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Synchronization in Nonlinear Systems and Networks

Yuri Maistrenko E-mail: [email protected] you can find me in the room EW 632, Wednesday 13:00-14:00

Lecture 5-6 30.11, 07.12.2011 1

Attractor A is a limiting set in phase space, towards which a evolves over time.

This limiting set A can be:

1) point (equilibrium) 2) curve (periodic orbit) 3) torus (quasiperiodic orbit ) 4) (strange attractor = CHAOS)

Attractor is a closed set with the following properties:

S. Strogatz LORENTZ ATTRACTOR (1963)

a trajectory in the phase space

The Lorenz attractor is generated by the system of 3 differential equations

dx/dt= -10x +10y dy/dt= 28x -y -xz dz/dt= -8/3z +xy. ROSSLER ATTRACTOR (1976)

A trajectory of the Rossler system, t=250

What can we learn from the two exemplary 3-dimensional flow?

If a flow is locally unstable in each point but globally bounded, any open ball of initial points will be stretched out and then folded back. If the equilibria are hyperbolic, the trajectory will be attracted along some eigen-directions and ejected along others. Reducing to discrete dynamics. Lorenz map Lorenz attractor Continues dynamics . Variable z(t) x

Lorenz one-dimensional map Poincare section and Poincare return map

Rossler attractor

Rossler one-dimensional map and How common is chaos in dynamical systems?

To answer the question, we need discrete dynamical systems given by

one-dimensional maps Simplest examples of chaotic maps

xn1  f (xn ), n  0, 1, 2,...

f (x)  2x mod 1 (Bernoulli map)

푎 1 푓 푥 = − 푎 | 푥 − | (tent map) 2 2 f(x)  ax(1 x) (logistic map) Bifurcation diagram of tent map: Chaotic dynamics

one-band chaotic attractor

2-band

4-band 8-b.

homoclinic bifurcation Magnification near the tip shows separated chaotic regions Bifurcation diagram of logistic map: Regular versus chaotic dynamics

푓 푥 = 푎푥 1 − 푥 , 푥 ∈ 0,1 , parameter a ∈ [0,4]

6 5 3 Periodic windowssystem parameter 푎 Periodic windows of the logistic map

(up to period 8) Period-3 window

Suddenly, at 푎 = 3.8284 a period-3 cycle 푃3 arises out of the blue sky and lasts till 푎 = 3.8415

window 푊3 = [3.8284..; 3.8415..]

a=3.8 a=3.835

푃3

Graph of 푓3 푥 = 푓(푓 푓 푥 )

Stable period-3 cycle 푃3 is born in a tangent (or saddle-node) bifurcation Tangent (saddle-node) bifurcation

Moment of tangent bifurcation of 푃3 : parameter 푎 = 1 + 8 = 3.8284 … Intermittency route to chaos

Just before the tangent bifurcation of period-3 cycle 푃3

zoom Cascade of homoclinic bifurcations Cascade of period-doubling bifurcation. Feigenbaum (1978).

Sharkovsky ordering (1964)

For any continuous 1-Dim map, periods of cycles (periodic orbits) are ordered as: “Period three implies chaos” (Li, Yorke 1975)

Period three implies chaos (Li,Yorke1975) Lyapunov exponent for logistic map.

Bifurcation diagram

Lyapunov exponent λ is positive on a nowhere dense Cantor-like set 퐾 of parameter a, and mes 퐾 > 0

parameter a Strange attractor in Henon map (1976)

푎 = 1.4, 푏 = 0.3

Lozi map (1976)