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Modelling Population Dynamics in Realistic Landscapes with Linear Elements: A Mechanistic-Statistical Reaction-Diffusion Approach. | LitMetric

AI Article Synopsis

  • A new hybrid model combining 2D and 1D reaction-diffusion equations is developed to study species dynamics in landscapes intersected by linear features like roads.
  • The model was applied to the expansion of the tiger mosquito Aedes albopictus in France, demonstrating a strong fit with real observation data related to infestation levels.
  • Results indicate that incorporating 1D corridors, such as highways, significantly enhances model accuracy and predictive power for understanding species distribution compared to traditional models.

Article Abstract

We propose and develop a general approach based on reaction-diffusion equations for modelling a species dynamics in a realistic two-dimensional (2D) landscape crossed by linear one-dimensional (1D) corridors, such as roads, hedgerows or rivers. Our approach is based on a hybrid "2D/1D model", i.e, a system of 2D and 1D reaction-diffusion equations with homogeneous coefficients, in which each equation describes the population dynamics in a given 2D or 1D element of the landscape. Using the example of the range expansion of the tiger mosquito Aedes albopictus in France and its main highways as 1D corridors, we show that the model can be fitted to realistic observation data. We develop a mechanistic-statistical approach, based on the coupling between a model of population dynamics and a probabilistic model of the observation process. This allows us to bridge the gap between the data (3 levels of infestation, at the scale of a French department) and the output of the model (population densities at each point of the landscape), and to estimate the model parameter values using a maximum-likelihood approach. Using classical model comparison criteria, we obtain a better fit and a better predictive power with the 2D/1D model than with a standard homogeneous reaction-diffusion model. This shows the potential importance of taking into account the effect of the corridors (highways in the present case) on species dynamics. With regard to the particular case of A. albopictus, the conclusion that highways played an important role in species range expansion in mainland France is consistent with recent findings from the literature.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4795701PMC
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0151217PLOS

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