Collective mode reductions for populations of coupled noisy oscillators
Abstract
We analyze accuracy of different low-dimensional reductions of the collective dynamics in large populations of coupled phase oscillators with intrinsic noise. Three approximations are considered: (i) the Ott-Antonsen ansatz, (ii) the Gaussian ansatz, and (iii) a two-cumulant truncation of the circular cumulant representation of the original system's dynamics. For the latter we suggest a closure, which makes the truncation, for small noise, a rigorous first-order correction to the Ott-Antonsen ansatz, and simultaneously is a generalization of the Gaussian ansatz. The Kuramoto model with intrinsic noise, and the population of identical noisy active rotators in excitable states with the Kuramoto-type coupling, are considered as examples to test validity of these approximations. For all considered cases, the Gaussian ansatz is found to be more accurate than the Ott-Antonsen one for high-synchrony states only. The two-cumulant approximation is always superior to both other approximations.
Keywords
Cite
@article{arxiv.1808.07833,
title = {Collective mode reductions for populations of coupled noisy oscillators},
author = {Denis S. Goldobin and Irina V. Tyulkina and Lyudmila S. Klimenko and Arkady Pikovsky},
journal= {arXiv preprint arXiv:1808.07833},
year = {2018}
}
Comments
7 pages, 4 figures [compared to the journal version, typo in Eq.(22) corrected]