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Functional state modelling approach validation for yeast and bacteria cultivations

In this paper, the functional state modelling approach is validated for modelling of the cultivation of two different microorganisms: yeast (Saccharomyces cerevisiae) and bacteria (Escherichia coli). Based on the available experimental data for these fed-batch cultivation processes, three different...

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Detalles Bibliográficos
Autores principales: Roeva, Olympia, Pencheva, Tania
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4688624/
https://www.ncbi.nlm.nih.gov/pubmed/26740778
http://dx.doi.org/10.1080/13102818.2014.934550
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author Roeva, Olympia
Pencheva, Tania
author_facet Roeva, Olympia
Pencheva, Tania
author_sort Roeva, Olympia
collection PubMed
description In this paper, the functional state modelling approach is validated for modelling of the cultivation of two different microorganisms: yeast (Saccharomyces cerevisiae) and bacteria (Escherichia coli). Based on the available experimental data for these fed-batch cultivation processes, three different functional states are distinguished, namely primary product synthesis state, mixed oxidative state and secondary product synthesis state. Parameter identification procedures for different local models are performed using genetic algorithms. The simulation results show high degree of adequacy of the models describing these functional states for both S. cerevisiae and E. coli cultivations. Thus, the local models are validated for the cultivation of both microorganisms. This fact is a strong structure model verification of the functional state modelling theory not only for a set of yeast cultivations, but also for bacteria cultivation. As such, the obtained results demonstrate the efficiency and efficacy of the functional state modelling approach.
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spelling pubmed-46886242016-01-04 Functional state modelling approach validation for yeast and bacteria cultivations Roeva, Olympia Pencheva, Tania Biotechnol Biotechnol Equip Article; Bioinformatics In this paper, the functional state modelling approach is validated for modelling of the cultivation of two different microorganisms: yeast (Saccharomyces cerevisiae) and bacteria (Escherichia coli). Based on the available experimental data for these fed-batch cultivation processes, three different functional states are distinguished, namely primary product synthesis state, mixed oxidative state and secondary product synthesis state. Parameter identification procedures for different local models are performed using genetic algorithms. The simulation results show high degree of adequacy of the models describing these functional states for both S. cerevisiae and E. coli cultivations. Thus, the local models are validated for the cultivation of both microorganisms. This fact is a strong structure model verification of the functional state modelling theory not only for a set of yeast cultivations, but also for bacteria cultivation. As such, the obtained results demonstrate the efficiency and efficacy of the functional state modelling approach. Taylor & Francis 2014-09-03 2014-10-21 /pmc/articles/PMC4688624/ /pubmed/26740778 http://dx.doi.org/10.1080/13102818.2014.934550 Text en © 2014 The Author(s). Published by Taylor & Francis. http://creativecommons.org/licenses/by/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/3.0/, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The moral rights of the named author(s) have been asserted.
spellingShingle Article; Bioinformatics
Roeva, Olympia
Pencheva, Tania
Functional state modelling approach validation for yeast and bacteria cultivations
title Functional state modelling approach validation for yeast and bacteria cultivations
title_full Functional state modelling approach validation for yeast and bacteria cultivations
title_fullStr Functional state modelling approach validation for yeast and bacteria cultivations
title_full_unstemmed Functional state modelling approach validation for yeast and bacteria cultivations
title_short Functional state modelling approach validation for yeast and bacteria cultivations
title_sort functional state modelling approach validation for yeast and bacteria cultivations
topic Article; Bioinformatics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4688624/
https://www.ncbi.nlm.nih.gov/pubmed/26740778
http://dx.doi.org/10.1080/13102818.2014.934550
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