Math 2.0

Ordinary differential equations Example

Kuramoto model

Builds on Synchronization of chaos

Example

Let N≥2N \ge 2, let K≥0K \ge 0 be a coupling strength, and let ω1,…,ωN∈ℝ\omega_1, \ldots, \omega_N \in \R be natural frequencies. The Kuramoto model is the autonomous system for phases θ1,…,θN∈ℝ/2πℤ\theta_1, \ldots, \theta_N \in \R / 2\pi\Z: θi′=ωi+KN∑j=1Nsin⁡(θj−θi),i=1,…,N.\theta_i' = \omega_i + \frac{K}{N} \sum_{j=1}^{N} \sin(\theta_j - \theta_i), \qquad i = 1, \ldots, N. Each oscillator turns at its own speed and is pulled towards the phases of the others.

For N=2N = 2 the phase difference ψ=θ2−θ1\psi = \theta_2 - \theta_1 satisfies ψ′=(ω2−ω1)−Ksin⁡ψ.\psi' = (\omega_2 - \omega_1) - K \sin \psi. If K>0K > 0 and K≥∣ω2−ω1∣K \ge \abs{\omega_2 - \omega_1}, this equation has an equilibrium ψ∗\psi^* with sin⁡ψ∗=(ω2−ω1)/K\sin \psi^* = (\omega_2 - \omega_1)/K. Then the two oscillators lock their phases at the difference ψ∗\psi^* and turn at the common speed (ω1+ω2)/2(\omega_1 + \omega_2)/2. If K<∣ω2−ω1∣K < \abs{\omega_2 - \omega_1}, then ψ′≠0\psi' \ne 0 always, and the phases drift apart.

Remarks

The degree of synchrony is measured by the order parameter reiϕ=1N∑jeiθjr e^{i\phi} = \frac{1}{N} \sum_j e^{i \theta_j}, with 0≤r≤10 \le r \le 1. With it the equations become θi′=ωi+Krsin⁡(ϕ−θi)\theta_i' = \omega_i + K r \sin(\phi - \theta_i), so each oscillator couples only to the mean field. In the limit N→∞N \to \infty with frequencies drawn from a symmetric unimodal density gg, a partially synchronized state with r>0r > 0 appears when KK exceeds Kc=2/(πg(0))K_c = 2 / (\pi g(0)). For the Lorentzian density g(ω)=γ/(π(γ2+ω2))g(\omega) = \gamma / (\pi(\gamma^2 + \omega^2)) this gives Kc=2γK_c = 2\gamma, and the stationary order parameter is r=1−Kc/Kr = \sqrt{1 - K_c/K} for K>KcK > K_c.

Kuramoto introduced the model in 1975. It is the basic model of synchronization of oscillators in physics, chemistry and biology.

Reading path

To understand this page from the ground up, read these 2 pages in order. The foundations come first.

Show the path as a graph
Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
  • no evidence level
  1. Synchronization of chaos concept
  2. Kuramoto model example

Further reading

  1. Web https://en.wikipedia.org/wiki/Kuramoto_model
About this page
TagC2V5P3G2FS
URIm2://C2V5P3G2FS
Kindexample
WritingW0 stub
MSC34C15, 34D06, 92B25
Instance ofAutonomous system
UsesSynchronization of chaos
Same as

Markdown · JSON · Edit on GitHub

What this page needs for W1

  • an inventory row: the row of the inventory that the node accounts for (0 of 1)
  • a source with a locator (0 of 1)

The writing levels say how complete the text of a page is. They do not measure its truth.

What links here

No page links to this page yet.