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具有有理频率分布的 Kuramoto 模型的低维动力学。

Low-dimensional dynamics of the Kuramoto model with rational frequency distributions.

机构信息

Department of Mathematics, Trinity College, Hartford, Connecticut 06106, USA.

出版信息

Phys Rev E. 2018 Aug;98(2-1):022207. doi: 10.1103/PhysRevE.98.022207.

Abstract

The Kuramoto model is a paradigmatic tool for studying the dynamics of collective behavior in large ensembles of coupled dynamical systems. Over the past decade a great deal of progress has been made in analytical descriptions of the macroscopic dynamics of the Kuramoto model, facilitated by the discovery of Ott and Antonsen's dimensionality reduction method. However, the vast majority of these works relies on a critical assumption where the oscillators' natural frequencies are drawn from a Cauchy, or Lorentzian, distribution, which allows for a convenient closure of the evolution equations from the dimensionality reduction. In this paper we investigate the low-dimensional dynamics that emerge from a broader family of natural frequency distributions, in particular, a family of rational distribution functions. We show that, as the polynomials that characterize the frequency distribution increase in order, the low-dimensional evolution equations become more complicated, but nonetheless the system dynamics remain simple, displaying a transition from incoherence to partial synchronization at a critical coupling strength. Using the low-dimensional equations we analytically calculate the critical coupling strength corresponding to the onset of synchronization and investigate the scaling properties of the order parameter near the onset of synchronization. These results agree with calculations from Kuramoto's original self-consistency framework, but we emphasize that the low-dimensional equations approach used here allows for a true stability analysis categorizing the bifurcations.

摘要

库仑模型是研究大量耦合动力系统集体行为动力学的典范工具。在过去的十年中,通过发现 Ott 和 Antonsen 的降维方法,对库仑模型的宏观动力学进行了分析性描述,取得了很大的进展。然而,这些工作中的绝大多数都依赖于一个关键假设,即振荡器的自然频率取自 Cauchy 或 Lorentzian 分布,这允许从降维方便地封闭演化方程。在本文中,我们研究了从更广泛的自然频率分布家族中出现的低维动力学,特别是一族有理分布函数。我们表明,随着表征频率分布的多项式阶数增加,低维演化方程变得更加复杂,但系统动力学仍然简单,在临界耦合强度下显示出从非相干到部分同步的转变。我们使用低维方程分析计算了同步开始时的临界耦合强度,并研究了同步开始时序参数的标度性质。这些结果与 Kuramoto 的原始自洽框架的计算结果一致,但我们强调,这里使用的低维方程方法允许对分岔进行真正的稳定性分析分类。

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