Coupled map lattice approximations for spatially explicit individual-based models of ecology
Authored by DJT Sumpter, A Brannstrom
Date Published: 2005
DOI: 10.1016/j.bulm.2004.09.006
Sponsors:
No sponsors listed
Platforms:
Swarm
MATLAB
Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
Model code not found
Abstract
Spatially explicit individual-based models are widely used in ecology
but they are often difficult to treat analytically. Despite their
intractability they often exhibit clear temporal and spatial patterning.
We demonstrate how a spatially explicit individual-based model of
scramble competition with local dispersal can be approximated by a
stochastic coupled map lattice. The approximation disentangles the
deterministic and stochastic element of local interaction and dispersal.
We are thus able to understand the individual-based model through a
simplified set of equations. In particular, we demonstrate that
demographic noise leads to increased stability in the dynamics of
locally dispersing single-species populations. The coupled map lattice
approximation has general application to a range of spatially explicit
individual-based models. It provides a new alternative to current
approximation techniques, such as the method of moments and
reaction-diffusion approximation, that captures both stochastic effects
and large-scale patterning arising in individual-based models. \©
2004 Society for Mathematical Biology. Published by Elsevier Ltd. All
rights reserved.
Tags
Competition
Simulation
Evolution
Dispersal
Chaos
Epidemic
Population-dynamics
Intermediate-scale
Determinism
Densities