Mechanistic modelling of daphnid-algae dynamics within a laboratory microcosm

Dominique Lamonica 1, 2 Ulysse Herbach 3 Frédéric Orias 1 Clément Bernard 1 Sandrine Charles 4, 2 Christelle Lopes 2
1 LEHNA - Laboratoire d'Ecologie des Hydrosystèmes Naturels et Anthropisés
2 Modélisation et écotoxicologie prédictives
Département biostatistiques et modélisation pour la santé et l'environnement [LBBE]
3 LBBE - Laboratoire de Biométrie et Biologie Evolutive - UMR 5558
4 IUF - Institut Universitaire de France
Abstract : Our study describes the functioning of a 2-L laboratory microcosm of two species, daphnids (Daphnia magna) and microalgae (Pseudokirchneriella subcapitata), in two abiotic phases (water column and sedi- ment). We modelled the dynamics of both species and their interactions using a mechanistic model based on coupled ordinary differential equations. The main processes occurring in this two-species microcosm were thus formalised, including growth and settling of algae and growth, survival and grazing of daph- nids. We estimated model parameters by Bayesian inference, using simultaneously all data from multiple experiments specifically conducted for this study. Two types of model verifications were performed: (1) internal verification to validate model structure and parameter estimation method using all data simul- taneously; and (2) external verification to validate the ability of the model to be applied under new sediment conditions. For all parameters, we obtained biologically realistic values and reasonable uncer- tainties. The first verification step allowed us to confirm the modelled processes and the benefits of our parameter estimation method. The second one confirmed the ability of the model to describe microcosm functioning under different abiotic conditions. This innovative combination of mechanistic modelling and model-guided experiments revealed successful to understand the algae-daphnid microcosm func- tioning. This approach appears promising and can be applied to various issues in the ecological and ecotoxicological fields.
Keywords : Bayesian inference Species interactions Model-guided experiments Daphnia magna Pseudokirchneriella subcapitata
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Journal articles
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Submitted on : Wednesday, March 2, 2016 - 3:24:24 PM
Last modification on : Friday, June 7, 2019 - 7:47:10 PM

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Dominique Lamonica, Ulysse Herbach, Frédéric Orias, Clément Bernard, Sandrine Charles, et al.. Mechanistic modelling of daphnid-algae dynamics within a laboratory microcosm. Ecological Modelling, Elsevier, 2016, 320, pp.213-230. ⟨10.1016/j.ecolmodel.2015.09.020⟩. ⟨hal-01281672⟩

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