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# Computer practical lessons for course"From order to chaos" education program

## Topic "Fractal properties of the critical attractor at the onset of chaos via period-doubling cascade"

1. Compose a program to locate unstable cycles of period 2, 4, 8,...2k for logistic map at the critical point and calculate multipliers (stability eigenvalue) for these cycles (up to period 4096).

Hint: Use a well convergent recurrent schema , where f(x) designates a result of 2k -th iteration of the logistic map starting at x.

2. For logistic map draw several levels of the Cantor-like construction of the critical attractor on the computer screen.

3. Compose a program to draw a plot of the Feigenbaum sigma-function.

4. Calculate the Hausdorff dimension D of the critical attractor. For this, compose a program to compute sums and select D to make sums and equal. How does the accuracy depends on the level k?

5. Compose a program to obtain spectrum of the generalized dimensions of Rényi and scaling-spectrum . Draw plots of these functions estimated at different levels k. Compare the data with results of computations on a basis of the two-scale Cantor set model of the critical attractor. Compute as accurate as possible the information and correlation dimensions of the critical attractor.

## Topic "Noise effect onto period-doubling systems"

1. Depict on computer screen a bifurcation tree and Lyapunov exponent plot for logistic map with additive noise: , where is a random sequence generated by computer (with zero mean). Demonstrate that the noise destroys subtle structure of the bifurcation tree with increasing power as we consider higher levels of its organization. How does the noise influence onto position of the border of chaos?

2. Demonstrate scaling on the bifurcation tree and on the Lyapunov exponent plot. For this redraw the plot several times with subsequent rescaling for x by factor , for by factor (here , for Lyapunov exponent by factor 2, and for the noise intensity by factor (the last constant has been found first by Crutchfield et al.).

3. Invent a way to utilize the scaling property to estimate the noise scaling constant for mappings with extremum of order N=4, 6, and 8.

4. Draw the charts of Lyapunov exponents for cubic map at different values of the noise amplitude. How is the chaos border transformed and how is changed location of regimes of maximal stability? main education this page only top

Saratov group
of theoretical nonlinear
dynamics