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A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae
Microalgae are considered to be promising producers of bioactive chemicals, feeds and fuels from carbon dioxide by photosynthesis. Thus, the prediction of microalgal growth profiles is important for the planning of cost-effective and sustainable cultivation–harvest cycles. This paper proposes a math...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9198504/ https://www.ncbi.nlm.nih.gov/pubmed/35702861 http://dx.doi.org/10.1098/rsif.2022.0166 |
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author | Kambe, Kazuki Hirokawa, Yasutaka Koshi, Asuka Hori, Yutaka |
author_facet | Kambe, Kazuki Hirokawa, Yasutaka Koshi, Asuka Hori, Yutaka |
author_sort | Kambe, Kazuki |
collection | PubMed |
description | Microalgae are considered to be promising producers of bioactive chemicals, feeds and fuels from carbon dioxide by photosynthesis. Thus, the prediction of microalgal growth profiles is important for the planning of cost-effective and sustainable cultivation–harvest cycles. This paper proposes a mathematical model capable of predicting the effect of light flux into culture and medium concentration on the growth profiles of microalgae by incorporating these growth-limiting factors into a logistic equation. The specific form of the equation is derived based on the experimentally measured growth profiles of Monoraphidium sp., a microalgal strain isolated by the authors, under 16 conditions consisting of combinations of incident light fluxes into culture and initial medium concentrations. Using a cross-validation method, it is shown that the proposed model has the ability to predict necessary incident light flux into culture and initial medium concentration for harvesting target biomass at a target time. Finally, model-guided cultivation planning is performed and is evaluated by comparing the result with experimental data. |
format | Online Article Text |
id | pubmed-9198504 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-91985042022-06-15 A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae Kambe, Kazuki Hirokawa, Yasutaka Koshi, Asuka Hori, Yutaka J R Soc Interface Life Sciences–Engineering interface Microalgae are considered to be promising producers of bioactive chemicals, feeds and fuels from carbon dioxide by photosynthesis. Thus, the prediction of microalgal growth profiles is important for the planning of cost-effective and sustainable cultivation–harvest cycles. This paper proposes a mathematical model capable of predicting the effect of light flux into culture and medium concentration on the growth profiles of microalgae by incorporating these growth-limiting factors into a logistic equation. The specific form of the equation is derived based on the experimentally measured growth profiles of Monoraphidium sp., a microalgal strain isolated by the authors, under 16 conditions consisting of combinations of incident light fluxes into culture and initial medium concentrations. Using a cross-validation method, it is shown that the proposed model has the ability to predict necessary incident light flux into culture and initial medium concentration for harvesting target biomass at a target time. Finally, model-guided cultivation planning is performed and is evaluated by comparing the result with experimental data. The Royal Society 2022-06-15 /pmc/articles/PMC9198504/ /pubmed/35702861 http://dx.doi.org/10.1098/rsif.2022.0166 Text en © 2022 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Life Sciences–Engineering interface Kambe, Kazuki Hirokawa, Yasutaka Koshi, Asuka Hori, Yutaka A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae |
title | A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae |
title_full | A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae |
title_fullStr | A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae |
title_full_unstemmed | A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae |
title_short | A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae |
title_sort | parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae |
topic | Life Sciences–Engineering interface |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9198504/ https://www.ncbi.nlm.nih.gov/pubmed/35702861 http://dx.doi.org/10.1098/rsif.2022.0166 |
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