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Forecast of the direction changes of meat products odor in the development of new recipes according to the results of “electronic nose” data treatment with chemometric methods

https://doi.org/10.20914/2310-1202-2016-3-223-233

Abstract

The possibility of using new parameters of quartz crystal microbalance and methods of principal component analysis and discriminant analysis using regression to latent structures for processing the output data of piezosensors array for the detection of individual odor-forming compounds, quantitative assessment of odor properties in routine analysis, in the development of new recipes of food systems with the introduction of functional additives in the factory laboratories are discussed. Sorption of volatile organic compounds that make up the odor of meat products, on thin films of sorbents - modifiers of piezoelectric resonators electrodes, forming an array of sensors of gases analyzer "electronic nose" is studied. The resulting sensor array is trained on the main marker substances (distilled water, ethane, butyric acids, aliphatic alcohols (C2-C5) of normal and isomeric structure, dimethyl ketone, methyl ethyl ketone, alkyl acetates (C2-C5) methylpropionate). The effect of of water vapors as interfering factor in sorption of organic compounds was assessed. The parameters of the efficiency of volatile compounds sorption, allowing the identification of individual organic compounds or a class of similar to them in nature in gas mixtures were calculated. The use of discriminant analysis with regression to latent structures allowed the identification of individual organic compounds in the equilibrium gas phases over the real models for forecasting of change of direction of meat products odor with partial replacement of meat raw materials with functional preparations of plant origin (buckwheat and millet cereals, pickles of soybean and rapeseed protein) and products of microbial synthesis (preparation of yeast and wheat bran). For a detailed study of the changes in odor direction _ during the introduction of different amounts of cereals in the product the principal components method was applied. As the input parameters for the chemometric methods traditional analytical signal of the array of piezosensors - individual responses of measuring elements and the new - the parameter of sorption efficiency were selected. The results of gases analyzer processing data "electronic nose" with chemometric methods are consistent with the results of tasting the finished product by trained specialists.

About the Authors

T. A. Kuchmenko
Voronezh state university of engineering technologies, Revolution Av., 19 Voronezh, Russia
Russian Federation
doctor of technical science, professor, Department of physical and analytical chemistry


D. A. Poryadina
Military Academy of the Strategic Missile Forces named after Peter the Great, Ministry of Defense of the Russian Federation (a branch in the city of Serpukhov, Moscow region), Brigadnaya st. 17, Serpukhov, Moscow region, Russia
Russian Federation
candidate of chemical science, lecturer, Department of materials science and repair of weapons


A. A. Shuba
Voronezh state university of engineering technologies, Revolution Av., 19 Voronezh, Russia
Russian Federation
candidate of chemical science, assistant, Department of physical and analytical chemistry


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Review

For citations:


Kuchmenko T.A., Poryadina D.A., Shuba A.A. Forecast of the direction changes of meat products odor in the development of new recipes according to the results of “electronic nose” data treatment with chemometric methods. Proceedings of the Voronezh State University of Engineering Technologies. 2016;(3):223-233. (In Russ.) https://doi.org/10.20914/2310-1202-2016-3-223-233

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ISSN 2226-910X (Print)
ISSN 2310-1202 (Online)