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Use of modified Richards model to predict isothermal and non-isothermal microbial growth
Mathematical models are often used to predict microbial growth in food products. An important class of these models involves the adaptation of classical sigmoid functions, such as the Gompertz and logistic functions. This study aimed to validate the use of the modified Richards model in various situ...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6112068/ https://www.ncbi.nlm.nih.gov/pubmed/29598975 http://dx.doi.org/10.1016/j.bjm.2018.01.005 |
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author | Teleken, Jhony Tiago Galvão, Alessandro Cazonatto Robazza, Weber da Silva |
author_facet | Teleken, Jhony Tiago Galvão, Alessandro Cazonatto Robazza, Weber da Silva |
author_sort | Teleken, Jhony Tiago |
collection | PubMed |
description | Mathematical models are often used to predict microbial growth in food products. An important class of these models involves the adaptation of classical sigmoid functions, such as the Gompertz and logistic functions. This study aimed to validate the use of the modified Richards model in various situations, which have not previously been tested. The model was obtained through solving a system of two differential equations and could be applied to both isothermal and non-isothermal environments. To test and validate this model, we used published datasets containing data for the growth of Pseudomonas spp. in fish products. The results obtained after fitting the model showed that it could be effectively used to describe and predict the Pseudomonas growth curves under various temperature regimens. However, the influence of the shape parameter on the growth curve is an issue that needs further evaluation. |
format | Online Article Text |
id | pubmed-6112068 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-61120682018-08-30 Use of modified Richards model to predict isothermal and non-isothermal microbial growth Teleken, Jhony Tiago Galvão, Alessandro Cazonatto Robazza, Weber da Silva Braz J Microbiol Food Microbiology Mathematical models are often used to predict microbial growth in food products. An important class of these models involves the adaptation of classical sigmoid functions, such as the Gompertz and logistic functions. This study aimed to validate the use of the modified Richards model in various situations, which have not previously been tested. The model was obtained through solving a system of two differential equations and could be applied to both isothermal and non-isothermal environments. To test and validate this model, we used published datasets containing data for the growth of Pseudomonas spp. in fish products. The results obtained after fitting the model showed that it could be effectively used to describe and predict the Pseudomonas growth curves under various temperature regimens. However, the influence of the shape parameter on the growth curve is an issue that needs further evaluation. Elsevier 2018-03-07 /pmc/articles/PMC6112068/ /pubmed/29598975 http://dx.doi.org/10.1016/j.bjm.2018.01.005 Text en © 2018 Sociedade Brasileira de Microbiologia. Published by Elsevier Editora Ltda. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Food Microbiology Teleken, Jhony Tiago Galvão, Alessandro Cazonatto Robazza, Weber da Silva Use of modified Richards model to predict isothermal and non-isothermal microbial growth |
title | Use of modified Richards model to predict isothermal and non-isothermal microbial growth |
title_full | Use of modified Richards model to predict isothermal and non-isothermal microbial growth |
title_fullStr | Use of modified Richards model to predict isothermal and non-isothermal microbial growth |
title_full_unstemmed | Use of modified Richards model to predict isothermal and non-isothermal microbial growth |
title_short | Use of modified Richards model to predict isothermal and non-isothermal microbial growth |
title_sort | use of modified richards model to predict isothermal and non-isothermal microbial growth |
topic | Food Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6112068/ https://www.ncbi.nlm.nih.gov/pubmed/29598975 http://dx.doi.org/10.1016/j.bjm.2018.01.005 |
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