FROM INDIVIDUAL TO COLLECTIVE BEHAVIOUR OF COUPLED VELOCITY JUMP PROCESSES: A LOCUST EXAMPLE
Authored by Radek Erban, Jan Haskovec
Date Published: 2012
DOI: 10.3934/krm.2012.5.817
Sponsors:
European Union
European Research Council (ERC)
Platforms:
No platforms listed
Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
Model code not found
Abstract
A class of stochastic individual-based models, written in terms of
coupled velocity jump processes, is presented and analysed. This
modelling approach incorporates recent experimental findings on the
behaviour of locusts. It exhibits nontrivial dynamics with a pitchfork
bifurcation and recovers the observed group directional switching.
Estimates of the expected switching times, in terms of the number of
individuals and values of the model coefficients, are obtained using the
corresponding Fokker-Planck equation. In the limit of large populations, a system of two kinetic equations (with nonlocal and nonlinear right
hand side) is derived and analyzed. The existence of its solutions is
proven and the system's long-time behaviour is investigated. Finally, a
first step towards the mean field limit of topological interactions is
made by studying the effect of shrinking the interaction radius in the
individual-based model.
Tags
models
flocking
Convergence
Equation
Motion
Stochastic particle approximation
Keller-segel system