How the Spatial Position of Individuals Affects Their Influence on Swarms: A Numerical Comparison of Two Popular Swarm Dynamics Models
Authored by Iain D Couzin, Allison Kolpas, Michael Busch, Hong Li, Linda Petzold, Jeff Moehlis
Date Published: 2013
DOI: 10.1371/journal.pone.0058525
Sponsors:
United States Office of Naval Research (ONR)
US Army Research Office
Collaborative Biotechnologies
Army Research Office
Platforms:
C
Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
Model code not found
Abstract
Schools of fish and flocks of birds are examples of self-organized
animal groups that arise through social interactions among individuals.
We numerically study two individual-based models, which recent empirical
studies have suggested to explain self-organized group animal behavior:
(i) a zone-based model where the group communication topology is
determined by finite interacting zones of repulsion, attraction, and
orientation among individuals; and (ii) a model where the communication
topology is described by Delaunay triangulation, which is defined by
each individual's Voronoi neighbors. The models include a tunable
parameter that controls an individual's relative weighting of attraction
and alignment. We perform computational experiments to investigate how
effectively simulated groups transfer information in the form of
velocity when an individual is perturbed. A cross-correlation function
is used to measure the sensitivity of groups to sudden perturbations in
the heading of individual members. The results show how relative
weighting of attraction and alignment, location of the perturbed
individual, population size, and the communication topology affect group
structure and response to perturbation. We find that in the
Delaunay-based model an individual who is perturbed is capable of
triggering a cascade of responses, ultimately leading to the group
changing direction. This phenomenon has been seen in self-organized
animal groups in both experiments and nature.
Tags
self-organization
Schools
collective behavior
birds
information
Prey
Animal groups
Fish