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View on a mechanistic model of Chlorella vulgaris in incubated shake flasks
ABSTRACT: Kinetic growth models are a useful tool for a better understanding of microalgal cultivation and for optimizing cultivation conditions. The evaluation of such models requires experimental data that is laborious to generate in bioreactor settings. The experimental shake flask setting used i...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8732984/ https://www.ncbi.nlm.nih.gov/pubmed/34677674 http://dx.doi.org/10.1007/s00449-021-02627-2 |
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author | Kuhfuß, Fabian Gassenmeier, Veronika Deppe, Sahar Ifrim, George Rodríguez, Tanja Hernández Frahm, Björn |
author_facet | Kuhfuß, Fabian Gassenmeier, Veronika Deppe, Sahar Ifrim, George Rodríguez, Tanja Hernández Frahm, Björn |
author_sort | Kuhfuß, Fabian |
collection | PubMed |
description | ABSTRACT: Kinetic growth models are a useful tool for a better understanding of microalgal cultivation and for optimizing cultivation conditions. The evaluation of such models requires experimental data that is laborious to generate in bioreactor settings. The experimental shake flask setting used in this study allows to run 12 experiments at the same time, with 6 individual light intensities and light durations. This way, 54 biomass data sets were generated for the cultivation of the microalgae Chlorella vulgaris. To identify the model parameters, a stepwise parameter estimation procedure was applied. First, light-associated model parameters were estimated using additional measurements of local light intensities at differ heights within medium at different biomass concentrations. Next, substrate related model parameters were estimated, using experiments for which biomass and nitrate data were provided. Afterwards, growth-related model parameters were estimated by application of an extensive cross validation procedure. GRAPHIC ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00449-021-02627-2. |
format | Online Article Text |
id | pubmed-8732984 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-87329842022-01-18 View on a mechanistic model of Chlorella vulgaris in incubated shake flasks Kuhfuß, Fabian Gassenmeier, Veronika Deppe, Sahar Ifrim, George Rodríguez, Tanja Hernández Frahm, Björn Bioprocess Biosyst Eng Research Paper ABSTRACT: Kinetic growth models are a useful tool for a better understanding of microalgal cultivation and for optimizing cultivation conditions. The evaluation of such models requires experimental data that is laborious to generate in bioreactor settings. The experimental shake flask setting used in this study allows to run 12 experiments at the same time, with 6 individual light intensities and light durations. This way, 54 biomass data sets were generated for the cultivation of the microalgae Chlorella vulgaris. To identify the model parameters, a stepwise parameter estimation procedure was applied. First, light-associated model parameters were estimated using additional measurements of local light intensities at differ heights within medium at different biomass concentrations. Next, substrate related model parameters were estimated, using experiments for which biomass and nitrate data were provided. Afterwards, growth-related model parameters were estimated by application of an extensive cross validation procedure. GRAPHIC ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00449-021-02627-2. Springer Berlin Heidelberg 2021-10-22 2022 /pmc/articles/PMC8732984/ /pubmed/34677674 http://dx.doi.org/10.1007/s00449-021-02627-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Paper Kuhfuß, Fabian Gassenmeier, Veronika Deppe, Sahar Ifrim, George Rodríguez, Tanja Hernández Frahm, Björn View on a mechanistic model of Chlorella vulgaris in incubated shake flasks |
title | View on a mechanistic model of Chlorella vulgaris in incubated shake flasks |
title_full | View on a mechanistic model of Chlorella vulgaris in incubated shake flasks |
title_fullStr | View on a mechanistic model of Chlorella vulgaris in incubated shake flasks |
title_full_unstemmed | View on a mechanistic model of Chlorella vulgaris in incubated shake flasks |
title_short | View on a mechanistic model of Chlorella vulgaris in incubated shake flasks |
title_sort | view on a mechanistic model of chlorella vulgaris in incubated shake flasks |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8732984/ https://www.ncbi.nlm.nih.gov/pubmed/34677674 http://dx.doi.org/10.1007/s00449-021-02627-2 |
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