<abstract xmlns="http://www.w3.org/1999/xhtml"><p>Gamma irradiation is a well-known method for sterilizing different foodstuffs, including fresh cow milk. Many studies witness that the low dose irradiation of milk and milk products affects the fractions of the milk protein, thus reducing its allergenic effect and make it potentially appropriate for people with milk allergy. The purpose of this study is to evaluate the relationship between the gamma radiation dose and size of the protein fractions, as potential approach to decrease the allergenic effect of the milk. In this paper, an approach for prediction of the dose in gamma irradiated products by using a Bayesian regularized neural network as a mean to save recourses for expensive electrophoretic experiments, is developed. The efficiency of the proposed neural network model is proved on data for two dairy products – lyophilized cow milk and curd.</p></abstract>

Gamma irradiation is a well-known method for sterilizing different foodstuffs, including fresh cow milk. Many studies witness that the low dose irradiation of milk and milk products affects the fractions of the milk protein, thus reducing its allergenic effect and make it potentially appropriate for people with milk allergy. The purpose of this study is to evaluate the relationship between the gamma radiation dose and size of the protein fractions, as potential approach to decrease the allergenic effect of the milk. In this paper, an approach for prediction of the dose in gamma irradiated products by using a Bayesian regularized neural network as a mean to save recourses for expensive electrophoretic experiments, is developed. The efficiency of the proposed neural network model is proved on data for two dairy products – lyophilized cow milk and curd.

Bayesian Regularized Neural Network for Prediction of the Dose in Gamma Irradiated Milk Products

Institute of Cryobiology and Food Technologies

Cybernetics and Information Technologies

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

Gamma irradiation is a well-known method for sterilizing different foodstuffs, including fresh cow milk. Many studies witness that the low dose irradiation of...

Bayesian Regularized Neural Network for Prediction of the Dose in Gamma Irradiated Milk Products

Data publikacji: 12 cze 2020

Zakres stron: 141 - 151

Otrzymano: 21 lis 2019

Przyjęty: 21 maj 2020

DOI: https://doi.org/10.2478/cait-2020-0022

Słowa kluczowe
Bayesian neural network, milk products, milk allergy, protein fraction

© 2020 M. Terziyska et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

Bayesian Regularized Neural Network for Prediction of the Dose in Gamma Irradiated Milk Products

Data publikacji: 12 cze 2020

Zakres stron: 141 - 151

Otrzymano: 21 lis 2019

Przyjęty: 21 maj 2020

DOI: https://doi.org/10.2478/cait-2020-0022

Słowa kluczoweBayesian neural network, milk products, milk allergy, protein fraction

© 2020 M. Terziyska et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

Słowa kluczowe
Bayesian neural network, milk products, milk allergy, protein fraction