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Dynamic Modeling of the Impact of Temperature Changes on CO(2) Production during Milk Fermentation in Batch Bioreactors

Knowledge of the mathematical models of the fermentation processes is indispensable for their simulation and optimization and for the design and synthesis of the applicable control systems. The paper focuses on determining a dynamic mathematical model of the milk fermentation process taking place in...

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Autores principales: Ritonja, Jožef, Goršek, Andreja, Pečar, Darja, Petek, Tatjana, Polajžer, Boštjan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8392827/
https://www.ncbi.nlm.nih.gov/pubmed/34441586
http://dx.doi.org/10.3390/foods10081809
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author Ritonja, Jožef
Goršek, Andreja
Pečar, Darja
Petek, Tatjana
Polajžer, Boštjan
author_facet Ritonja, Jožef
Goršek, Andreja
Pečar, Darja
Petek, Tatjana
Polajžer, Boštjan
author_sort Ritonja, Jožef
collection PubMed
description Knowledge of the mathematical models of the fermentation processes is indispensable for their simulation and optimization and for the design and synthesis of the applicable control systems. The paper focuses on determining a dynamic mathematical model of the milk fermentation process taking place in a batch bioreactor. Models in the literature describe milk fermentation in batch bioreactors as an autonomous system. They do not enable the analysis of the effect of temperature changes on the metabolism during fermentation. In the presented extensive multidisciplinary study, we have developed a new mathematical model that considers the impact of temperature changes on the dynamics of the CO(2) produced during fermentation in the batch bioreactor. Based on laboratory tests and theoretical analysis, the appropriate structure of the temperature-considered dynamic model was first determined. Next, the model parameters of the fermentation process in the laboratory bioreactor were identified by means of particle swarm optimization. Finally, the experiments with the laboratory batch bioreactor were compared with the simulations to verify the derived mathematical model. The developed model proved to be very suitable for simulations, and, above all, it enables the design and synthesis of a control system for batch bioreactors.
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spelling pubmed-83928272021-08-28 Dynamic Modeling of the Impact of Temperature Changes on CO(2) Production during Milk Fermentation in Batch Bioreactors Ritonja, Jožef Goršek, Andreja Pečar, Darja Petek, Tatjana Polajžer, Boštjan Foods Article Knowledge of the mathematical models of the fermentation processes is indispensable for their simulation and optimization and for the design and synthesis of the applicable control systems. The paper focuses on determining a dynamic mathematical model of the milk fermentation process taking place in a batch bioreactor. Models in the literature describe milk fermentation in batch bioreactors as an autonomous system. They do not enable the analysis of the effect of temperature changes on the metabolism during fermentation. In the presented extensive multidisciplinary study, we have developed a new mathematical model that considers the impact of temperature changes on the dynamics of the CO(2) produced during fermentation in the batch bioreactor. Based on laboratory tests and theoretical analysis, the appropriate structure of the temperature-considered dynamic model was first determined. Next, the model parameters of the fermentation process in the laboratory bioreactor were identified by means of particle swarm optimization. Finally, the experiments with the laboratory batch bioreactor were compared with the simulations to verify the derived mathematical model. The developed model proved to be very suitable for simulations, and, above all, it enables the design and synthesis of a control system for batch bioreactors. MDPI 2021-08-05 /pmc/articles/PMC8392827/ /pubmed/34441586 http://dx.doi.org/10.3390/foods10081809 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ritonja, Jožef
Goršek, Andreja
Pečar, Darja
Petek, Tatjana
Polajžer, Boštjan
Dynamic Modeling of the Impact of Temperature Changes on CO(2) Production during Milk Fermentation in Batch Bioreactors
title Dynamic Modeling of the Impact of Temperature Changes on CO(2) Production during Milk Fermentation in Batch Bioreactors
title_full Dynamic Modeling of the Impact of Temperature Changes on CO(2) Production during Milk Fermentation in Batch Bioreactors
title_fullStr Dynamic Modeling of the Impact of Temperature Changes on CO(2) Production during Milk Fermentation in Batch Bioreactors
title_full_unstemmed Dynamic Modeling of the Impact of Temperature Changes on CO(2) Production during Milk Fermentation in Batch Bioreactors
title_short Dynamic Modeling of the Impact of Temperature Changes on CO(2) Production during Milk Fermentation in Batch Bioreactors
title_sort dynamic modeling of the impact of temperature changes on co(2) production during milk fermentation in batch bioreactors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8392827/
https://www.ncbi.nlm.nih.gov/pubmed/34441586
http://dx.doi.org/10.3390/foods10081809
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