Journal article
Building macroscale models from microscale probabilistic models: A general probabilistic approach for nonlinear diffusion and multispecies phenomena
CJ Penington, BD Hughes, KA Landman
Physical Review E Statistical Nonlinear and Soft Matter Physics | AMER PHYSICAL SOC | Published : 2011
Abstract
A discrete agent-based model on a periodic lattice of arbitrary dimension is considered. Agents move to nearest-neighbor sites by a motility mechanism accounting for general interactions, which may include volume exclusion. The partial differential equation describing the average occupancy of the agent population is derived systematically. A diffusion equation arises for all types of interactions and is nonlinear except for the simplest interactions. In addition, multiple species of interacting subpopulations give rise to an advection-diffusion equation for each subpopulation. This work extends and generalizes previous specific results, providing a construction method for determining the tra..
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Funding Acknowledgements
This work was supported by the Australian Research Council (ARC) Discovery Grant. We also thank Anthony Fernando, Federico Frascoli, Mat Simpson, and the anonymous reviewers.