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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2014
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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. |
format | Online Article Text |
id | pubmed-4688624 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT roevaolympia functionalstatemodellingapproachvalidationforyeastandbacteriacultivations AT penchevatania functionalstatemodellingapproachvalidationforyeastandbacteriacultivations |