controlling chaos! dylan thomas and alex yang. why control chaos? one may want a system to be used...

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Controlling Chaos! Dylan Thomas and Alex Yang

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Page 1: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Controlling Chaos!

Dylan Thomas and Alex Yang

Page 2: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Why control chaos?

One may want a system to be used for different purposes at different times

Chaos offers flexibility (ability to switch between behaviors as circumstances change)

Small changes produce large effects

Page 3: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

How is it done?

Chaotic systems can be controlled by using the underlying non-linear deterministic structure.

Exploit extreme sensitivity to initial conditions

Use small, appropriately timed changes to bring the system onto the stable manifold of an unstable orbit

Page 4: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Famous examples

Chaotic ribbon

Lorentz equations

Page 5: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

ISEE-3/ICE and the n body problem

Page 6: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Two methods Ott, Grebogi, Yorke: modify parameters of the system to move the

stable manifold to the current system state

Garfinkel et. al. (Proportional perturbation feedback): force the system onto the stable manifold by a small perturbation

Page 7: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

The logistic map

Page 8: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

The Hénon map

Page 9: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Variation of a parameter in the Hénon map

-0.95 -0.9 -0.85 -0.8 -0.75 -0.7 -0.65 -0.6 -0.55 -0.5 -0.45-0.95

-0.9

-0.85

-0.8

-0.75

-0.7

-0.65

-0.6

-0.55

-0.5

-0.45

a=0a=0.01

a=0.02a=0.03

a=0.04a=0.05

a=0.06a=0.07

a=0.08a=0.09

a=0.1a=0.11a=0.12

a=0.13a=0.14a=0.15a=0.16a=0.17a=0.18a=0.19a=0.2

Legend:Green =stable manifoldRed = unstable manifold

Page 10: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Matlab experimental results

0 200 400 600 800 1000 1200-1.4

-1.38

-1.36

-1.34

-1.32

-1.3

-1.28

-1.26

0 200 400 600 800 1000 1200-2

-1.5

-1

-0.5

0

0.5

1

1.5

2

Page 11: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Controlling chaos when the equations determining the system are not known

Let Z1, Z2,…,Zn be a trajectory, or a series of piercing of a Poincare surface-of-section

If two successive Zs are close, then there will be a period one orbit Z* nearby

Find other such close successive pairs of points, which will exist because orbits on a strange attractor are ergodic.

Perform a regression to estimate A, an approximation of the Jacobian matrix, and C, a constant vector.

For period 2 points, proceed the same way, for pairs (Zn, Zn+2)

Page 12: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Altering the dynamics of arrythmia

Page 13: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Cardiac tissue

Page 14: Controlling Chaos! Dylan Thomas and Alex Yang. Why control chaos? One may want a system to be used for different purposes at different times Chaos offers

Neurons

Schiff et al. removed and sectioned the hippocampus of rats (where sensory inputs and distributed to the forebrain) and perfused it with artificial cerebrospinal fluid.