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Stable Chaos
Study the relation between the chaotic
 dynamic system and the stability of
             equilibrium




            Xiong Wang 王雄
Supervised by: Chair Prof. Guanrong Chen
    Centre for Chaos and Complex Networks
         City University of Hong Kong
Some interesting
questions?
 Ifyou are given a simple 3D ODE
  system that has only one stable
  equilibrium, what would you predict its
  dynamics to be, stable or periodic?
 Could such a system also generate
  chaotic dynamic?
 Generally, what’s the relation between
  the chaotic dynamic system and the
  stability of equilibrium?
               Xiong Wang:Email:wangxiong8686@gmail.com   2
PART 1
INTRODUCTION
Equilibrium
 An  equilibrium (or fixed point) of a dynamical
  system generated by an autonomous system
  of ordinary differential equations (ODEs) is a
  solution that does not change with time.
 The ODE x = f ( x ) has an equilibrium
               &
  solution xe , if f ( xe ) = 0
 Finding such equilibria, i.e., solving the f ( x) = 0
  equation is easy only in a few special cases.

                  Xiong Wang:Email:wangxiong8686@gmail.com   4
Jacobian Matrix
 Thestability of typical equilibria of smooth
 ODEs is determined by the sign of real part of
 eigenvalues of the Jacobian matrix.




               Xiong Wang:Email:wangxiong8686@gmail.com   5
Hyperbolic Equilibria
 The  eigenvalues of J determine linear
  stability properties of the equilibrium.
 An equilibrium is stable if all eigenvalues
  have negative real parts; it is unstable if at
  least one eigenvalue has positive real part.
 The equilibrium is said to be hyperbolic if all
  eigenvalues of the Jacobian matrix have non-
  zero real parts.

                Xiong Wang:Email:wangxiong8686@gmail.com   6
Hartman-Grobman Theorem
 Hyperbolic  equilibria are robust: Small
  perturbations do not change qualitatively the
  phase portrait near the equilibria.
 The local phase portrait of a hyperbolic
  equilibrium of a nonlinear system is
  equivalent to that of its linearization.



                Xiong Wang:Email:wangxiong8686@gmail.com   7
Equilibrium in 3D
3 real eigenvalues case




           Xiong Wang:Email:wangxiong8686@gmail.com   8
Equilibrium in 3D
1 real+ 2 complex-conjugate




          Xiong Wang:Email:wangxiong8686@gmail.com   9
Non-hyperbolic equilibria
 Ifat least one eigenvalue of the Jacobian
  matrix is zero or has a zero real part, then the
  equilibrium is said to be non-hyperbolic.
 Non-hyperbolic equilibria are not robust (i.e.,
  the system is not structurally stable)




                Xiong Wang:Email:wangxiong8686@gmail.com   10
 Lorenz System
     x = a( y − x)
      &
    
     y = cx − xz − y
      &
     z = xy − bz ,
    &
     a = 10, b = 8 / 3, c = 28

E. N. Lorenz, “Deterministic non-periodic flow,” J. Atmos. Sci., 20,
   130-141, 1963.

                        Xiong Wang:Email:wangxiong8686@gmail.com       11
 Chen System

  x = a ( y − x)
   &
 
  y = (c − a ) x − xz + cy
   &
  z = xy − bz ,
 &
   a = 35; b = 3; c = 28

G. Chen and T. Ueta, “Yet another chaotic attractor,” Int J. of Bifurcation and Chaos, 9(7),
   1465-1466, 1999.
T. Ueta and G. Chen, “Bifurcation analysis of Chen’s equation,” Int J. of Bifurcation and
   Chaos, 10(8), 1917-1931, 2000.
T. S. Zhou, G. Chen and Y. Tang, “Chen's attractor exists,” Int. J. of Bifurcation and Chaos,
   14, 3167-3178, 2004.    Xiong Wang:Email:wangxiong8686@gmail.com                             12
Xiong Wang:Email:wangxiong8686@gmail.com   13
Rossler System




       Xiong Wang:Email:wangxiong8686@gmail.com   14
PART 2
TWO STABLE
Chaotic system with two stable
equilibria




When r<0.05, there are one saddle and two stable
                     node-foci
         http://arxiv.org/abs/1101.4262
                 Xiong Wang:Email:wangxiong8686@gmail.com   16
Xiong Wang:Email:wangxiong8686@gmail.com   17
LLE for 0<r<0.05




           Xiong Wang:Email:wangxiong8686@gmail.com   18
Chaotic transient1 r=0




           Xiong Wang:Email:wangxiong8686@gmail.com   19
Change the initial condition a
little bit …




           Xiong Wang:Email:wangxiong8686@gmail.com   20
r=0.01, converge at time 6000




           Xiong Wang:Email:wangxiong8686@gmail.com   21
r=0.015, converge at time
17000




           Xiong Wang:Email:wangxiong8686@gmail.com   22
r=0.02




         Xiong Wang:Email:wangxiong8686@gmail.com   23
r=0.02, time 610000




           Xiong Wang:Email:wangxiong8686@gmail.com   24
Question
 Is this chaos? If so,
 How to prove the existence of chaos when r
  is around 0.2~0.5
 When the equilibria are stable…

 while the numerical LLE is positive….




               Xiong Wang:Email:wangxiong8686@gmail.com   25
PART 3
ONE STABLE
Try to find chaotic system
with stable Equilibrium
 Some      criterions for the new system:
1.   One equilibrium
2.   Equation algebraic simple
3.   Stable

To start with, let us first review some of the
  simple Sprott chaotic systems with only one
  equilibrium…
                   Xiong Wang:Email:wangxiong8686@gmail.com   27
Some Sprott systems




          Xiong Wang:Email:wangxiong8686@gmail.com   28
Idea
1.   Sprott systems I, J, L, N and R all have only
     one saddle-focus equilibrium, while systems
     D and E are both degenerate case.
2.   A tiny perturbation to the system may be
     able to change such a degenerate
     equilibrium to a stable one.
3.   Hope it will work…


                  Xiong Wang:Email:wangxiong8686@gmail.com   29
Result (very lucky)




 When   a = 0, it is the Sprott E system;
 when a>0, however, the stability of the single
  equilibrium is fundamentally different
 The single equilibrium become stable

                Xiong Wang:Email:wangxiong8686@gmail.com   30
Equilibria and eigenvalues of
the new system




           Xiong Wang:Email:wangxiong8686@gmail.com   31
The largest Lyapunov
exponent




          Xiong Wang:Email:wangxiong8686@gmail.com   32
The new system:
chaotic attractor with a = 0.006




           Xiong Wang:Email:wangxiong8686@gmail.com   33
Bifurcation diagram
a period-doubling route to chaos




               Xiong Wang:Email:wangxiong8686@gmail.com   34
Phase portraits and frequency
spectrums




       a=0.0                               a=0.0
        06                                   2
          Xiong Wang:Email:wangxiong8686@gmail.com   35
Phase portraits and frequency
spectrums




       a=0.0                            a=0.0
         3                                5
          Xiong Wang:Email:wangxiong8686@gmail.com   36
Attracting basin of the
equilibrium




           Xiong Wang:Email:wangxiong8686@gmail.com   37
Conclusion
 We   reported the finding of a simple three-
  dimensional autonomous chaotic system
  which, very surprisingly, has only one stable
  node-focus equilibrium.
 It has been verified to be chaotic in the sense
  of having a positive largest Lyapunov
  exponent, a fractional dimension, a
  continuous frequency spectrum, and a
  period-doubling route to chaos.
                Xiong Wang:Email:wangxiong8686@gmail.com   38
Open questions
To be further considered:
Ši’lnikov homoclinic criterion?
 not applicable for this case

Rigorous proof of the existence?
 Horseshoe ?
 Coexistence of point attractor and strange
attractor…

Inflation of attraction basin of the equilibrium…
             Xiong Wang:Email:wangxiong8686@gmail.com   39
Xiong Wang 王雄
Centre for Chaos and Complex Networks
City University of Hong Kong
Email: wangxiong8686@gmail.com

                   Xiong Wang:Email:wangxiong8686@gmail.com   40

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Stable chaos

  • 1. Stable Chaos Study the relation between the chaotic dynamic system and the stability of equilibrium Xiong Wang 王雄 Supervised by: Chair Prof. Guanrong Chen Centre for Chaos and Complex Networks City University of Hong Kong
  • 2. Some interesting questions?  Ifyou are given a simple 3D ODE system that has only one stable equilibrium, what would you predict its dynamics to be, stable or periodic?  Could such a system also generate chaotic dynamic?  Generally, what’s the relation between the chaotic dynamic system and the stability of equilibrium? Xiong Wang:Email:wangxiong8686@gmail.com 2
  • 4. Equilibrium  An equilibrium (or fixed point) of a dynamical system generated by an autonomous system of ordinary differential equations (ODEs) is a solution that does not change with time.  The ODE x = f ( x ) has an equilibrium & solution xe , if f ( xe ) = 0  Finding such equilibria, i.e., solving the f ( x) = 0 equation is easy only in a few special cases. Xiong Wang:Email:wangxiong8686@gmail.com 4
  • 5. Jacobian Matrix  Thestability of typical equilibria of smooth ODEs is determined by the sign of real part of eigenvalues of the Jacobian matrix. Xiong Wang:Email:wangxiong8686@gmail.com 5
  • 6. Hyperbolic Equilibria  The eigenvalues of J determine linear stability properties of the equilibrium.  An equilibrium is stable if all eigenvalues have negative real parts; it is unstable if at least one eigenvalue has positive real part.  The equilibrium is said to be hyperbolic if all eigenvalues of the Jacobian matrix have non- zero real parts. Xiong Wang:Email:wangxiong8686@gmail.com 6
  • 7. Hartman-Grobman Theorem  Hyperbolic equilibria are robust: Small perturbations do not change qualitatively the phase portrait near the equilibria.  The local phase portrait of a hyperbolic equilibrium of a nonlinear system is equivalent to that of its linearization. Xiong Wang:Email:wangxiong8686@gmail.com 7
  • 8. Equilibrium in 3D 3 real eigenvalues case Xiong Wang:Email:wangxiong8686@gmail.com 8
  • 9. Equilibrium in 3D 1 real+ 2 complex-conjugate Xiong Wang:Email:wangxiong8686@gmail.com 9
  • 10. Non-hyperbolic equilibria  Ifat least one eigenvalue of the Jacobian matrix is zero or has a zero real part, then the equilibrium is said to be non-hyperbolic.  Non-hyperbolic equilibria are not robust (i.e., the system is not structurally stable) Xiong Wang:Email:wangxiong8686@gmail.com 10
  • 11.  Lorenz System  x = a( y − x) &   y = cx − xz − y &  z = xy − bz , & a = 10, b = 8 / 3, c = 28 E. N. Lorenz, “Deterministic non-periodic flow,” J. Atmos. Sci., 20, 130-141, 1963. Xiong Wang:Email:wangxiong8686@gmail.com 11
  • 12.  Chen System  x = a ( y − x) &   y = (c − a ) x − xz + cy &  z = xy − bz , & a = 35; b = 3; c = 28 G. Chen and T. Ueta, “Yet another chaotic attractor,” Int J. of Bifurcation and Chaos, 9(7), 1465-1466, 1999. T. Ueta and G. Chen, “Bifurcation analysis of Chen’s equation,” Int J. of Bifurcation and Chaos, 10(8), 1917-1931, 2000. T. S. Zhou, G. Chen and Y. Tang, “Chen's attractor exists,” Int. J. of Bifurcation and Chaos, 14, 3167-3178, 2004. Xiong Wang:Email:wangxiong8686@gmail.com 12
  • 14. Rossler System Xiong Wang:Email:wangxiong8686@gmail.com 14
  • 16. Chaotic system with two stable equilibria When r<0.05, there are one saddle and two stable node-foci http://arxiv.org/abs/1101.4262 Xiong Wang:Email:wangxiong8686@gmail.com 16
  • 18. LLE for 0<r<0.05 Xiong Wang:Email:wangxiong8686@gmail.com 18
  • 19. Chaotic transient1 r=0 Xiong Wang:Email:wangxiong8686@gmail.com 19
  • 20. Change the initial condition a little bit … Xiong Wang:Email:wangxiong8686@gmail.com 20
  • 21. r=0.01, converge at time 6000 Xiong Wang:Email:wangxiong8686@gmail.com 21
  • 22. r=0.015, converge at time 17000 Xiong Wang:Email:wangxiong8686@gmail.com 22
  • 23. r=0.02 Xiong Wang:Email:wangxiong8686@gmail.com 23
  • 24. r=0.02, time 610000 Xiong Wang:Email:wangxiong8686@gmail.com 24
  • 25. Question  Is this chaos? If so,  How to prove the existence of chaos when r is around 0.2~0.5  When the equilibria are stable…  while the numerical LLE is positive…. Xiong Wang:Email:wangxiong8686@gmail.com 25
  • 27. Try to find chaotic system with stable Equilibrium  Some criterions for the new system: 1. One equilibrium 2. Equation algebraic simple 3. Stable To start with, let us first review some of the simple Sprott chaotic systems with only one equilibrium… Xiong Wang:Email:wangxiong8686@gmail.com 27
  • 28. Some Sprott systems Xiong Wang:Email:wangxiong8686@gmail.com 28
  • 29. Idea 1. Sprott systems I, J, L, N and R all have only one saddle-focus equilibrium, while systems D and E are both degenerate case. 2. A tiny perturbation to the system may be able to change such a degenerate equilibrium to a stable one. 3. Hope it will work… Xiong Wang:Email:wangxiong8686@gmail.com 29
  • 30. Result (very lucky)  When a = 0, it is the Sprott E system;  when a>0, however, the stability of the single equilibrium is fundamentally different  The single equilibrium become stable Xiong Wang:Email:wangxiong8686@gmail.com 30
  • 31. Equilibria and eigenvalues of the new system Xiong Wang:Email:wangxiong8686@gmail.com 31
  • 32. The largest Lyapunov exponent Xiong Wang:Email:wangxiong8686@gmail.com 32
  • 33. The new system: chaotic attractor with a = 0.006 Xiong Wang:Email:wangxiong8686@gmail.com 33
  • 34. Bifurcation diagram a period-doubling route to chaos Xiong Wang:Email:wangxiong8686@gmail.com 34
  • 35. Phase portraits and frequency spectrums a=0.0 a=0.0 06 2 Xiong Wang:Email:wangxiong8686@gmail.com 35
  • 36. Phase portraits and frequency spectrums a=0.0 a=0.0 3 5 Xiong Wang:Email:wangxiong8686@gmail.com 36
  • 37. Attracting basin of the equilibrium Xiong Wang:Email:wangxiong8686@gmail.com 37
  • 38. Conclusion  We reported the finding of a simple three- dimensional autonomous chaotic system which, very surprisingly, has only one stable node-focus equilibrium.  It has been verified to be chaotic in the sense of having a positive largest Lyapunov exponent, a fractional dimension, a continuous frequency spectrum, and a period-doubling route to chaos. Xiong Wang:Email:wangxiong8686@gmail.com 38
  • 39. Open questions To be further considered: Ši’lnikov homoclinic criterion? not applicable for this case Rigorous proof of the existence? Horseshoe ?  Coexistence of point attractor and strange attractor… Inflation of attraction basin of the equilibrium… Xiong Wang:Email:wangxiong8686@gmail.com 39
  • 40. Xiong Wang 王雄 Centre for Chaos and Complex Networks City University of Hong Kong Email: wangxiong8686@gmail.com Xiong Wang:Email:wangxiong8686@gmail.com 40