|Table of Contents|

Evaluation on Tofu Processing Characteristics of Soybean Based on Neural Network(PDF)

《大豆科学》[ISSN:1000-9841/CN:23-1227/S]

Issue:
2013年01期
Page:
93-100
Research Field:
Publishing date:

Info

Title:
Evaluation on Tofu Processing Characteristics of Soybean Based on Neural Network
Author(s):
XIE Lai-chaoSHEN QunZHANG Xin-yanGUO Shun-tang
College of Food Science and Nutrition Engineering,China Agricultural University,Beijing 100083,China
Keywords:
SoybeanTofuNeural networkEvaluation method
PACS:
TS205
DOI:
10.3969/j.issn.1000-9841.2013.01.022
Abstract:
A novel method of tofu processing characteristics of soybeans was established by analyzing the correlation between soybean cultivar’s physical-chemical characteristics and tofu qualities.The method was based on neural network,where significant correlational characteristics as input and tofu qualities as output.The results indicated that soluble protein content significantly positive-correlated with yield(r=0.743,p<0.01),raw protein content significantly positive-correlated with adhesive(r=0.481,p<0.05)and springness(r=0.456,p<0.05),while yield had significant correlation with total solid(r=0.466,p<0.05)and titratable acidity(r=-0.478,p<0.05).Tofu qualities made from different soybean cultivars were accurately predicted by the established neural network.Comparing to the experiment data,the relative error of yield,hardness and springiness of predicition data were 1.046%,3.05% and 8.49%,respectively.

References:

[1]Poysa V,Woodrow L.Stability of soybean seed composition and its effect on soymilk and tofu yield and quality[].Food Research International,2002,35:337-345.

[2]Bhagsari A S,Rao M,Sapra V T,et al.Yield and quality of soymilk and tofu made from soybean genotypes grown at four locations[J].Crop Science,1999,39:401-405.
[3]章晓波,盖钧镒.大豆地方品种豆腐产量与有关加工性状遗传变异的初步研究[J].大豆科学,1994,13(3):208-215.(Zhang X B,Gai J Y.A preliminary study on genetic variation of tofu yield and related processing characters of soybean landraces[J].Soybean Science,1994,13(3):208-215.)
[4]Mujoo R,Trinh D T,Ng P K W.Characterization of storage proteins in different soybean varieties and their relationship to tofu yield and texture[J].Food Chemistry,2003,82:265-273.
[5]Fukushima D.Structures of plant storage proteins and their functions[J].Food Reviews International,1991,7:353-381.
[6]Murphy P A,Chen H P,Hauck C C,et al.Soybean protein composition and tofu quality[J].Food Technology,1997,51:86-88.
[7]Poysa V,Woodrow L.Stability of soybean seed composition and its effect on soymilk and tofu yield and quality[J].Food Research International,2005,25:337-345.
[8]Guo S T,Tomotada O,Masayuki M.Incorporation of soy milk lipid into protein coagulum by addition of calcium chloride[J].Journal of Agricultural and Food Chemistry,1999,47:901-905.
[9]Poysa V,Woodrow L,Yu K.Effect of soy protein subunit composition on tofu quality[J].Food Research International,2006,39(3):309-317.
[10] Saio K,Koyama E,Yamazaki S,et al.Protein-Calcium-Phytic acid relationship in soybean.Part III:Effect of phytic acid on coagulative reaction in tofu-making[J].Agricultural Biology and Chemistry,1969,33:36-42.
[11]Lim B T,Deman J M,Deman L,et al.Yield and quality of tofu as affected by soybean and soymilk characteristics.Calcium sulfate coagulant[J].Journal of Food Science,1990,55:1088-1092.
[12]袁俊杰,臧剑士,胡芃,等.植酸的制备和性质[J].中国食品添加剂,1999(1):34-38.(Yuan J J,Zang J S,Hu P,et al.Preparation and characters of phytic acid[J].China Food Additives,1999(1):34-38.)
[13] Cheryan M,Rackis J J.Phytic acid interactions in food systems[J].Critical Reviews in Food Science & Nutrition,1980,13:297-335.
[14]Toda K,Ono T,Kitamura K,et al.Relationships of the contents of protein and phytic acid in soybeans to the consistency of tofu[C].Brazilian Agricultural Research Corporation,National Soybean Research Center,2004.
[15] Guo S T,Tsukamoto C,Takahasi K,et al.Incorporation of soymilk lipid into soy protein coagulum by the addition of calcium chloride[J].Journal of Food Science,2002,67:3215-3219.
[16]Ren C,Tang L,Zhang M,et al.Structural Characterization of heat-induced protein particles in soy milk[J].Journal of Agricultural and Food Chemistry,2009,57:1921-1926.
[17] Puppo M C,Anon M C.Structural properties of heat-induced soy protein gels as affected by ionic strength and pH[J].Journal of Agricultural and Food Chemistry,1998,46:3583-3589.
[18]闻新.MATLAB神经网络应用设计[M].北京:科学出版社,2001.(Wen X.Application and design of MATLAB[M].Beijing:Science Press,2001.)
[19] Fraser H,Pugh R,Kennedy R,et al.A comparison of backptopagation and radial basis function,in the diagnosis of myocardial infarction[M]// Ifeachor E,Rosen K.(Eds)International conference on neural networks and expert systerms in medicine and healthcare,1994:76-84.
[20]潘昊,王晓勇,陈琼,等.基于遗传算法的BP神经网络技术的应用[J].计算机应用,2005,25(12):2777-2779.(Pan H,Wang X Y,Chen Q,et al.Application of BP neural network based on genetic algorithm[J].Computer Applications,2005,25(12):2777-2779.)
[21]闫滨.大坝安全监控及评价的智能神经网络模型研究[D].大连:大连理工大学,2006.(Yan B.Study of intelligent neural network model for dam safety monitoring and safety evaluation[D].Dalian:Dalian University of Technology,2006.)

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Last Update: 2013-02-20