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Coral Gables, Florida May 2002

UNIVERSITY OF MIAMI. EXPERIMENTAL PHASE SYNCHRONIZATION OF CHAOS IN A PLASMA DISCHARGE By Catalin Mihai Ticos A Dissertation Presented in Partial Fulfillment of the Requirements for the Degree Doctor of Philosophy. Coral Gables, Florida May 2002.

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Coral Gables, Florida May 2002

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  1. UNIVERSITY OF MIAMI EXPERIMENTAL PHASE SYNCHRONIZATION OF CHAOS IN A PLASMA DISCHARGEByCatalin Mihai TicosA Dissertation Presented in PartialFulfillment of the Requirements for the DegreeDoctor of Philosophy Coral Gables, Florida May 2002

  2. 1. Introduction 2. Dynamics of Continuous Chaotic Systems The Lorenz Attractor The Rössler Attractor The Chua Attractor Chaotic Semiconductor Lasers Chaotic Plasma Discharges3. Control and Synchronization of Chaotic Systems Methods of Controlling Chaos The Ott-Grebogi-Yorke Method Pyraga’s Method Pecora and Carrol Method Synchronization of Identical Systems4. Phase Synchronization of Chaos Phase of a Periodic Oscillator Phase of Noisy Oscillators Phase of Chaotic Oscillators Dynamics of the Phase of Chaotic Oscillators Phase Synchronization with an External Periodic Force5. Phase Synchronization of Chaos in a Plasma Discharge Phase Synchronization of the Discharge Light Intensity Real-Time Phase Synchronization of the Current Discharge Driving a Chaotic Plasma with an Information Signal6. Phase Synchronization of Chaos Between a Plasma Discharge and the Chua Circuit

  3. Chaos Theory James A. Yorke: “In this paper we analyze a situation in which the sequence…is non-periodic and might be called chaotic” “Period Three Implies Chaos”, Amer. Math. Soc., 82 (1975) 985-992 Chaos theory is the study of apparently random behavior of deterministic systems. Where do we find Chaos? In Physics, Engineering, and Biology : Plasma discharges, Electronic circuits,Lasers, Fluid flows, Granular media, Mechanical tools,Neurons, Heart Muscle, Oscillations of Lakes, Weather models

  4. The solution is called a strange attractor. -It oscillates irregularly, never exactly repeating. -It is bounded. Ed Lorenz found :

  5. O.E. Rössler (1976) simplified the Lorenz system and obtained an attractor with a single spiral:

  6. Aperiodic: A chaotic signal looks like a burst of irregular pulses

  7. Sensitive dependence on initial conditions: Two initially nearby trajectories (green and red) separate exponentially fast in time.

  8. Chaos Characterization Lyapunov Exponents Largest Lyapunov Exponent: For a 3-dim system we have 3 exponents: Chaos: λ1 >0 λ2 =0 , where | λ3| > | λ1| => λ1 + λ2 + λ3 <0 λ3 <0 Periodic Torus : λ1 = 0 λ2 = 0 λ3 < 0 Periodic Cycle : λ1 = 0 λ2 < 0 λ3 < 0

  9. Lyapunov Dimension If k is the largest integer for which then we define Fractal Dimension For regular geometrical shapes D0 is an integer. For 3-dim Chaotic Attractors: 2 < D0 < 3

  10. Chua Circuit

  11. Chua System Change of Variables: x=VC1, y=VC2, z=RiL, α=C2/C1, β=R2(C2/L) Power Spectrum Attractor

  12. Nonlinear and Chaotic Plasma Discharges • Nonlinear spatial structures (striations) and stability analysisin RF Ar plasmas: • R. A. Goldstein et al, Phys. Fluids 22 (1979), 231 • M. A. Huerta et al, Phys. Rev. A 26 (1982), 539 • J. A. Walkenstein et al., Phys. Lett. A261 (1999), 183 • Chaotic oscillations of the current, light flux, and bifurcation route to chaos in glow discharges in Ar, He and Ne, and thermoionic discharges in Ar: • P.Y. Cheung et al., Phys. Rev. Lett.59 (1987), 551 • T. Braun et al., Phys. Rev. Lett. 59 (1987), 613 • T. Mausbach et al. , Phys. Plasmas 6 (1999), 3817

  13. Models for a chaotic plasma: Metastables are important in obtaining self sustained oscillations in the positive column of a dc discharge: V. O. Papanyan et al., Int. J. Bifurc. Chaos 4 (1994), 1495 Where n, m are the electron and metastable concentrations, n and m are the lifetimes; P is the rate of metastable production Z is the effective ionization rate where m0, n0 are the equilibrium values Ni+1 =Ni (1-Ni) (bifurcation similar to the logistic map)

  14. Control of Chaos • OGY method (Ott-Grebogi-Yorke ‘89) Stabilization on a periodic orbit by a small time-dependent perturbation of one systems’ parameter • Pyragas’ method Stabilization on a periodic orbit by delayed feedback • Complete Synchronization of Chaos (Pecora and Carroll ‘90) Synchronization trough coupling between identical systems

  15. Complete Synchronization of Chaos (Pecora and Carroll ‘90)

  16. V(2)C2(t) and V(1)C2(t) for R=878 V(2)C2 vs. V(1)C2 :

  17. V(2)C2(t) andV(1)C1(t) for R=1116

  18. For the Rössler attractor an angle coordinate can be introduced as the oscillator phase Φ. A sharp peak in the power spectrum indicates thepresence of a dominant frequency of oscillation f=0.164.

  19. We sample the trajectory at f=0.164. The points are scattered all over the attractor due to chaotic phase diffusion.

  20. We introduce in the system a small perturbation P = A sin (2πft), called pacer : where f=0.164 is the dominant frequency and A=0.007 Phase Synchronization of Chaos: We sample the trajectory of the paced System at the pacer frequency and we get points that are located nearby each other, within a limited range. -E. Rosa, Jr., et al (1998) Phys. Rev. Lett.80, 1642-1645; -M.G. Rosenblum et al (1996) Phys. Rev. Lett.76, 1804-1807;

  21. Phase synchronization of the plasma discharge current C. M. Ticos et al (2000) Phys. Rev. Lett.85, 2929-2932;

  22. Attractor of the chaotic plasma Lyapunov exponents and dimension: The plasma power spectrum shows a peak at f=6960 Hz

  23. Stroboscopic sections in the plasma attractor at 6960 Hz Sampled points in (r,) plane

  24. Phase synchronization of plasma Stroboscopic sections in the paced plasma attractor; Pacer amplitude and frequency A=0.4 V, f=6960 Hz Sampled points in (r,) plane of the paced plasma

  25. Phase synchronization of the plasma light flux Rosa, Jr., E. et al (2000) Int. J. Bifurc. Chaos 10, 2551-2563;

  26. Attractor of the local light intensity reconstructed by time-delay embedding Fractal Dimension D0= 2.18 Power spectrum of the light intensity fpeak= 3850 Hz

  27. Stroboscopic sections in the plasma attractor at 3850 Hz Stroboscopic sections in the paced plasma attractor; Pacer amplitude and frequency A~1V, f=3850 Hz

  28. We explore the region of phase synchronization (green circles) in the pacer parameter space (frequency - amplitude), the Arnold Tongue .

  29. Real-time power spectrum of the plasma oscillation in LabVIEW (resolution of 1 Hz)

  30. Real-time phase synchronization in LabVIEW Sampling at the frequency of the Pacer Real-time unsynchronized plasma in LabVIEW

  31. Real-time phase synchronization in LabVIEW Sampling at twice the frequency of the Pacer

  32. Numerical Model for the Experimental Set-up We apply Kirchoff’s law on the two loops: Plasma-Resistor-Source, and Resistor-Inductor-Capacitor -Lp is the parasitic inductance of the discharge; -Vp (I1) is the nonlinear voltage-current characteristic of the plasma; -E is the high voltage.

  33. Change of variables: and the system becomes: where The values corresponding to our experiment are: R=30KΩ , C=3.5 pF, L=30mH, Lp=4mH, E=850V, m0=-136.53 V/mA, m1= -7.46 V/mA ,

  34. Numerical attractor of the plasma in the our specific set-up

  35. A harmonic signal, from a CD player, drives the plasma -We retrieve the driving signal in the negative light of the discharge when the plasma oscillates with period 2 -In the chaotic regime the chaos covers the driving signal W.B. Pardo et al. (2001) Phys. Lett. A 284, 259-265 ;

  36. At a discharge voltage of U=802.1V we measure steady oscillations with a period 2 Attractor of the local light intensity emitted in the cathode region reconstructed by time-delay embedding

  37. The driving signal modulates the local light intensity After subtraction of the driving signal we recover the original period-2 plasma signal

  38. Power spectrum of the periodic plasma oscillation Power spectrum of the driven plasma (plasma is periodic)

  39. Attractor of the plasma at U=830.1 V in chaotic regime Chaotic plasma local light intensity (grey) and driving signal (black)

  40. Power spectrum of the chaotic plasma oscillation Power spectrum of the chaotic driven plasma

  41. The Chua circuit is driving the chaotic plasma -Variable coupling through Rc -One way coupling using OP-AMP LM741 -Measured signals: Plasma Light Flux Chua Voltage VC2 E. Rosa, Jr., et al, To be published

  42. We tune the two uncoupled systems until they show nearly the same dominant frequency in their power spectrum. The frequency mismatch of the peaks is about Δf ≈ 50 Hz.

  43. Time delay embedding is used to reconstruct the attractors of the two uncoupled systems. The delay is 2TS, where TS is the acquisition rate TS= 50µs.

  44. We then couple the systems at Rc=0.7 KΩ. The peaks in the power spectrum are at exactly the same frequency.

  45. We compute the phase of the acquired signals by using the Hilbert Transform(H): u (t)= arbitrary signal H (u(t)) = phase shift with π/2 of each component in the power spectrum of u (t), at any moment t. Instantaneous phase: Condition for Phase Synchronization:

  46. We compute the phase difference ΔΦ = ΦChua - Φplasma of the time series acquired for different coupling strengths Rc Average time  of chaotic transients:

  47. Plasma Light Flux vs. Chua Voltage VC2 During phase synchronization, the phase difference between the two signals is constant while their amplitudes remain chaotic During a phase jump with 2 we observe on the scope a burst perpendicular on the 45º line

  48. CONCLUSIONS • Showed phase synchronization between the plasma discharge current • and a periodic low-voltage sine wave • Showed phase synchronization between the plasma discharge light flux • and a periodic low-voltage sine wave • Found the whole region of phase synchronization, in the space of amplitude and frequency (A, f) of the pacing voltage • Drove the plasma discharge with a harmonic signal • Showed phase synchronization between a plasma discharge and the Chua electronic circuit. • 3 published papers, 1 submitted

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