Math 2.0

Ordinary differential equations Definition

Synchronization of chaos

Builds on Autonomous systemChaos theory

Definition

Let f ⁣:ℝn→ℝnf \colon \R^n \to \R^n be a locally Lipschitz vector field whose autonomous system x′=f(x)x' = f(x) has chaotic solutions. Let ε>0\varepsilon > 0 and let Γ\Gamma be an n×nn \times n matrix. Consider the coupled system x′=f(x)+εΓ(y−x),y′=f(y)+εΓ(x−y).x' = f(x) + \varepsilon \Gamma (y - x), \qquad y' = f(y) + \varepsilon \Gamma (x - y). The diagonal {(x,y):x=y}\set{(x, y) : x = y} is invariant under this system, and on it each component follows the chaotic system x′=f(x)x' = f(x). The coupled system shows complete synchronization from a set U⊆ℝn×ℝnU \subseteq \R^n \times \R^n of initial states if every solution with (x(0),y(0))∈U(x(0), y(0)) \in U satisfies lim⁡t→∞∥x(t)−y(t)∥=0.\lim_{t \to \infty} \norm{x(t) - y(t)} = 0. Synchronization of chaos refers to such behaviour, with UU a neighbourhood of a chaotic attractor on the diagonal, and to its weaker forms.

Remarks

The difference e=x−ye = x - y satisfies, to first order, e′=(Df(x)−2εΓ)ee' = \big(Df(x) - 2 \varepsilon \Gamma\big) e. Synchronization is stable when the largest Lyapunov exponent of this linear equation along the synchronized orbit, the transverse Lyapunov exponent, is negative.

Example: let f(x)=axf(x) = a x be scalar with a>0a > 0, which is not chaotic but shows the mechanism, and Γ=1\Gamma = 1. Then e′=(a−2ε)ee' = (a - 2\varepsilon) e exactly, so e(t)→0e(t) \to 0 for every initial state exactly when ε>a/2\varepsilon > a/2.

Non-example: for ε=0\varepsilon = 0 the two copies are uncoupled, and for a chaotic ff nearby initial states separate, so ∥x(t)−y(t)∥\norm{x(t) - y(t)} does not tend to 00 for most initial states.

Weaker forms are phase synchronization, where only the phases of oscillations lock, and generalized synchronization, where y(t)−ψ(x(t))→0y(t) - \psi(x(t)) \to 0 for some function ψ\psi.

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Further reading

  1. Web https://en.wikipedia.org/wiki/Synchronization_of_chaos
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MSC34D06, 37D45
DefinesSynchronization of chaos
UsesAutonomous system, Chaos theory

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