Hybrid Modelling of Individual Movement and Collective Behaviour
Authored by Benjamin Franz, Radek Erban
Date Published: 2013
DOI: 10.1007/978-3-642-35497-7_5
Sponsors:
European Union
European Research Council (ERC)
Platforms:
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Model Documentation:
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Mathematical description
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Abstract
Mathematical models of dispersal in biological systems are often written
in terms of partial differential equations (PDEs) which describe the
time evolution of population-level variables (concentrations, densities). A more detailed modelling approach is given by
individual-based (agent-based) models which describe the behaviour of
each organism. In recent years, an intermediate modelling
methodology-hybrid modelling-has been applied to a number of biological
systems. These hybrid models couple an individual-based description of
cells/animals with a PDE-model of their environment. In this chapter, we
overview hybrid models in the literature with the focus on the
mathematical challenges of this modelling approach. The detailed
analysis is presented using the example of chemotaxis, where cells move
according to extracellular chemicals that can be altered by the cells
themselves. In this case, individual-based models of cells are coupled
with PDEs for extracellular chemical signals. Travelling waves in these
hybrid models are investigated. In particular, we show that in contrary
to the PDEs, hybrid chemotaxis models only develop a transient
travelling wave.
Tags
Simulations
systems
Bacterial chemotaxis
Animal groups
Tumor-growth
Populations
Cellular-automaton model
Escherichia-coli
Equations
Pattern-formation