Building macroscale models from microscale probabilistic models: A general probabilistic approach for nonlinear diffusion and multispecies phenomena

Catherine J. Penington, Barry D. Hughes, and Kerry A. Landman
Phys. Rev. E 84, 041120 – Published 17 October 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 transport coefficients in terms of a single conditional transition probability, which depends on the occupancy of sites in an influence region. These coefficients characterize the diffusion of agents in a crowded environment in biological and physical processes.

  • Figure
  • Received 17 May 2011

DOI:https://doi.org/10.1103/PhysRevE.84.041120

©2011 American Physical Society

Authors & Affiliations

Catherine J. Penington, Barry D. Hughes, and Kerry A. Landman*

  • Department of Mathematics and Statistics, University of Melbourne, Victoria 3010, Australia

  • *kerryl@unimelb.edu.au

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Issue

Vol. 84, Iss. 4 — October 2011

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