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Multiscale Modelling of De Novo Anaerobic Granulation
A multiscale mathematical model is presented to describe de novo granulation, and the evolution of multispecies granular biofilms, in a continuously fed bioreactor. The granule is modelled as a spherical free boundary domain with radial symmetry. The equation governing the free boundary is derived f...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8571262/ https://www.ncbi.nlm.nih.gov/pubmed/34741191 http://dx.doi.org/10.1007/s11538-021-00951-y |
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author | Tenore, A. Russo, F. Mattei, M. R. D’Acunto, B. Collins, G. Frunzo, L. |
author_facet | Tenore, A. Russo, F. Mattei, M. R. D’Acunto, B. Collins, G. Frunzo, L. |
author_sort | Tenore, A. |
collection | PubMed |
description | A multiscale mathematical model is presented to describe de novo granulation, and the evolution of multispecies granular biofilms, in a continuously fed bioreactor. The granule is modelled as a spherical free boundary domain with radial symmetry. The equation governing the free boundary is derived from global mass balance considerations and takes into account the growth of sessile biomass as well as exchange fluxes with the bulk liquid. Starting from a vanishing initial value, the expansion of the free boundary is initiated by the attachment process, which depends on the microbial species concentrations within the bulk liquid and their specific attachment velocity. Nonlinear hyperbolic PDEs model the growth of the sessile microbial species, while quasi-linear parabolic PDEs govern the dynamics of substrates and invading species within the granular biofilm. Nonlinear ODEs govern the evolution of soluble substrates and planktonic biomass within the bulk liquid. The model is applied to an anaerobic, granular-based bioreactor system, and solved numerically to test its qualitative behaviour and explore the main aspects of de novo anaerobic granulation: ecology, biomass distribution, relative abundance, dimensional evolution of the granules and soluble substrates, and planktonic biomass dynamics within the bioreactor. The numerical results confirm that the model accurately describes the ecology and the concentrically layered structure of anaerobic granules observed experimentally, and that it can predict the effects on the process of significant factors, such as influent wastewater composition; granulation properties of planktonic biomass; biomass density; detachment intensity; and number of granules. |
format | Online Article Text |
id | pubmed-8571262 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-85712622021-11-15 Multiscale Modelling of De Novo Anaerobic Granulation Tenore, A. Russo, F. Mattei, M. R. D’Acunto, B. Collins, G. Frunzo, L. Bull Math Biol Original Paper A multiscale mathematical model is presented to describe de novo granulation, and the evolution of multispecies granular biofilms, in a continuously fed bioreactor. The granule is modelled as a spherical free boundary domain with radial symmetry. The equation governing the free boundary is derived from global mass balance considerations and takes into account the growth of sessile biomass as well as exchange fluxes with the bulk liquid. Starting from a vanishing initial value, the expansion of the free boundary is initiated by the attachment process, which depends on the microbial species concentrations within the bulk liquid and their specific attachment velocity. Nonlinear hyperbolic PDEs model the growth of the sessile microbial species, while quasi-linear parabolic PDEs govern the dynamics of substrates and invading species within the granular biofilm. Nonlinear ODEs govern the evolution of soluble substrates and planktonic biomass within the bulk liquid. The model is applied to an anaerobic, granular-based bioreactor system, and solved numerically to test its qualitative behaviour and explore the main aspects of de novo anaerobic granulation: ecology, biomass distribution, relative abundance, dimensional evolution of the granules and soluble substrates, and planktonic biomass dynamics within the bioreactor. The numerical results confirm that the model accurately describes the ecology and the concentrically layered structure of anaerobic granules observed experimentally, and that it can predict the effects on the process of significant factors, such as influent wastewater composition; granulation properties of planktonic biomass; biomass density; detachment intensity; and number of granules. Springer US 2021-11-06 2021 /pmc/articles/PMC8571262/ /pubmed/34741191 http://dx.doi.org/10.1007/s11538-021-00951-y 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 | Original Paper Tenore, A. Russo, F. Mattei, M. R. D’Acunto, B. Collins, G. Frunzo, L. Multiscale Modelling of De Novo Anaerobic Granulation |
title | Multiscale Modelling of De Novo Anaerobic Granulation |
title_full | Multiscale Modelling of De Novo Anaerobic Granulation |
title_fullStr | Multiscale Modelling of De Novo Anaerobic Granulation |
title_full_unstemmed | Multiscale Modelling of De Novo Anaerobic Granulation |
title_short | Multiscale Modelling of De Novo Anaerobic Granulation |
title_sort | multiscale modelling of de novo anaerobic granulation |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8571262/ https://www.ncbi.nlm.nih.gov/pubmed/34741191 http://dx.doi.org/10.1007/s11538-021-00951-y |
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