Application: Targeting & control Motion Stationary/ Fixed point d=0 Periodic Quasiperiodic d=1 d≥2 Strange Nonchaotic No so easy! Challenging! d>2 Strange Chaotic d>2 References Hand book of Chaos Control Schoell and Schuster (Wiley-VCH, Berlin, 2007) Possible motions Stochastic Fixed Point Nonlinear Partial Differential Equation: Solitons Chaos Control ? Periodic ? ? Fixed point Chaotic Heart Activity: Periodic Chaos to Periodic: Heart Attack Christini D J et al. PNAS 98, 5827(2001) Chaos to Fixed Point solution: Laser Chaos Control Difficulty due to Nonlinearity Chaos ? Sensitive to initial conditions? UPOs: Unstable Periodic Orbits : Skeleton of Chaotic motion How to find UPOs: Lathrop and Kostelich Phys. Rev. A, 40, 4028 (1998) Chaos to Periodic motion (OGY-method) Ott, Grebogi and Yorke, Phys. Rev. Lett. 64, 1196 (1990) Stabilizing UPOs !! Chaos to Periodic motion (OGY-method) • • • • • Find the accessible parameter Represent system by Map Find the periodic orbit/point Find the maximum range of parameter which is acceptable to vary Fixed point should vary with change of parameter Chaos to Periodic motion (Pyragas-method) K. Pyragas, Phys. Lett. A 172, 421(1992) Chaos to Periodic motion (Pyragas-method) Chaos to Periodic motion (Pyragas-method) Chaos to Fixed Point solution K. Bar-Eli, Physica D 14, 242 (1985) Interaction . X=f (X) . Y=y (Y) What will be effect of interaction ?? . .X=f (X)+FX(e,/ X, Y) Y=y (Y)+GY(e , Y, X) Interactions Interaction Similar integral Conjugate b F [e, X1, X2] F [e, X1, Y2] F [ e , X ( t ), X ( t t )] d t a Instantaneous F [e, X1(t), X2(t)] Delayed Instantaneous F [e, X1(t-t), X2(t)] F [e, X1(t), Y2(t)] Delayed F [e, X1(t-t), Y2(t)] Oscillation Death Interaction Similar integral Conjugate b F [e, X1, X2] F [e, X1, Y2] F [ e , X ( t ), X ( t t )] d t a Instantaneous F [e, X1(t), X2(t)] Delayed Instantaneous F [e, X1(t-t), X2(t)] F [e, X1(t), Y2(t)] Nonidentical Identical/Nonidentical Delayed F [e, X1(t-t), Y2(t)] Systems Individual Forced ? Interacting X=f (X) . Y=y (Y) Fixed Point Periodic Quasiperiodic Chaotic Generalized synch. Stochastic Resonance Stabilization Strange nonchaotic … … Synchronization Riddling, Phase-flip Anomalous Amplitude Death … … Analysis of coupled systems Interaction -- Instantaneous -- Delayed -- Integral -- Conjugate -- ……. -- Linear -- Nonlinear -- ….. -- Diffusive -- One way -- …… Effect -- Synchronization -- Hysteresis -- ….. -- Riddling -- Hopf -- Intermittency -- ….. -- Phase-flip -- Anomalous -- Amplitude Death -- …… Effect of interaction: Amplitude Death (No Oscillation) Oscillators derive each other to fixed point and stop their oscillation Experimental verification Reddy, et al., PRL, 85, 3381(2000) Experiment: Coupled lasers DC bias 1 - - LD1 LD2 DC bias 2 L1 L2 V1, OSC PD1 A1 PD2 A2 V2, OSC Attn1 Attn2 M.-Y. Kim, Ph.D. Thesis, UMD,USA R. Roy, (2006); Amplitude Death:- possible FPs F Coupled chaotic oscillators O1 dx 1 ( t ) dt dy 1 ( t ) f 1 ( X ) F ( e , x1 , x 2 ) f2 ( X ) dt dz 1 ( t ) dt dx 2 ( t ) O2 dt dy 2 ( t ) dt dz 2 ( t ) dt f1 ( X ) f3 ( X ) f 1 ( X ) F ( e , x1 , x 2 ) f1 ( X ) f2 ( X ) f3 ( X ) X*=(x1*,x2*,y1*,y2*,z1*,z2*) Constants Strategy for selecting F(X) dx 1 ( t ) dt dy 1 ( t ) dt f 1 ( X ) F ( e , x1 , x 2 ) f2 ( X ) dz 1 ( t ) dt f1 ( X ) f3 ( X ) Design : F(e, x1, x2)= e(x1-a) exp[g(X)] Not good: (1) F(e, x1, x2)= e(x1-a) (x2-b) (2) - F(e, x1*, x2*) Strategy for selecting X* dx 1 ( t ) dt dy 1 ( t ) dt dz 1 ( t ) dt f 1 ( X ) e ( x1 a ) exp( b x 2 ) f 1 ( X ) f2 ( X ) f3 ( X ) For desired x1* =a: find y1*(a) and z1*(a) from uncoupled systems x1* ay 1* 0 y1* x1* b z 2 * ( x 2 * c ) 0 z 1* a b x1* c Examples Parameter space -- unbounded -- Periodic -- Fixed point N - oscillators Chaos to Chaos Adaptive methods Yang, Ding,Mandel, Ott, Phys. Rev. E,51,102(1995) Ramaswamy, Sinha, Gupte, Phys. Rev. E, 57, R2503 (1998) Chaos to Chaos : Adaptive methods X F ( X , ,t) e (P P) * P=desired measure/value