Information de reference pour ce titreAccession Number: | 01445481-200704000-00002.
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Author: | Serpen, Arda 1; Gokmen, Vural 1
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Institution: | (1)Department of Food Engineering, Hacettepe University, Beytepe, Ankara, Turkey
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Title: | |
Source: | Molecular Nutrition & Food Research. 51(4):383-389, April 2007.
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Abstract: | : The artificial neural network (ANN) modeling approach was used to predict acrylamide formation and browning ratio (%) in potato chips as influenced by time x temperature covariants. A series of feed-forward type network models with back-propagation training algorithm were developed. Among various network configurations, 4-5-3-2 configuration was found as the best performing network topology. Four neurons in the input layer were reflecting the asparagine concentration, glucose concentration, frying temperature, and frying time. The output layer had two neurons representing acrylamide concentration and browning ratio of potato chips. The ANN modeling approach was shown to successfully predict acrylamide concentration (R = 0.992) and browning ratio (R = 0.997) of potato chips during frying at different temperatures in time-dependent manner for potatoes having different concentrations of asparagine and glucose. It was concluded that ANN modeling is a useful predictive tool which considers only the input and output variables rather than the complex chemistry.
Copyright (C) 2007 John Wiley & Sons, Inc.
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Author Keywords: | Acrylamide; Artificial neural network; Modeling; Potato chips; Predictive tool.
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References: | [1] Tareke, E., Rydberg, P., Karlsson, P., Tornqvist, M., Eriksson, S., Acrylamide: A cooking carcinogen?, Chem. Res. Toxicol. 2000, 13, 517-522.
[2] Mottram, D. S., Wedzicha, B. L., Dodson, A. T., Acrylamide is formed in the Maillard reaction, Nature 2002, 419, 448-449.
[3] Stadler, R. H., Blank, I., Varga, N., Robert, F. et al., Acrylamide from Maillard reaction products, Nature 2002, 419, 449-450.
[4] Yaylayan, V. A., Wnorowski, A., PerezLocas, C., Why asparagine needs carbohydrates to generate acrylamide, J. Agric. Food Chem. 2003, 51, 1753-1757.
[5] Zyzak, D. V., Sanders, R. A., Stojanovic, M., Tallmadge, D. H. et al., Acrylamide formation in heated foods, J. Agric. Food Chem. 2003, 51, 4782-4787.
[6] Granvogl, M., Scieberle, P., Thermally generated 3-aminopropionamide as a transient intermediate in the formation of acrylamide, J. Agric. Food Chem. 2006, 54, 5933-5938.
[7] Taeymans, D., Wood, J., Ashby, P., Blank, I. et al., A review of acrylamide: An industry perspective on research, analysis, formation, and control, Critical Rev. Food Sci. Nutr. 2004, 44, 323-347.
[8] Claeys, W. L., Vleeschouwer, K. D., Hendrickx, M. E., Kinetics of acrylamide formation and elimination during heating of an asparagine-sugar model system, J. Agric. Food Chem. 2005, 53, 9999-10005.
[9] Knol, J. J., van Loon, W. A. M., Linssen, J. P. H., Ruck, A. L. et al., Toward a kinetic model for acrylamide formation in a glucose-asparagine reaction system, J. Agric. Food Chem. 2005, 53, 6133-6139.
[10] Wedzicha, B. L., Mottram, D. S., Elmore, J. S., Koutsidis, G., Dodson, A. T., Kinetic models as a route to control acrylamide formation in food, in: M. Friedman, D. S. Mottram (Eds.), Chemistry and Safety of Acrylamide in Food 2005, Springer, New York, pp. 235-253.
[11] Gokmen, V., Senyuva, H. Z., A simplified approach for the kinetic characterization of acrylamide formation in fructoseasparagine model system, Food Additiv. Contam. 2006, 23, 348-354.
[12] Goncalves, E. C., Minim, L. A., Coimbra, J. S. R., Minim, V. P. R., Modeling sterilization process of canned foods using artificial neural networks, Chem. Eng. Process 2005, 44, 1269-1276.
[13] Bishop, M. C., Neural network and their applications, Rev. Sci. Instrum. 1994, 65, 1803-1832.
[14] Mittal, G. S., Zang, J., Prediction of food thermal process evaluation parameters using neural networks, Int. J. Food Microbiol. 2002, 79, 153-159.
[15] Gokmen, V., Akbudak, B., Serpen, A., Acar, J. et al., Effects of controlled atmosphere storage and low-dose irradiation on potato tuber components affecting acrylamide and color formations upon frying, Eur. Food Res. Technol. 2007, 224, 681-687.
[16] Castle, L., Campos, M.-J., Gilbert, J., Determination of acrylamide monomer in hydroponically grown tomato fruits by capillary gas-chromatography mass-spectrometry, J. Sci. Food Agric. 1991, 54, 549-555.
[17] Gokmen, V., Senyuva, H. Z., Dulek, B., Cetin, A. E., Computer vision based analysis of potato chips-A tool for rapid detection of acrylamide level, Mol. Nutr. Food Res. 2006, 50, 805-810.
[18] Bowen, W. R., Jones, M. G., Yousef, H. N. S., Prediction of the rate of crossflow membrane ultrafiltration of colloids: A neural network approach, Chem. Eng. Sci. 1998, 53, 3793-3802.
[19] Kim, C. T., Hwang, E. S., Lee, H. J., Reducing acrylamide in fried snack products by adding amino acids, J. Food Sci. 2005, 70, C354-C358.
[20] Elmore, J. S., Koutsidis, G., Dodson, A. T., Mottram, D. S., Wedzicha, B. L., Measurement of acrylamide and its precursors in potato, wheat, and rye model systems, J. Agric. Food Chem. 2005, 53, 1286-1293.
[21] Weisshaar, R., Gutsche, B., Formation of acrylamide in heated potato products-model experiments pointing to asparagine as precursor, Dtsch. Lebensmitt. Rundsch. 2002, 98, 397-400.
[22] Becalski, A., Lau, B. P. Y., Lewis, D., Seaman, S.W., Acrylamide in foods: Occurrence, sources and modeling, J. Agric. Food Chem. 2003, 51, 802-808.
[23] Biedermann, M., Grob, K., Model studies on acrylamide formation in potato, wheat flour and corn starch; ways to reduce acrylamide contents in bakery ware, Mitt. Lebensmitteluntersuchung Hyg. 2003, 94, 406-422.
[24] Yasuhara, A., Tanaka, Y., Hengel, M., Shibamoto, T., Gas chromatographic investigation of acrylanmide formed in browning model systems, J. Agric. Food Chem. 2003, 51, 3999-4003.
[25] Jung, M. Y., Choi, D. S., Ju, J. W., A novel technique for limitation of acrylamide formation in fried and baked corn chips and in French fries, J. Food Sci. 2003, 68, 1287-1290.
[26] Brathen, E. B., Kita, A., Knutsen, S. H., Wicklund, T., Addition of glycine reduces the content of acrylamide in cereal and potato products, J. Agric. Food Chem. 2005, 53, 3259-3264.
[27] Gokmen, V., Senyuva, H. Z., Acrylamide formation is prevented by divalent cations during the Maillard reaction, Food Chem. 2007, 103, 196-203.
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Language: | English.
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Document Type: | Research Article.
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Journal Subset: | Life & Biomedical Sciences.
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ISSN: | 1613-4125
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DOI Number: | https://dx.doi.org/10.1002/mnfr....- ouverture dans une nouvelle fenêtre
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