
  • 15
    • 33745010007 scopus 로고    scopus 로고
    • Nondestructive measurement of acidity, soluble solids and firmness of Satsuma mandarin using Vis/NIR-spectroscopy technique
    • Gomez, A. H., He, Y., & Pereira, A. G. (2006). Nondestructive measurement of acidity, soluble solids and firmness of Satsuma mandarin using Vis/NIR-spectroscopy technique. Journal of Food Engineering, 77(2), 313-319.
    • (2006) Journal of Food Engineering , vol.77 , Issue.2 , pp. 313-319
    • Gomez, A.H.1    He, Y.2    Pereira, A.G.3
  • 16
    • 0024034712 scopus 로고
    • Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative information
    • Haaland, D. M., & Thomas, E. V. (1988). Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative information. Analytical Chemistry, 60(11), 1193-1202.
    • (1988) Analytical Chemistry , vol.60 , Issue.11 , pp. 1193-1202
    • Haaland, D.M.1    Thomas, E.V.2
  • 17
    • 33748470480 scopus 로고    scopus 로고
    • Rapid quality control of spirit drinks and beer using multivariate data analysis of Fourier transform infrared spectra
    • Lachenmeier, D. W. (2007). Rapid quality control of spirit drinks and beer using multivariate data analysis of Fourier transform infrared spectra. Food Chemistry, 101(2), 825-832.
    • (2007) Food Chemistry , vol.101 , Issue.2 , pp. 825-832
    • Lachenmeier, D.W.1
  • 18
    • 0032122291 scopus 로고    scopus 로고
    • Non-destructive measurement of acidity, soluble solids, and firmness of Jonagold apples using NIR-spectroscopy
    • Lammertyn, J., Nicolaï, B., Ooms, K., Smedt, V. D., & Baerdemaeker, J. D. (1998). Non-destructive measurement of acidity, soluble solids, and firmness of Jonagold apples using NIR-spectroscopy. Transactions of the ASAE, 41(6), 1089-1094.
    • (1998) Transactions of the ASAE , vol.41 , Issue.6 , pp. 1089-1094
    • Lammertyn, J.1    Nicolaï, B.2    Ooms, K.3    Smedt, V.D.4    Baerdemaeker, J.D.5
  • 19
    • 33749016798 scopus 로고    scopus 로고
    • Non-destructive measurement of acidity of Chinese bayberry using Vis/NIRS techniques
    • Li, X. L., & He, Y. (2006). Non-destructive measurement of acidity of Chinese bayberry using Vis/NIRS techniques. European Food Research and Technology, 223(6), 731-736.
    • (2006) European Food Research and Technology , vol.223 , Issue.6 , pp. 731-736
    • Li, X.L.1    He, Y.2
  • 20
    • 34247539993 scopus 로고    scopus 로고
    • Nondestructive measurement and fingerprint analysis of soluble solid content of tea soft drink based on Vis/NIR spectroscopy
    • Li, X. L., He, Y., Wu, C. Q., & Sun, D. W. (2007a). Nondestructive measurement and fingerprint analysis of soluble solid content of tea soft drink based on Vis/NIR spectroscopy. Journal of Food Engineering, 82(3), 316-323.
    • (2007) Journal of Food Engineering , vol.82 , Issue.3 , pp. 316-323
    • Li, X.L.1    He, Y.2    Wu, C.Q.3    Sun, D.W.4
  • 21
    • 34248590967 scopus 로고    scopus 로고
    • Quantitative structure-activity relationship study of acyl ureas as inhibitors of human liver glycogen phosphorylase using least squares support vector machines
    • Li, J. Z., Liu, H. X., Yao, X. J., Liu, M. C., & Hu, Z. D. (2007b). Quantitative structure-activity relationship study of acyl ureas as inhibitors of human liver glycogen phosphorylase using least squares support vector machines. Chemometrics and Intelligent Laboratory Systems, 87(2), 139-146.
    • (2007) Chemometrics and Intelligent Laboratory Systems , vol.87 , Issue.2 , pp. 139-146
    • Li, J.Z.1    Liu, H.X.2    Yao, X.J.3    Liu, M.C.4    Hu, Z.D.5
  • 22
    • 39149083399 scopus 로고    scopus 로고
    • Comparison of calibrations for the determination of soluble solids content and pH of rice vinegars using visible and short-wave near infrared spectroscopy
    • Liu, F., He, Y., & Wang, L. (2008). Comparison of calibrations for the determination of soluble solids content and pH of rice vinegars using visible and short-wave near infrared spectroscopy. Analytica Chimica Acta, 610(2), 196-204.
    • (2008) Analytica Chimica Acta , vol.610 , Issue.2 , pp. 196-204
    • Liu, F.1    He, Y.2    Wang, L.3
  • 23
    • 34447277678 scopus 로고    scopus 로고
    • Feasibility of the use of visible and near infrared spectroscopy to assess soluble solids content and pH of rice wines
    • Liu, F., He, Y., Wang, L., & Pan, H. M. (2007). Feasibility of the use of visible and near infrared spectroscopy to assess soluble solids content and pH of rice wines. Journal of Food Engineering, 83(3), 430-435.
    • (2007) Journal of Food Engineering , vol.83 , Issue.3 , pp. 430-435
    • Liu, F.1    He, Y.2    Wang, L.3    Pan, H.M.4
  • 24
    • 0036111685 scopus 로고    scopus 로고
    • Vis/NIR estimation at harvest of pre- and post-storage quality indices for 'Royal Gala' apple
    • McGlone, V. A., Jordan, R. B., & Martinsen, P. J. (2002). Vis/NIR estimation at harvest of pre- and post-storage quality indices for 'Royal Gala' apple. Postharvest Biology and Technology, 25(2), 135-144.
    • (2002) Postharvest Biology and Technology , vol.25 , Issue.2 , pp. 135-144
    • McGlone, V.A.1    Jordan, R.B.2    Martinsen, P.J.3
  • 25
    • 0032053076 scopus 로고    scopus 로고
    • Firmness, dry-matter and soluble-solids assessment of postharvest kiwifruit by NIR spectroscopy
    • McGlone, V. A., & Kawano, S. (1998). Firmness, dry-matter and soluble-solids assessment of postharvest kiwifruit by NIR spectroscopy. Postharvest Biology and Technology, 13(2), 131-141.
    • (1998) Postharvest Biology and Technology , vol.13 , Issue.2 , pp. 131-141
    • McGlone, V.A.1    Kawano, S.2
  • 26
    • 17844377856 scopus 로고    scopus 로고
    • Determination of the energetic value of fruit and milk-based beverages through partial-least-squares attenuated total reflectance-Fourier transform infrared spectrometry
    • Moros, J., Inon, F. A., Garrigues, S., & Guardia, M. D. (2005). Determination of the energetic value of fruit and milk-based beverages through partial-least-squares attenuated total reflectance-Fourier transform infrared spectrometry. Analytica Chimica Acta, 538(1-2), 181-193.
    • (2005) Analytica Chimica Acta , vol.538 , Issue.1-2 , pp. 181-193
    • Moros, J.1    Inon, F.A.2    Garrigues, S.3    Guardia, M.D.4
  • 28
    • 0348099782 scopus 로고
    • Applications of near infrared spectroscopy in food analysis
    • B. G. Osborne and T. Fearn (Eds.), New York: Longman
    • Osborne, B. G., & Fearn, T. (1986). Applications of near infrared spectroscopy in food analysis. In B. G. Osborne, & T. Fearn (Eds.), Near infrared spectroscopy in food analysis. New York: Longman.
    • (1986) Near Infrared Spectroscopy in Food Analysis
    • Osborne, B.G.1    Fearn, T.2
  • 29
    • 0035182172 scopus 로고    scopus 로고
    • Prediction of the optimal picking date of different apple cultivars by means of VIS/NIR-spectroscopy
    • Peirs, A., Lammertyn, J., Ooms, K., & Nicolaï, B. M. (2000). Prediction of the optimal picking date of different apple cultivars by means of VIS/NIR-spectroscopy. Postharvest Biology and Technology, 21(2), 189-199.
    • (2000) Postharvest Biology and Technology , vol.21 , Issue.2 , pp. 189-199
    • Peirs, A.1    Lammertyn, J.2    Ooms, K.3    Nicolaï, B.M.4
  • 31
    • 33947673396 scopus 로고    scopus 로고
    • Determination of ethanol content in wine through a porous silicon oxide microcavity
    • Rocchia, M., Rossi, A. M., & Zeppa, G. (2007). Determination of ethanol content in wine through a porous silicon oxide microcavity. Sensors and Actuators B, 123(1), 89-93.
    • (2007) Sensors and Actuators B , vol.123 , Issue.1 , pp. 89-93
    • Rocchia, M.1    Rossi, A.M.2    Zeppa, G.3
  • 32
    • 33750153235 scopus 로고    scopus 로고
    • Nondestructive measurement of the internal quality of bayberry juice using Vis/NIR spectroscopy
    • Shao, Y. N., & He, Y. (2007). Nondestructive measurement of the internal quality of bayberry juice using Vis/NIR spectroscopy. Journal of Food Engineering, 79(3), 1015-1019.
    • (2007) Journal of Food Engineering , vol.79 , Issue.3 , pp. 1015-1019
    • Shao, Y.N.1    He, Y.2
  • 34
    • 34249060690 scopus 로고    scopus 로고
    • Determination of anthocyanins in red wine using a newly developed method based on Fourier transform infrared spectroscopy
    • Soriano, A., Pérez-Juan, P. M., Vicario, A., Gonzalez, J. M., & Pérez-Coello, M. S. (2007). Determination of anthocyanins in red wine using a newly developed method based on Fourier transform infrared spectroscopy. Food Chemistry, 104(3), 1295-1303.
    • (2007) Food Chemistry , vol.104 , Issue.3 , pp. 1295-1303
    • Soriano, A.1    Pérez-Juan, P.M.2    Vicario, A.3    Gonzalez, J.M.4    Pérez-Coello, M.S.5
  • 35
    • 0000746489 scopus 로고
    • Near-Infrared Analysis (NIRA): A technology for quantitative and qualitative analysis
    • Stark, E., Luchter, K., & Margoshes, M. (1986). Near-Infrared Analysis (NIRA): A technology for quantitative and qualitative analysis. Applied Spectroscopy Reviews, 22(4), 335-399.
    • (1986) Applied Spectroscopy Reviews , vol.22 , Issue.4 , pp. 335-399
    • Stark, E.1    Luchter, K.2    Margoshes, M.3
  • 37
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifiers
    • Suykens, J. A. K., & Vanderwalle, J. (1999). Least squares support vector machine classifiers. Neural Processing Letters, 9(3), 293-300.
    • (1999) Neural Processing Letters , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vanderwalle, J.2
  • 40
    • 0002138312 scopus 로고
    • Near-Infrared technology in the agricultural and food industries
    • P. C. Williams and K. H. Norris (Eds.), St. Paul, MN: American Association of Cereal Chemists
    • Williams, P. C., & Norris, K. H. (1987). Near-Infrared technology in the agricultural and food industries. In P. C. Williams, & K. H. Norris (Eds.), Near-Infrared technology in the agricultural and food industries. St. Paul, MN: American Association of Cereal Chemists.
    • (1987) Near-Infrared Technology in the Agricultural and Food Industries
    • Williams, P.C.1    Norris, K.H.2
  • 41
    • 28844500372 scopus 로고    scopus 로고
    • Application of support vector machine (SVM) for prediction toxic activity of different data sets
    • Zhao, C. Y., Zhang, H. X., Zhang, X. Y., Liu, M. C., Hu, Z. D., & Fan, B. T. (2006). Application of support vector machine (SVM) for prediction toxic activity of different data sets. Toxicology, 217(2-3), 105-119.
    • (2006) Toxicology , vol.217 , Issue.2-3 , pp. 105-119
    • Zhao, C.Y.1    Zhang, H.X.2    Zhang, X.Y.3    Liu, M.C.4    Hu, Z.D.5    Fan, B.T.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.