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Enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling
Modelling higher plant growth is of strategic interest for modern agriculture as well as for the development of bioregenerative life support systems for space applications, where crop growth is expected to play an essential role. The capability of constraint-based metabolic models to cope the diel d...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9632494/ https://www.ncbi.nlm.nih.gov/pubmed/36340344 http://dx.doi.org/10.3389/fpls.2022.970410 |
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author | Ciurans, Carles Guerrero, Josep M. Martínez-Mongue, Ivan Dussap, Claude G. Marin de Mas, Igor Gòdia, Francesc |
author_facet | Ciurans, Carles Guerrero, Josep M. Martínez-Mongue, Ivan Dussap, Claude G. Marin de Mas, Igor Gòdia, Francesc |
author_sort | Ciurans, Carles |
collection | PubMed |
description | Modelling higher plant growth is of strategic interest for modern agriculture as well as for the development of bioregenerative life support systems for space applications, where crop growth is expected to play an essential role. The capability of constraint-based metabolic models to cope the diel dynamics of plants growth is integrated into a multilevel modelling approach including mass and energy transfer and enzyme kinetics. Lactuca sativa is used as an exemplary crop to validate, with experimental data, the approach presented as well as to design a novel model-based predictive control strategy embedding metabolic information. The proposed modelling strategy predicts with high accuracy the dynamics of gas exchange and the distribution of fluxes in the metabolic network whereas the control architecture presented can be useful to manage higher plants chambers and open new ways of merging metabolome and control algorithms. |
format | Online Article Text |
id | pubmed-9632494 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96324942022-11-04 Enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling Ciurans, Carles Guerrero, Josep M. Martínez-Mongue, Ivan Dussap, Claude G. Marin de Mas, Igor Gòdia, Francesc Front Plant Sci Plant Science Modelling higher plant growth is of strategic interest for modern agriculture as well as for the development of bioregenerative life support systems for space applications, where crop growth is expected to play an essential role. The capability of constraint-based metabolic models to cope the diel dynamics of plants growth is integrated into a multilevel modelling approach including mass and energy transfer and enzyme kinetics. Lactuca sativa is used as an exemplary crop to validate, with experimental data, the approach presented as well as to design a novel model-based predictive control strategy embedding metabolic information. The proposed modelling strategy predicts with high accuracy the dynamics of gas exchange and the distribution of fluxes in the metabolic network whereas the control architecture presented can be useful to manage higher plants chambers and open new ways of merging metabolome and control algorithms. Frontiers Media S.A. 2022-10-20 /pmc/articles/PMC9632494/ /pubmed/36340344 http://dx.doi.org/10.3389/fpls.2022.970410 Text en Copyright © 2022 Ciurans, Guerrero, Martínez-Mongue, Dussap, Marin de Mas and Gòdia https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Ciurans, Carles Guerrero, Josep M. Martínez-Mongue, Ivan Dussap, Claude G. Marin de Mas, Igor Gòdia, Francesc Enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling |
title | Enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling |
title_full | Enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling |
title_fullStr | Enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling |
title_full_unstemmed | Enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling |
title_short | Enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling |
title_sort | enhancing control systems of higher plant culture chambers via multilevel structural mechanistic modelling |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9632494/ https://www.ncbi.nlm.nih.gov/pubmed/36340344 http://dx.doi.org/10.3389/fpls.2022.970410 |
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