Modelling the response of marine Antarctic species to environmental changes: methods, applications and limits

Among tools that are used to fill knowledge gaps on natural systems, ecological modelling has been widely applied during the last two decades. Ecological models are simple representations of a complex reality. They allow to highlight environmental drivers of species ecological niche and better under...

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Main Author: Guillaumot, Charlène
Other Authors: Université libre de Bruxelles (ULB), Université Bourgogne Franche-Comté COMUE (UBFC), Université Libre de Bruxelles, Université de Bourgogne Franche-Comté, Bruno DANIS, Thomas SAUCEDE
Format: Doctoral or Postdoctoral Thesis
Language:English
Published: HAL CCSD 2021
Subjects:
Online Access:https://tel.archives-ouvertes.fr/tel-03299384
https://tel.archives-ouvertes.fr/tel-03299384/document
https://tel.archives-ouvertes.fr/tel-03299384/file/Thesis%20final%20C%20GUILLAUMOT%20HAL.pdf
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spelling ftccsdartic:oai:HAL:tel-03299384v1 2023-05-15T13:39:22+02:00 Modelling the response of marine Antarctic species to environmental changes: methods, applications and limits Modéliser la réponse des espèces marines Antarctique aux changements environnementaux: méthodes, applications et limites Guillaumot, Charlène Université libre de Bruxelles (ULB) Université Bourgogne Franche-Comté COMUE (UBFC) Université Libre de Bruxelles Université de Bourgogne Franche-Comté Bruno DANIS Thomas SAUCEDE 2021-07-09 https://tel.archives-ouvertes.fr/tel-03299384 https://tel.archives-ouvertes.fr/tel-03299384/document https://tel.archives-ouvertes.fr/tel-03299384/file/Thesis%20final%20C%20GUILLAUMOT%20HAL.pdf en eng HAL CCSD tel-03299384 https://tel.archives-ouvertes.fr/tel-03299384 https://tel.archives-ouvertes.fr/tel-03299384/document https://tel.archives-ouvertes.fr/tel-03299384/file/Thesis%20final%20C%20GUILLAUMOT%20HAL.pdf info:eu-repo/semantics/OpenAccess https://tel.archives-ouvertes.fr/tel-03299384 Biodiversity and Ecology. Université Libre de Bruxelles; Université de Bourgogne Franche-Comté, 2021. English ecological modelling Southern Ocean benthic species modelling performance methodological improvements modélisation écologique Ocean austral espèces benthiques performance des modèles améliorations méthodologiques [SDE.BE]Environmental Sciences/Biodiversity and Ecology [SDV.EE.BIO]Life Sciences [q-bio]/Ecology environment/Bioclimatology [SDU.STU.OC]Sciences of the Universe [physics]/Earth Sciences/Oceanography info:eu-repo/semantics/doctoralThesis Theses 2021 ftccsdartic 2021-10-23T23:09:15Z Among tools that are used to fill knowledge gaps on natural systems, ecological modelling has been widely applied during the last two decades. Ecological models are simple representations of a complex reality. They allow to highlight environmental drivers of species ecological niche and better understand species responses to environmental changes. However, applying models to Southern Ocean benthic organisms raises several methodological challenges. Species presence datasets are often aggregated in time and space nearby research stations or along main sailing routes. Data are often limited in number to correctly describe species occupied space and physiology. Finally, environmental datasets are not precise enough to accurately represent the complexity of marine habitats. Can we thus generate performant and accurate models at the scale of the Southern Ocean ? What are the limits of such approaches ? How could we improve methods to build more relevant models ? In this PhD thesis, three different model categories have been studied and their performance evaluated. (1) Mechanistic physiological models (Dynamic Energy Budget models, DEB) simulate how the abiotic environment influences individual metabolism and represent the species fundamental niche. (2) Species distribution models (SDMs) predict species distribution probability by studying the relationship between species presences and the environment. They represent the species realised niche. (3) Dispersal lagrangian models predict the drift of propagules in water masses. Results show that physiological models can be developed for marine Southern Ocean species to simulate the metabolic variations in link with the environment and predict population dynamics. However, more data are necessary to highlight detailed physiological contrasts between populations and to accurately evaluate models. Results obtained for SDMs suggest that models generated at the scale of the Southern Ocean and future simulations are not relevant, given the lack of data available to characterise ... Doctoral or Postdoctoral Thesis Antarc* Antarctic Antarctique* Southern Ocean Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe) Antarctic Southern Ocean Austral
institution Open Polar
collection Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
op_collection_id ftccsdartic
language English
topic ecological modelling
Southern Ocean
benthic species
modelling performance
methodological improvements
modélisation écologique
Ocean austral
espèces benthiques
performance des modèles
améliorations méthodologiques
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDV.EE.BIO]Life Sciences [q-bio]/Ecology
environment/Bioclimatology
[SDU.STU.OC]Sciences of the Universe [physics]/Earth Sciences/Oceanography
spellingShingle ecological modelling
Southern Ocean
benthic species
modelling performance
methodological improvements
modélisation écologique
Ocean austral
espèces benthiques
performance des modèles
améliorations méthodologiques
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDV.EE.BIO]Life Sciences [q-bio]/Ecology
environment/Bioclimatology
[SDU.STU.OC]Sciences of the Universe [physics]/Earth Sciences/Oceanography
Guillaumot, Charlène
Modelling the response of marine Antarctic species to environmental changes: methods, applications and limits
topic_facet ecological modelling
Southern Ocean
benthic species
modelling performance
methodological improvements
modélisation écologique
Ocean austral
espèces benthiques
performance des modèles
améliorations méthodologiques
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDV.EE.BIO]Life Sciences [q-bio]/Ecology
environment/Bioclimatology
[SDU.STU.OC]Sciences of the Universe [physics]/Earth Sciences/Oceanography
description Among tools that are used to fill knowledge gaps on natural systems, ecological modelling has been widely applied during the last two decades. Ecological models are simple representations of a complex reality. They allow to highlight environmental drivers of species ecological niche and better understand species responses to environmental changes. However, applying models to Southern Ocean benthic organisms raises several methodological challenges. Species presence datasets are often aggregated in time and space nearby research stations or along main sailing routes. Data are often limited in number to correctly describe species occupied space and physiology. Finally, environmental datasets are not precise enough to accurately represent the complexity of marine habitats. Can we thus generate performant and accurate models at the scale of the Southern Ocean ? What are the limits of such approaches ? How could we improve methods to build more relevant models ? In this PhD thesis, three different model categories have been studied and their performance evaluated. (1) Mechanistic physiological models (Dynamic Energy Budget models, DEB) simulate how the abiotic environment influences individual metabolism and represent the species fundamental niche. (2) Species distribution models (SDMs) predict species distribution probability by studying the relationship between species presences and the environment. They represent the species realised niche. (3) Dispersal lagrangian models predict the drift of propagules in water masses. Results show that physiological models can be developed for marine Southern Ocean species to simulate the metabolic variations in link with the environment and predict population dynamics. However, more data are necessary to highlight detailed physiological contrasts between populations and to accurately evaluate models. Results obtained for SDMs suggest that models generated at the scale of the Southern Ocean and future simulations are not relevant, given the lack of data available to characterise ...
author2 Université libre de Bruxelles (ULB)
Université Bourgogne Franche-Comté COMUE (UBFC)
Université Libre de Bruxelles
Université de Bourgogne Franche-Comté
Bruno DANIS
Thomas SAUCEDE
format Doctoral or Postdoctoral Thesis
author Guillaumot, Charlène
author_facet Guillaumot, Charlène
author_sort Guillaumot, Charlène
title Modelling the response of marine Antarctic species to environmental changes: methods, applications and limits
title_short Modelling the response of marine Antarctic species to environmental changes: methods, applications and limits
title_full Modelling the response of marine Antarctic species to environmental changes: methods, applications and limits
title_fullStr Modelling the response of marine Antarctic species to environmental changes: methods, applications and limits
title_full_unstemmed Modelling the response of marine Antarctic species to environmental changes: methods, applications and limits
title_sort modelling the response of marine antarctic species to environmental changes: methods, applications and limits
publisher HAL CCSD
publishDate 2021
url https://tel.archives-ouvertes.fr/tel-03299384
https://tel.archives-ouvertes.fr/tel-03299384/document
https://tel.archives-ouvertes.fr/tel-03299384/file/Thesis%20final%20C%20GUILLAUMOT%20HAL.pdf
geographic Antarctic
Southern Ocean
Austral
geographic_facet Antarctic
Southern Ocean
Austral
genre Antarc*
Antarctic
Antarctique*
Southern Ocean
genre_facet Antarc*
Antarctic
Antarctique*
Southern Ocean
op_source https://tel.archives-ouvertes.fr/tel-03299384
Biodiversity and Ecology. Université Libre de Bruxelles; Université de Bourgogne Franche-Comté, 2021. English
op_relation tel-03299384
https://tel.archives-ouvertes.fr/tel-03299384
https://tel.archives-ouvertes.fr/tel-03299384/document
https://tel.archives-ouvertes.fr/tel-03299384/file/Thesis%20final%20C%20GUILLAUMOT%20HAL.pdf
op_rights info:eu-repo/semantics/OpenAccess
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