메뉴 건너뛰기




Volumn 60, Issue 32, 2012, Pages 7830-7835

Determination of main categories of components in corn steep liquor by near-infrared spectroscopy and partial least-squares regression

Author keywords

amino acid; corn steep liquor; NIR; PCA; PLSR

Indexed keywords

ANALYTICAL METHOD; CHEMICAL METHOD; CORN STEEP LIQUOR; DRY MATTERS; ENVIRONMENTALLY SAFE; FINE CHEMICALS; FREE AMINO ACIDS; MULTIVARIATE MODELS; NIR; NITROGEN SOURCES; NUTRITIONAL VALUE; PARTIAL LEAST-SQUARES REGRESSION; PCA; PLSR; PREDICTIVE ABILITIES; SPECTRAL PREPROCESSING; TOTAL NITROGEN; TOTAL REDUCING SUGARS;

EID: 84865131632     PISSN: 00218561     EISSN: 15205118     Source Type: Journal    
DOI: 10.1021/jf3012823     Document Type: Article
Times cited : (26)

References (37)
  • 2
    • 78349287018 scopus 로고    scopus 로고
    • Relationships between disease control, green leaf duration, grain quality and the production of alcohol from winter wheat
    • Watson, A. M.; Gare, M. C.; Kettlewell, P. S.; Brosnan, J. M.; Agu, R. C. Relationships between disease control, green leaf duration, grain quality and the production of alcohol from winter wheat J. Sci. Food Agric. 2010, 90, 2602-2607
    • (2010) J. Sci. Food Agric. , vol.90 , pp. 2602-2607
    • Watson, A.M.1    Gare, M.C.2    Kettlewell, P.S.3    Brosnan, J.M.4    Agu, R.C.5
  • 3
    • 43449137589 scopus 로고    scopus 로고
    • Production of β-mannanase by Bacillus amylolequifaciens 10A1 cultured on potato peels
    • Mona, E. M. M.; Amani, M. D. E. A. Production of β-mannanase by Bacillus amylolequifaciens 10A1 cultured on potato peels Afr. J. Biotechnol. 2008, 7, 1123-1128
    • (2008) Afr. J. Biotechnol. , vol.7 , pp. 1123-1128
    • Mona, E.M.M.1    Amani, M.D.E.A.2
  • 5
    • 70349087374 scopus 로고    scopus 로고
    • Online-Infrarotspektroskopie in der Bioprozess analytik
    • Claas, H.; Daniel, L.; Thomas, S.; Martin, R. Online- Infrarotspektroskopie in der Bioprozess analytik Chem. Ing. Tech. 2009, 81 (9) 1385-1396
    • (2009) Chem. Ing. Tech. , vol.81 , Issue.9 , pp. 1385-1396
    • Claas, H.1    Daniel, L.2    Thomas, S.3    Martin, R.4
  • 6
    • 77955984086 scopus 로고    scopus 로고
    • Process analytical technology (PAT) for biopharmaceutical products
    • Rathore, A. S.; Bhambure, R.; Ghare, V. Process analytical technology (PAT) for biopharmaceutical products Anal. Bioanal. Chem. 2010, 398, 137-154
    • (2010) Anal. Bioanal. Chem. , vol.398 , pp. 137-154
    • Rathore, A.S.1    Bhambure, R.2    Ghare, V.3
  • 7
    • 84865108124 scopus 로고    scopus 로고
    • Maize deep processing industries face new challenges
    • Guan, D. Maize deep processing industries face new challenges Fermentation Ind. 2011, 229, 12-14
    • (2011) Fermentation Ind. , vol.229 , pp. 12-14
    • Guan, D.1
  • 8
    • 0001418414 scopus 로고
    • Corn steep liquor in microbiology
    • Liggett, R. W.; Koffler, H. Corn steep liquor in microbiology Bacteriol. Rev. 1948, 12, 297-311
    • (1948) Bacteriol. Rev. , vol.12 , pp. 297-311
    • Liggett, R.W.1    Koffler, H.2
  • 10
    • 78651418562 scopus 로고    scopus 로고
    • Evaluation of corn steep liquor as a supplementary feed for Labeo rohita (Ham.) fingerlings
    • Chovatiya, S. G.; Bhatt, S. S.; Shah, A. R. Evaluation of corn steep liquor as a supplementary feed for Labeo rohita (Ham.) fingerlings Aquacult. Int. 2011, 19 (1) 1-12
    • (2011) Aquacult. Int. , vol.19 , Issue.1 , pp. 1-12
    • Chovatiya, S.G.1    Bhatt, S.S.2    Shah, A.R.3
  • 11
    • 64849106871 scopus 로고    scopus 로고
    • Brewers spent grain and corn steep liquor as substrates for cellulolytic enzymes production by Streptomyces malaysiensis
    • Nascimento, R. P.; Junior, N. A.; Pereira, N., Jr.; Bon, E. P. S.; Coelho, R. R. R. Brewers spent grain and corn steep liquor as substrates for cellulolytic enzymes production by Streptomyces malaysiensis Lett. Appl. Microbiol. 2009, 48, 529-535
    • (2009) Lett. Appl. Microbiol. , vol.48 , pp. 529-535
    • Nascimento, R.P.1    Junior, N.A.2    Pereira Jr., N.3    Bon, E.P.S.4    Coelho, R.R.R.5
  • 12
    • 78449262835 scopus 로고    scopus 로고
    • Production of desferrioxamine B (Desferal) using corn steep liquor in Streptomyces pilosus
    • Chiani, M.; Akbarzadeh, A.; Farhangi, A.; Mehrabi, M. R. Production of desferrioxamine B (Desferal) using corn steep liquor in Streptomyces pilosus Pakistan J. Biol. Sci. 2010, 13, 1151-1155
    • (2010) Pakistan J. Biol. Sci. , vol.13 , pp. 1151-1155
    • Chiani, M.1    Akbarzadeh, A.2    Farhangi, A.3    Mehrabi, M.R.4
  • 13
    • 80053101971 scopus 로고    scopus 로고
    • Comprehensive quality evaluation of corn steep liquor in 2-keto- l -gulonic acid fermentation
    • Gao, Y.; Yuan, Y. J. Comprehensive quality evaluation of corn steep liquor in 2-keto- l -gulonic acid fermentation J. Agric. Food Chem. 2011, 59, 9845-9853
    • (2011) J. Agric. Food Chem. , vol.59 , pp. 9845-9853
    • Gao, Y.1    Yuan, Y.J.2
  • 14
    • 72449126145 scopus 로고    scopus 로고
    • Corn steep liquor as a nutrition adjunct for the production of Aspergillus niger lipase and hydrolysis of oils thereof
    • Edwinoliver, N. G.; Thirunavukarasu, K.; Purushothaman, S.; Rose, C.; Gowthaman, M. K.; Kamini, N. R. Corn steep liquor as a nutrition adjunct for the production of Aspergillus niger lipase and hydrolysis of oils thereof J. Agric. Food Chem. 2009, 57, 10658-10663
    • (2009) J. Agric. Food Chem. , vol.57 , pp. 10658-10663
    • Edwinoliver, N.G.1    Thirunavukarasu, K.2    Purushothaman, S.3    Rose, C.4    Gowthaman, M.K.5    Kamini, N.R.6
  • 15
    • 0031028885 scopus 로고    scopus 로고
    • Effect of complex nitrogen sources on the production of penicillin acylase by Bacillus megaterium
    • Gentina, J. C.; Acevedo, F.; Villagra, M. P. Short communication: effect of complex nitrogen sources on the production of penicillin acylase by Bacillus megaterium World J. Microbiol. Biot. 1997, 13 (1) 127-128 (Pubitemid 27052564)
    • (1997) World Journal of Microbiology and Biotechnology , vol.13 , Issue.1 , pp. 127-128
    • Gentina, J.C.1    Acevedo, F.2    Villagra, M.P.3
  • 16
    • 79960083747 scopus 로고    scopus 로고
    • Fermentation characteristics of Mortierella alpine in response to different nitrogen source
    • Lu, J. M.; Peng, C.; Ji, X. J.; You, J. Y.; Cong, L. L.; Ouyang, P. K.; Huang, H. Fermentation characteristics of Mortierella alpine in response to different nitrogen source Appl. Biochem. Biotechnol. 2011, 164, 979-990
    • (2011) Appl. Biochem. Biotechnol. , vol.164 , pp. 979-990
    • Lu, J.M.1    Peng, C.2    Ji, X.J.3    You, J.Y.4    Cong, L.L.5    Ouyang, P.K.6    Huang, H.7
  • 17
    • 77953082158 scopus 로고    scopus 로고
    • Effects of pH and corn steep liquor variability on mannitol production by Lactobacillus intermedius NRRL B-3693
    • Badal, C.; Saha, F.; Michael, R. Effects of pH and corn steep liquor variability on mannitol production by Lactobacillus intermedius NRRL B-3693 Appl. Biochem. Biotechnol. 2010, 87, 553-560
    • (2010) Appl. Biochem. Biotechnol. , vol.87 , pp. 553-560
    • Badal, C.1    Saha, F.2    Michael, R.3
  • 18
    • 62549111293 scopus 로고    scopus 로고
    • Application of ATR-FTIR for a rapid and simultaneous determination of sugars and organic acids in apricot fruit
    • Bureau, S.; Ruiz, D.; Reich, M.; Gouble, B.; Bertrand, D.; Audergon, J.; Renard, C. G. C. Application of ATR-FTIR for a rapid and simultaneous determination of sugars and organic acids in apricot fruit Food Chem. 2009, 115, 1133-1140
    • (2009) Food Chem. , vol.115 , pp. 1133-1140
    • Bureau, S.1    Ruiz, D.2    Reich, M.3    Gouble, B.4    Bertrand, D.5    Audergon, J.6    Renard, C.G.C.7
  • 19
    • 77957075362 scopus 로고    scopus 로고
    • Robust prediction models for quality parameters in Japanese plums (Prunus salicina L.) using NIR spectroscopy
    • Louw, E. D.; Theron, K. I. Robust prediction models for quality parameters in Japanese plums (Prunus salicina L.) using NIR spectroscopy Posthavest Biol. Technol. 2010, 58 (3) 176-184
    • (2010) Posthavest Biol. Technol. , vol.58 , Issue.3 , pp. 176-184
    • Louw, E.D.1    Theron, K.I.2
  • 20
    • 80052940106 scopus 로고    scopus 로고
    • Optimization of informative spectral variables for the quantification of EGGG in green tea using fourier transform near-infrared (FT-NIR) spectroscopy and multivariate calibration
    • Guo, Z. M.; Chen, Q. S.; Chen, L. P.; Huang, W. Q.; Zhang, C.; Zhao, C. J. Optimization of informative spectral variables for the quantification of EGGG in green tea using fourier transform near-infrared (FT-NIR) spectroscopy and multivariate calibration Appl. Spetrosc. 2011, 65, 1062-1067
    • (2011) Appl. Spetrosc. , vol.65 , pp. 1062-1067
    • Guo, Z.M.1    Chen, Q.S.2    Chen, L.P.3    Huang, W.Q.4    Zhang, C.5    Zhao, C.J.6
  • 21
    • 79961030758 scopus 로고    scopus 로고
    • Development of a rapid, non-destructive method for egg content determination in dry pasta using FT-NIR technique
    • Marietta, F.; Agnes, W.; Sandor, T.; Tamas, S. Development of a rapid, non-destructive method for egg content determination in dry pasta using FT-NIR technique J. Food Eng. 2011, 107, 195-199
    • (2011) J. Food Eng. , vol.107 , pp. 195-199
    • Marietta, F.1    Agnes, W.2    Sandor, T.3    Tamas, S.4
  • 22
    • 79958159212 scopus 로고    scopus 로고
    • Melamine detection by mid- and near-infrared (MIR/NIR) spectroscopy: A quick and sensitive method for dairy products analysis including liquid milk, infant formula, and milk powder
    • Balabin, R.; Smirnov, S. Melamine detection by mid- and near-infrared (MIR/NIR) spectroscopy: a quick and sensitive method for dairy products analysis including liquid milk, infant formula, and milk powder Talanta 2011, 85, 562-568
    • (2011) Talanta , vol.85 , pp. 562-568
    • Balabin, R.1    Smirnov, S.2
  • 23
    • 79960012644 scopus 로고    scopus 로고
    • Non-destructive estimation of moisture, water activity and NaCl at ham surface during resting and drying using NIR spectroscopy
    • Collell, C.; Gou, P.; Arnau, J.; Comaposada, J. Non-destructive estimation of moisture, water activity and NaCl at ham surface during resting and drying using NIR spectroscopy Food Chem. 2011, 29, 601-607
    • (2011) Food Chem. , vol.29 , pp. 601-607
    • Collell, C.1    Gou, P.2    Arnau, J.3    Comaposada, J.4
  • 24
    • 23044453357 scopus 로고    scopus 로고
    • Research on applying 3,5-dinitrosalicylic acid method to analysing the content of cotton reducing sugar
    • Fan, L.; Yan, J. Q.; Zhen, C. X.; Liang, Y. L. Research on applying 3,5-dinitrosalicylic acid method to analysing the content of cotton reducing sugar Acta Gossypii Sinica 1996, 8 (3) 151-154
    • (1996) Acta Gossypii Sinica , vol.8 , Issue.3 , pp. 151-154
    • Fan, L.1    Yan, J.Q.2    Zhen, C.X.3    Liang, Y.L.4
  • 25
    • 84865114397 scopus 로고    scopus 로고
    • Determination of amino acids in Xuebijing Injection by o -phthalaldenyde-9-fluorenylmethyl chloroformate pre-column derivatization HPLC
    • Huang, H.; Hou, Y. Y.; Xiao, X.; Fu, J. Z.; Song, S. Y.; Bai, G.; Luo, G. A. Determination of amino acids in Xuebijing Injection by o -phthalaldenyde-9-fluorenylmethyl chloroformate pre-column derivatization HPLC Drugs Clin. 2011, 26, 58-62
    • (2011) Drugs Clin. , vol.26 , pp. 58-62
    • Huang, H.1    Hou, Y.Y.2    Xiao, X.3    Fu, J.Z.4    Song, S.Y.5    Bai, G.6    Luo, G.A.7
  • 26
    • 64949150623 scopus 로고    scopus 로고
    • Application of on-line detection and analytical technique by NIR in quality control of water extracting process of Anshen Bunao Liquid
    • Lv, L. A.; Shi, T.; Yang, H. H.; Liang, Q. L.; Wang, Y. M.; Luo, G. A. Application of on-line detection and analytical technique by NIR in quality control of water extracting process of Anshen Bunao Liquid Chin. Tradit. Herb. Drugs 2009, 40, 224-228
    • (2009) Chin. Tradit. Herb. Drugs , vol.40 , pp. 224-228
    • Lv, L.A.1    Shi, T.2    Yang, H.H.3    Liang, Q.L.4    Wang, Y.M.5    Luo, G.A.6
  • 27
    • 84865115171 scopus 로고    scopus 로고
    • Application of near infrared spectra coupled with LLE-PLS modeling to extraction process of Anshen Bunao Syrup
    • Qin, F.; Yang, H. H.; Lv, L. A.; Shi, T.; Liang, Q. L.; Wang, Y. M.; Luo, G. A. Application of near infrared spectra coupled with LLE-PLS modeling to extraction process of Anshen Bunao Syrup Chin. Tradit. Patent Med. 2008, 30 (10) 1465-1468
    • (2008) Chin. Tradit. Patent Med. , vol.30 , Issue.10 , pp. 1465-1468
    • Qin, F.1    Yang, H.H.2    Lv, L.A.3    Shi, T.4    Liang, Q.L.5    Wang, Y.M.6    Luo, G.A.7
  • 28
    • 84865112346 scopus 로고    scopus 로고
    • KIsomap - PLS nonlinear modeling method and its application in NIR spectral analysis
    • Yang, H. H.; Qin, F.; Shen, Y. X.; Song, H. K.; Luo, G. A. kIsomap - PLS nonlinear modeling method and its application in NIR spectral analysis Spectrosc. Spectral Anal. 2008, 28, 149-150
    • (2008) Spectrosc. Spectral Anal. , vol.28 , pp. 149-150
    • Yang, H.H.1    Qin, F.2    Shen, Y.X.3    Song, H.K.4    Luo, G.A.5
  • 30
    • 77955636754 scopus 로고    scopus 로고
    • Determination of simple sugars, malic acid and total phenolic compounds in apple pomace by infrared spectroscopy and PLSR
    • Mary, D. Q.; Gilvan, W.; Gilcelia, A. C.; Patricio, G. P.; Noemi, N. Determination of simple sugars, malic acid and total phenolic compounds in apple pomace by infrared spectroscopy and PLSR Int. J. Food Sci. Technol. 2010, 45, 602-609
    • (2010) Int. J. Food Sci. Technol. , vol.45 , pp. 602-609
    • Mary, D.Q.1    Gilvan, W.2    Gilcelia, A.C.3    Patricio, G.P.4    Noemi, N.5
  • 31
    • 0030814744 scopus 로고    scopus 로고
    • Kernel-PCA algorithms for wide data part II: Fast cross-validation and application in classification of NIR data
    • DOI 10.1016/S0169-7439(97)00027-0, PII S0169743997000270
    • Wu, W.; Massart, D. L.; Jong, S. D. Kernel-PCA algorithms for wide data part II: Fast cross-validation and application in classification of NIR data Chemom. Intell. Lab. 1997, 37, 271-280 (Pubitemid 27286256)
    • (1997) Chemometrics and Intelligent Laboratory Systems , vol.37 , Issue.2 , pp. 271-280
    • Wu, W.1    Massart, D.L.2    De Jong, S.3
  • 32
    • 23444455642 scopus 로고    scopus 로고
    • Outer-product analysis (OPA) using PCA to study the influence of temperature on NIR spectra of water
    • DOI 10.1016/j.vibspec.2004.10.008, PII S0924203104001377
    • Jaillais, B.; Pinto, R.; Barros, A. S.; Rutledge, D. N. Outer-product analysis (OPA) using PCA to study the influence of temperature on NIR spectra of water Vib. Spectrosc. 2005, 39, 50-58 (Pubitemid 41108330)
    • (2005) Vibrational Spectroscopy , vol.39 , Issue.1 , pp. 50-58
    • Jaillais, B.1    Pinto, R.2    Barros, A.S.3    Rutledge, D.N.4
  • 33
    • 74649086279 scopus 로고    scopus 로고
    • Nonstrctive measurement of soluble content of navel orange fruit by visible-NIR spectrometric technique with PLSR and PCA-BPNN
    • Liu, Y. D.; Sun, X. D.; Ouyang, A. G. Nonstrctive measurement of soluble content of navel orange fruit by visible-NIR spectrometric technique with PLSR and PCA-BPNN LWT - Food Sci. Technol. 2010, 43, 602-607
    • (2010) LWT - Food Sci. Technol. , vol.43 , pp. 602-607
    • Liu, Y.D.1    Sun, X.D.2    Ouyang, A.G.3
  • 34
    • 84865125407 scopus 로고    scopus 로고
    • Determination of amino acid composition in hydrolyzed cotton seed protein and corn steep liquor
    • Zhang, G. Z.; Li, J. S.; Yang, H. T.; Wang, J. N.; Hu, J. D. Determination of amino acid composition in hydrolyzed cotton seed protein and corn steep liquor Jiangsu J. Agric. Sci. 2008, 24, 975-976
    • (2008) Jiangsu J. Agric. Sci. , vol.24 , pp. 975-976
    • Zhang, G.Z.1    Li, J.S.2    Yang, H.T.3    Wang, J.N.4    Hu, J.D.5
  • 37
    • 84986759511 scopus 로고
    • FT-NIR spectroscopy of some long-chain fatty acids and alcohols
    • Ozaki, Y.; Liu, Y. L.; Czarnecki, M. A.; Noda, I. FT-NIR spectroscopy of some long-chain fatty acids and alcohols Macromol. Symp. 1995, 94, 51-59
    • (1995) Macromol. Symp. , vol.94 , pp. 51-59
    • Ozaki, Y.1    Liu, Y.L.2    Czarnecki, M.A.3    Noda, I.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.