An equation-free approach to
coupled oscillator dynamics: The Kuramoto model example
Abstract:
We present an equation-free multi-scale approach to the computational
study of the collective dynamics of the Kuramoto model [Chemical Oscillations, Waves, and
Turbulence}, Springer-Verlag (1984)], a prototype model for
coupled oscillator populations. Our study takes place in a reduced
phase space of coarse-grained ``observables" of the system: the first
few moments of the oscillator phase angle distribution. We circumvent
the derivation of explicit dynamical equations (approximately)
governing the evolution of these coarse-grained macroscopic variables;
instead we use the equation-free
framework [Kevrekidis et al., Comm.
Math. Sci. 1 (4), 715
(2003)] to computationally solve these equations without obtaining them
in closed form. In this approach, the numerical tasks for the
conceptually existing but unavailable coarse-grained equations are
implemented through short bursts of appropriately initialized
simulations of the ``fine-scale", detailed coupled oscillator model.
Coarse projective integration and coarse fixed point computations are
illustrated.
International
Journal of Bifurcations and Chaos, accepted for publication, in
press (2005); http://arxiv.org/abs/nlin.AO/0502016
Manuscript available in PDF and PS formats.