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High-Fidelity Modelling Methodology of Light-Limited Photosynthetic Production in Microalgae
Reliable quantitative description of light-limited growth in microalgae is key to improving the design and operation of industrial production systems. This article shows how the capability to predict photosynthetic processes can benefit from a synergy between mathematical modelling and lab-scale exp...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4824504/ https://www.ncbi.nlm.nih.gov/pubmed/27055271 http://dx.doi.org/10.1371/journal.pone.0152387 |
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author | Bernardi, Andrea Nikolaou, Andreas Meneghesso, Andrea Morosinotto, Tomas Chachuat, Benoît Bezzo, Fabrizio |
author_facet | Bernardi, Andrea Nikolaou, Andreas Meneghesso, Andrea Morosinotto, Tomas Chachuat, Benoît Bezzo, Fabrizio |
author_sort | Bernardi, Andrea |
collection | PubMed |
description | Reliable quantitative description of light-limited growth in microalgae is key to improving the design and operation of industrial production systems. This article shows how the capability to predict photosynthetic processes can benefit from a synergy between mathematical modelling and lab-scale experiments using systematic design of experiment techniques. A model of chlorophyll fluorescence developed by the authors [Nikolaou et al., J Biotechnol 194:91–99, 2015] is used as starting point, whereby the representation of non-photochemical-quenching (NPQ) process is refined for biological consistency. This model spans multiple time scales ranging from milliseconds to hours, thus calling for a combination of various experimental techniques in order to arrive at a sufficiently rich data set and determine statistically meaningful estimates for the model parameters. The methodology is demonstrated for the microalga Nannochloropsis gaditana by combining pulse amplitude modulation (PAM) fluorescence, photosynthesis rate and antenna size measurements. The results show that the calibrated model is capable of accurate quantitative predictions under a wide range of transient light conditions. Moreover, this work provides an experimental validation of the link between fluorescence and photosynthesis-irradiance (PI) curves which had been theoricized. |
format | Online Article Text |
id | pubmed-4824504 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-48245042016-04-22 High-Fidelity Modelling Methodology of Light-Limited Photosynthetic Production in Microalgae Bernardi, Andrea Nikolaou, Andreas Meneghesso, Andrea Morosinotto, Tomas Chachuat, Benoît Bezzo, Fabrizio PLoS One Research Article Reliable quantitative description of light-limited growth in microalgae is key to improving the design and operation of industrial production systems. This article shows how the capability to predict photosynthetic processes can benefit from a synergy between mathematical modelling and lab-scale experiments using systematic design of experiment techniques. A model of chlorophyll fluorescence developed by the authors [Nikolaou et al., J Biotechnol 194:91–99, 2015] is used as starting point, whereby the representation of non-photochemical-quenching (NPQ) process is refined for biological consistency. This model spans multiple time scales ranging from milliseconds to hours, thus calling for a combination of various experimental techniques in order to arrive at a sufficiently rich data set and determine statistically meaningful estimates for the model parameters. The methodology is demonstrated for the microalga Nannochloropsis gaditana by combining pulse amplitude modulation (PAM) fluorescence, photosynthesis rate and antenna size measurements. The results show that the calibrated model is capable of accurate quantitative predictions under a wide range of transient light conditions. Moreover, this work provides an experimental validation of the link between fluorescence and photosynthesis-irradiance (PI) curves which had been theoricized. Public Library of Science 2016-04-07 /pmc/articles/PMC4824504/ /pubmed/27055271 http://dx.doi.org/10.1371/journal.pone.0152387 Text en © 2016 Bernardi et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Bernardi, Andrea Nikolaou, Andreas Meneghesso, Andrea Morosinotto, Tomas Chachuat, Benoît Bezzo, Fabrizio High-Fidelity Modelling Methodology of Light-Limited Photosynthetic Production in Microalgae |
title | High-Fidelity Modelling Methodology of Light-Limited Photosynthetic Production in Microalgae |
title_full | High-Fidelity Modelling Methodology of Light-Limited Photosynthetic Production in Microalgae |
title_fullStr | High-Fidelity Modelling Methodology of Light-Limited Photosynthetic Production in Microalgae |
title_full_unstemmed | High-Fidelity Modelling Methodology of Light-Limited Photosynthetic Production in Microalgae |
title_short | High-Fidelity Modelling Methodology of Light-Limited Photosynthetic Production in Microalgae |
title_sort | high-fidelity modelling methodology of light-limited photosynthetic production in microalgae |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4824504/ https://www.ncbi.nlm.nih.gov/pubmed/27055271 http://dx.doi.org/10.1371/journal.pone.0152387 |
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