메뉴 건너뛰기




Volumn 52, Issue 2, 2010, Pages 221-226

Prediction of milled rice grades using Fourier transform near-infrared spectroscopy and artificial neural networks

Author keywords

Artificial neural network; Grading; Lipids; Near infrared; Rice

Indexed keywords


EID: 77956421007     PISSN: 07335210     EISSN: 10959963     Source Type: Journal    
DOI: 10.1016/j.jcs.2010.05.010     Document Type: Article
Times cited : (18)

References (30)
  • 2
    • 77956440953 scopus 로고
    • Corpus of China National Standards, China Standard Press, Beijing, China, CDS
    • CDS China National Standard GB1354-1986: Rice 1986, Corpus of China National Standards, China Standard Press, Beijing, China.
    • (1986) China National Standard GB1354-1986: Rice
  • 5
    • 0000924192 scopus 로고
    • Effects of degree of milling and lipid removal on starch gelatinization on brown rice kernel
    • Champagne E.T., Marshall W.E., Goyens W.R. Effects of degree of milling and lipid removal on starch gelatinization on brown rice kernel. Cereal Chem 1990, 67:570-574.
    • (1990) Cereal Chem , vol.67 , pp. 570-574
    • Champagne, E.T.1    Marshall, W.E.2    Goyens, W.R.3
  • 6
    • 0030728263 scopus 로고    scopus 로고
    • Quantifying surface lipid content of milled rice via visible/near infrared spectroscopy
    • Chen H., Mark B.P., Siebenmorgen T.J. Quantifying surface lipid content of milled rice via visible/near infrared spectroscopy. Cereal Chem 1997, 74:826-831.
    • (1997) Cereal Chem , vol.74 , pp. 826-831
    • Chen, H.1    Mark, B.P.2    Siebenmorgen, T.J.3
  • 7
    • 12444292142 scopus 로고    scopus 로고
    • Influence of kernel maturity, milling degree, and milling quality on rice bran photochemical concentrations
    • Chen M.H., Bergman C.J. Influence of kernel maturity, milling degree, and milling quality on rice bran photochemical concentrations. Cereal Chem 2005, 82:4-8.
    • (2005) Cereal Chem , vol.82 , pp. 4-8
    • Chen, M.H.1    Bergman, C.J.2
  • 8
    • 0025448276 scopus 로고
    • Non-linear system identification using neural networks
    • Chen S., Billings S.A., Grant P.M. Non-linear system identification using neural networks. Int. J. Control 1990, 51:1191-1214.
    • (1990) Int. J. Control , vol.51 , pp. 1191-1214
    • Chen, S.1    Billings, S.A.2    Grant, P.M.3
  • 9
    • 0031999633 scopus 로고    scopus 로고
    • Classification of on-line poultry carcasses with backpropagation neural networks
    • Chen Y.R., Park B., Huffman R.W., Nguyen M. Classification of on-line poultry carcasses with backpropagation neural networks. J. Food Process Eng 2007, 21:33-48.
    • (2007) J. Food Process Eng , vol.21 , pp. 33-48
    • Chen, Y.R.1    Park, B.2    Huffman, R.W.3    Nguyen, M.4
  • 10
    • 0030498442 scopus 로고    scopus 로고
    • Quality characteristics in rice by near-infrared reflectance analysis of whole-grain milled samples
    • Delwiche S.R., Mckenzie K.S., Webb B.D. Quality characteristics in rice by near-infrared reflectance analysis of whole-grain milled samples. Cereal Chem 1996, 78:257-263.
    • (1996) Cereal Chem , vol.78 , pp. 257-263
    • Delwiche, S.R.1    Mckenzie, K.S.2    Webb, B.D.3
  • 11
    • 22544459638 scopus 로고    scopus 로고
    • Learning techniques used in computer vision for food quality evaluation: a review
    • Du Ch.J., Sun D.W. Learning techniques used in computer vision for food quality evaluation: a review. J. Food Eng 2006, 72:39-55.
    • (2006) J. Food Eng , vol.72 , pp. 39-55
    • Du, C.1    Sun, D.W.2
  • 12
    • 0036195741 scopus 로고    scopus 로고
    • Milled rice surface lipid measurement by diffuse reflectance Fourier transform infrared spectroscopy (DRFTIS)
    • Gangidi R.R., Proctor A., Meullenet J.F. Milled rice surface lipid measurement by diffuse reflectance Fourier transform infrared spectroscopy (DRFTIS). JAOCS 2002, 79:7-12.
    • (2002) JAOCS , vol.79 , pp. 7-12
    • Gangidi, R.R.1    Proctor, A.2    Meullenet, J.F.3
  • 14
    • 0033507624 scopus 로고    scopus 로고
    • Determination of undried rough rice constituent content using near-infrared transmission spectroscopy
    • Kawamura S., Itoh M.N. Determination of undried rough rice constituent content using near-infrared transmission spectroscopy. Trans. ASAE 1999, 42:813-818.
    • (1999) Trans. ASAE , vol.42 , pp. 813-818
    • Kawamura, S.1    Itoh, M.N.2
  • 15
    • 0005783765 scopus 로고
    • Effect of period and storehouse-grade in grain storage and degree of milling on the sensory taste of cooked rice
    • Kwon Y.W., Jeon W.B. Effect of period and storehouse-grade in grain storage and degree of milling on the sensory taste of cooked rice. Koru. J. Crop Sci 1991, 36:271-279.
    • (1991) Koru. J. Crop Sci , vol.36 , pp. 271-279
    • Kwon, Y.W.1    Jeon, W.B.2
  • 16
    • 67349197588 scopus 로고    scopus 로고
    • Relationships between physical properties of brown rice and degree of milling and loss of selenium
    • Liu K.L., Cao X.H., Bai Q.Y., Wen H.B., GuZh X. Relationships between physical properties of brown rice and degree of milling and loss of selenium. J. Food Eng 2009, 94:69-74.
    • (2009) J. Food Eng , vol.94 , pp. 69-74
    • Liu, K.L.1    Cao, X.H.2    Bai, Q.Y.3    Wen, H.B.4    GuZh, X.5
  • 17
    • 0033390779 scopus 로고    scopus 로고
    • Comparisonofstatistical and neural network methods for classifying cereal grains using machine vision
    • Luo X., Jayas D.S., Symons S.J. Comparisonofstatistical and neural network methods for classifying cereal grains using machine vision. Trans. ASAE 1999, 42:413-419.
    • (1999) Trans. ASAE , vol.42 , pp. 413-419
    • Luo, X.1    Jayas, D.S.2    Symons, S.J.3
  • 18
    • 34247334938 scopus 로고    scopus 로고
    • Effect of moisture content at harvest and degree of milling (based on surface lipid content) on the texture properties of cooked long-grain rice
    • Meullenet J.F., Saleh M.I. Effect of moisture content at harvest and degree of milling (based on surface lipid content) on the texture properties of cooked long-grain rice. Cereal Chem 2007, 84:119-122.
    • (2007) Cereal Chem , vol.84 , pp. 119-122
    • Meullenet, J.F.1    Saleh, M.I.2
  • 19
    • 85140943212 scopus 로고    scopus 로고
    • Sample preparation
    • Madison, WI, C.A. Roberts, J.J. Workman, J.B. Reeves (Eds.)
    • Murray I., Cowe I. Sample preparation. Near-infrared Spectroscopy in Agriculture 2004, 75-112. Madison, WI. C.A. Roberts, J.J. Workman, J.B. Reeves (Eds.).
    • (2004) Near-infrared Spectroscopy in Agriculture , pp. 75-112
    • Murray, I.1    Cowe, I.2
  • 20
    • 18544388207 scopus 로고    scopus 로고
    • Combining principal component analysis with an artificial neural network to perform online quality assessment of food as it cooks in a large-scale industrial oven
    • O'Farrell M., Lewis E., Flanagan C., Lyons W.B., Jackman N. Combining principal component analysis with an artificial neural network to perform online quality assessment of food as it cooks in a large-scale industrial oven. Sens. Actuators B: Chem 2005, 107:104-112.
    • (2005) Sens. Actuators B: Chem , vol.107 , pp. 104-112
    • O'Farrell, M.1    Lewis, E.2    Flanagan, C.3    Lyons, W.B.4    Jackman, N.5
  • 21
    • 0005331171 scopus 로고    scopus 로고
    • Evaluation of neural network architectures for cereal grain classification using morph-logical features
    • Paliwal J., Visen N.S., Jayas D.S. Evaluation of neural network architectures for cereal grain classification using morph-logical features. J. Agric. Eng. Res 2001, 79:361-370.
    • (2001) J. Agric. Eng. Res , vol.79 , pp. 361-370
    • Paliwal, J.1    Visen, N.S.2    Jayas, D.S.3
  • 22
    • 0035103308 scopus 로고    scopus 로고
    • Effects of milling ratio on sensory properties of cooked rice and on physiochemical properties of milled and cooked rice
    • Park J.K., Kim S.S., Kim K.O. Effects of milling ratio on sensory properties of cooked rice and on physiochemical properties of milled and cooked rice. Cereal Chem 2001, 78:151-156.
    • (2001) Cereal Chem , vol.78 , pp. 151-156
    • Park, J.K.1    Kim, S.S.2    Kim, K.O.3
  • 23
    • 77956432975 scopus 로고    scopus 로고
    • The empirical relationship between price and quality of rice at market level in West Java
    • Rachmat R., Thahir R., Gummert M. The empirical relationship between price and quality of rice at market level in West Java. Indones. J. Agric. Sci 2006, 7:27-33.
    • (2006) Indones. J. Agric. Sci , vol.7 , pp. 27-33
    • Rachmat, R.1    Thahir, R.2    Gummert, M.3
  • 24
    • 0036568112 scopus 로고    scopus 로고
    • Neural networks for predicting thermal conductivity of bakery products
    • Sablani S.S., Baik O.D., Marcotte M. Neural networks for predicting thermal conductivity of bakery products. J. Food Eng 2002, 52:299-304.
    • (2002) J. Food Eng , vol.52 , pp. 299-304
    • Sablani, S.S.1    Baik, O.D.2    Marcotte, M.3
  • 25
    • 0038127150 scopus 로고
    • Relationship between milled rice surface fat concentration and degree of milling as measured with a commercial milling meter
    • Siebenmorgen T.J., Sun H. Relationship between milled rice surface fat concentration and degree of milling as measured with a commercial milling meter. Cereal Chem 1994, 71:327-329.
    • (1994) Cereal Chem , vol.71 , pp. 327-329
    • Siebenmorgen, T.J.1    Sun, H.2
  • 27
    • 84881632478 scopus 로고    scopus 로고
    • 868.201-868.316, The United States Department of Agricultural Grain Inspection, Packers and Stockyards Administration (GIPSA)
    • The United States Department of Agricultural Grain Inspection, Packers and Stockyards Administration (GIPSA) United States Standards for Rice 2005, 868.201-868.316.
    • (2005) United States Standards for Rice
  • 28
    • 77956424903 scopus 로고    scopus 로고
    • Determination of surface lipid content of milled rice using near-inferad spectroscopy
    • Wang Ch.L., Chen K.J. Determination of surface lipid content of milled rice using near-inferad spectroscopy. Cereals Oils Process 2007, 2:32-35.
    • (2007) Cereals Oils Process , vol.2 , pp. 32-35
    • Wang, C.1    Chen, K.J.2
  • 29
    • 77956435927 scopus 로고    scopus 로고
    • How to determine the structure of the hidden layer in neural networks
    • Wei Q., Zhang Sh.J., Zhang Y.Ch How to determine the structure of the hidden layer in neural networks. Int. J. Hydroelectric Energy 1997, 3:17-21.
    • (1997) Int. J. Hydroelectric Energy , vol.3 , pp. 17-21
    • Wei, Q.1    Zhang, S.2    Zhang, Y.3
  • 30
    • 0030689067 scopus 로고    scopus 로고
    • Prediction of cooked rice texture quality using near-infrared reflectance analysis of whole-grain milled samples
    • Windham W.R., Lyon B.G., Champagne E.T., Barton F.E., Webb B.D., Mckenzie K.S. Prediction of cooked rice texture quality using near-infrared reflectance analysis of whole-grain milled samples. Cereal Chem 1997, 74:626-632.
    • (1997) Cereal Chem , vol.74 , pp. 626-632
    • Windham, W.R.1    Lyon, B.G.2    Champagne, E.T.3    Barton, F.E.4    Webb, B.D.5    Mckenzie, K.S.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.