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Classical and quantum synchronization Christoph Bruder - University of Basel

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Page 1: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

Classical and quantum synchronization

Christoph Bruder - University of Basel

Page 2: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization: synchronized events

different “agents” act synchronously, at the same time:

Page 3: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization: synchronized events

different “agents” act synchronously, at the same time:

• audience leaves for the coffee break

Page 4: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization: synchronized events

different “agents” act synchronously, at the same time:

• audience leaves for the coffee break

• rowing (e.g. coxed eight)

Page 5: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization: synchronized events

different “agents” act synchronously, at the same time:

• audience leaves for the coffee break

• rowing (e.g. coxed eight)

control by external “clock”

Page 6: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

spontaneous synchronization

Page 7: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

spontaneous synchronization

Huygens’ observation (1665): two pendulum clocks fastened to the same beam willsynchronize (anti-phase)

A. Pikovsky, M. Rosenblum, and J. KurthsSynchronization: A Universal Concept in Nonlinear Sciences (Cambridge University Press, New York, 2001)

Page 8: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

spontaneous synchronization

Huygens’ observation (1665): two pendulum clocks fastened to the same beam willsynchronize (anti-phase)

A. Pikovsky, M. Rosenblum, and J. KurthsSynchronization: A Universal Concept in Nonlinear Sciences (Cambridge University Press, New York, 2001)

Page 9: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

spontaneous synchronization

nice introduction to classical synchronization

Page 10: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

spontaneous synchronization

• rhythmic applause in a large audience

• heart beat (due to synchronization of 1000’s of cells)

• synchronous flashing of fireflies

Page 11: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

global outline

• Lecture I: classical synchronization

• Lecture II: quantum synchronization

• Lecture III: topics in quantum synchronization

Page 12: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

lecture I: classical synchronization

• synchronization of a self-oscillator by external forcing

• two coupled oscillators

• ensembles of oscillators: Kuramoto model

• realization in a one-dimensional Josephson array

Page 13: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

definition of self-oscillator

self-oscillator or self-sustained (limit-cycle) oscillator

• driven into oscillation by some energy source• maintains stable oscillatory motion when unperturbedor weakly perturbed

• intrinsic natural frequency !0

Page 14: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

definition of self-oscillator

self-oscillator or self-sustained (limit-cycle) oscillator

• driven into oscillation by some energy source• maintains stable oscillatory motion when unperturbedor weakly perturbed

• intrinsic natural frequency !0

x+ (��1 + �2x2)x+ !

20x = 0

examples: (i) pendulum clock(ii) van der Pol oscillator

Page 15: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization problem

given two (or more) self-oscillators with (slightly) different frequencies:will they agree on ONE frequency if coupled?

!0,!00, ...

Page 16: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization problem

given two (or more) self-oscillators with (slightly) different frequencies:will they agree on ONE frequency if coupled?

let’s start with an easier problem:

will one self-oscillator frequency-lock to an external harmonic drive of frequency !d 6= !0

!0,!00, ...

Page 17: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization problem

given two (or more) self-oscillators with (slightly) different frequencies:will they agree on ONE frequency if coupled?

let’s start with an easier problem:

will one self-oscillator frequency-lock to an external harmonic drive of frequency !d 6= !0

!0,!00, ...

= synchronization by external forcing

Page 18: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

linear oscillators

NOTE: driven linear damped harmonic oscillator

solution: damped eigenmodes +

x+ �x+ !

20x = ⌦ cos(!dt)

A cos(!dt)

Page 19: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

linear oscillators

NOTE: driven linear damped harmonic oscillator

solution: damped eigenmodes +

x+ �x+ !

20x = ⌦ cos(!dt)

A cos(!dt)

will always adjust to an external drive frequency(after a transient) - this is NOT synchronization

Page 20: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

linear oscillators

NOTE: driven linear damped harmonic oscillator

non-linearity is crucial for synchronization

solution: damped eigenmodes +

x+ �x+ !

20x = ⌦ cos(!dt)

A cos(!dt)

will always adjust to an external drive frequency(after a transient) - this is NOT synchronization

the same applies to eigenmodes of coupled linearharmonic oscillators

Page 21: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization by external forcing

phase parametrizes motion along one cycle of the oscillatoramplitude is assumed to be constant

undisturbed dynamics:

�(t)

d�(t)

dt= �(t) = !0

Page 22: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization by external forcing

phase parametrizes motion along one cycle of the oscillatoramplitude is assumed to be constant

undisturbed dynamics:

�(t)

d�(t)

dt= �(t) = !0

always possible by re-parametrization: non-uniform ⇒

uniform

�(t)

�(t) = !0

Z �

0d�

d�

dt

!�1

Page 23: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization by external forcing

drive by a periodic force of frequency and amplitude :

where is -periodic in both arguments

�(t) = !0 + ✏Q(�,!dt)

!d ⇡ !0

2⇡Q

Page 24: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization by external forcing

drive by a periodic force of frequency and amplitude :

where is -periodic in both arguments

define deviation �� = �� !dt

�(t) = !0 + ✏Q(�,!dt)

!d ⇡ !0

2⇡Q

Page 25: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization by external forcing

drive by a periodic force of frequency and amplitude :

where is -periodic in both arguments

define deviation �� = �� !dt

�(t) = !0 + ✏Q(�,!dt)

!d ⇡ !0

2⇡Q

Fourier-expansion of and averaging (→ vanishing of rapidly oscillating terms) leads to

Adler 1946d��(t)

dt= !0 � !d + ✏q(��)

Q

Page 26: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization by external forcing

is -periodic

simplest choice: q(��) = sin(��)

d��(t)

dt= !0 � !d + ✏q(��)

d��(t)

dt= !0 � !d + ✏ sin(��)

q 2⇡

Page 27: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

synchronization by external forcing

is -periodic

simplest choice: q(��) = sin(��)

d��(t)

dt= !0 � !d + ✏q(��)

d��(t)

dt= !0 � !d + ✏ sin(��)

q 2⇡

synchronization, i.e.,

possible for 0

0.2 0.4 0.6 0.8

1

-1 -0.5 0 0.5 1

synchronized

¡

t0<td

| ✏

!0 � !d| > 1

d��(t)

dt= 0

Page 28: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

Adler plot of observed frequency

(time average); differs in general from both and

!0

!d

-3

-2

-1

0

1

2

3

-3 -2 -1 0 1 2 3

(tobs- td)/¡

(t0<td)/¡

synchronization

entrainment

!obs

= !d

!obs

6= !0,!d

!obs

= hd�dt

i

Page 29: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

side remark

Adler equation

appears in many areas of physics: e.g.

superconductivity (Shapiro steps)

quantum optics (ring-laser gyros)

d��(t)

dt= !0 � !d + ✏ sin(��)

Page 30: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

current-biased Josephson junction

Ic =2e

~ EJ

d�

dt=

2e

~ VI = Ic sin�Josephson relations

EJ

Page 31: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

current-biased Josephson junction

I = Ic sin�+~

2eR

d�

dt+

C~2e

d2�

dt2

RSJ model

J

I I

C

R

E

Ic =2e

~ EJ

d�

dt=

2e

~ VI = Ic sin�Josephson relations

EJ

Page 32: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

current-biased Josephson junction

I = Ic sin�+~

2eR

d�

dt+

C~2e

d2�

dt2

C ! 0classical junction:

d�

dt=

2e

~ RI � 2e

~ RIc sin�

Page 33: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

current-biased Josephson junction

I = Ic sin�+~

2eR

d�

dt+

C~2e

d2�

dt2

Adler equation!

C ! 0classical junction:

d�

dt=

2e

~ RI � 2e

~ RIc sin�

Page 34: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

current-biased Josephson junction

I = Ic sin�+~

2eR

d�

dt+

C~2e

d2�

dt2

Adler equation!

“synchronized” state with

for “detuning” I/Ic < 1 0

0.5 1

1.5 2

2.5 3

0 0.5 1 1.5 2 2.5 3

<dq/dt>

I/Ic

hd�dt

i = 2e

~ hV i = 0

C ! 0classical junction:

d�

dt=

2e

~ RI � 2e

~ RIc sin�

Page 35: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

current-biased Josephson junction

• strictly speaking, J junction is a rotator (and not a self-sustained oscillator)

Page 36: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

current-biased Josephson junction

• strictly speaking, J junction is a rotator (and not a self-sustained oscillator)

• can be synchronized by a periodic external force (Shapiro steps) or to another J junction

Page 37: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

Shapiro steps

current-biased Josephson junction + harmonic current bias:

I0 + I1 sin!dt =~

2eR

d�

dt+ Ic sin�

additional synchronization plateaus

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 0 0.5 1 1.5 2 2.5 3 3.5

0 0.5

1 1.5

2 2.5

3 3.5

I0

I1<dq/dt> = <V>

I0

Page 38: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

2 oscillators, no external forcing

undistorted frequencies

weak interaction affects only the phases �1,�2

�1(t) = !1 + ✏Q1(�1,�2)

�2(t) = !2 + ✏Q2(�2,�1)

Fourier expansion, averaging to get rid of rapidly oscillating terms leads to

d��(t)

dt= !1 � !2 + ✏q(��)

Adler equation!

!1 ,!2

Page 39: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

2 oscillators, no external forcing

the two oscillators will lock in on a common frequency between and

→ spontaneous synchronization

!1 !2

Page 40: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

ensembles of coupled oscillators

N coupled phase oscillators ,random frequencies described by probability density

�i = !i +NX

j=1

Kij sin(�j � �i), i = 1, . . . , N

!i g(!)�i(t)

Kuramoto model (1975), solvable for infinite-range coupling Kij = ✏/N > 0

Page 41: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

ensembles of coupled oscillators

N coupled phase oscillators ,random frequencies described by probability density

�i = !i +NX

j=1

Kij sin(�j � �i), i = 1, . . . , N

!i g(!)�i(t)

Kuramoto model (1975), solvable for infinite-range coupling Kij = ✏/N > 0

non-equilibrium phase transition to a synchronized state as a function of ✏

Page 42: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

ensembles of coupled oscillators

degree of synchronicity described by order parameter

rei =1

N

NX

j=1

ei�j

Page 43: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

ensembles of coupled oscillators

degree of synchronicity described by order parameter

rei =1

N

NX

j=1

ei�j

0 r(t) 1 measures the coherence of the ensemble

is the average phase (t)

transition to → synchronizationr 6= 0

Page 44: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

ensembles of coupled oscillators

degree of synchronicity described by order parameter

�i = !i + ✏r sin( � �i), i = 1, . . . , N

substituted back in the Kuramoto equation gives

→each oscillator couples to the common average phase (t)

rei =1

N

NX

j=1

ei�j

0 r(t) 1 measures the coherence of the ensemble

is the average phase (t)

transition to → synchronizationr 6= 0

Page 45: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

partial coherence

�i = !i + ✏r sin( � �i), i = 1, . . . , N

interpretation of :

typical oscillator running with velocitywill become stably locked at an angle such that

! � ✏r sin(�� )

✏r sin(�� ) = ! �⇡/2 �� ⇡/2

oscillators with frequencies cannot be locked|!| > ✏r

0 < r < 1

Page 46: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

partial coherence

�i = !i + ✏r sin( � �i), i = 1, . . . , N

interpretation of :

typical oscillator running with velocitywill become stably locked at an angle such that

! � ✏r sin(�� )

✏r sin(�� ) = ! �⇡/2 �� ⇡/2

oscillators with frequencies cannot be locked|!| > ✏r

0 < r < 1

→ three groups: (i) synchronized(ii) unsynchronized, velocity(iii) unsynchronized, velocity

> <

Page 47: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

Kuramoto’s results

for , transition from incoherent state to partially coherent state occurs at

J.A. Acebron et al., Rev. Mod. Phys. 77, 317 (2005)

(r > 0)(r = 0)

✏c =2

⇡g(! = 0)

N ! 1

Page 48: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

Kuramoto’s results

for , transition from incoherent state to partially coherent state occurs at

J.A. Acebron et al., Rev. Mod. Phys. 77, 317 (2005)

(r > 0)(r = 0)

✏c =2

⇡g(! = 0)

N ! 1

r ⇠

s�16(✏� ✏c)

⇡✏4cg00(0)

0

0.2

0.4

0.6

0.8

1

0 1 2 3 4 5

r

✏/✏c

Page 49: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

Kuramoto’s results

for , transition from incoherent state to partially coherent state occurs at

J.A. Acebron et al., Rev. Mod. Phys. 77, 317 (2005)

g(!) =1

�2 + !2 r =

r1� ✏c

✏for ✏ > ✏c = 2�

(r > 0)(r = 0)

✏c =2

⇡g(! = 0)

N ! 1

r ⇠

s�16(✏� ✏c)

⇡✏4cg00(0)

0

0.2

0.4

0.6

0.8

1

0 1 2 3 4 5

r

✏/✏c

Page 50: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

Kuramoto’s results

for , transition from incoherent state to partially coherent state occurs at

exact solution - pretty amazing!

J.A. Acebron et al., Rev. Mod. Phys. 77, 317 (2005)

g(!) =1

�2 + !2 r =

r1� ✏c

✏for ✏ > ✏c = 2�

(r > 0)(r = 0)

✏c =2

⇡g(! = 0)

N ! 1

r ⇠

s�16(✏� ✏c)

⇡✏4cg00(0)

0

0.2

0.4

0.6

0.8

1

0 1 2 3 4 5

r

✏/✏c

Page 51: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

simulation with N=900 oscillators

example:

synchronization transition at

for ✏ = 4

� = 1 g(!) =1

1

1 + !2

✏c = 2

r =

r1� ✏c

✏⇡ 0.71

Page 52: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

simulation with N=900 oscillators

example:

synchronization transition at

for ✏ = 4

� = 1 g(!) =1

1

1 + !2

✏c = 2

r =

r1� ✏c

✏⇡ 0.71

nice simulation program: Synched by Per Sebastian Skardal

https://sites.google.com/site/persebastianskardal/software/synched

“K” corresponds to ✏

gives amplitude and phase of the order parameter

Page 53: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

realization in a one-dim Josephson array

uncoupled Josephson junctions = rotators with

K. Wiesenfeld, P. Colet, and S.H. Strogatz, PRL 76, 404 (1996)

!i =2e

~ RS

qI2 � I2Ci

ICR

IL

...R

C1

S

I

R

C2

S

I

RS

I Cn

global coupling by RCL branch ⇒ natural realization of the Kuramoto model

Page 54: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

realization in a one-dim Josephson arrayK. Wiesenfeld, P. Colet, and S.H. Strogatz, PRL 76, 404 (1996)

LQ+RQ+Q

C=

~2e

NX

k

�k

ICR

IL

...R

C1

S

I

R

C2

S

I

RS

I Cn

for each junction I � Q = ICk sin�k +~

2eRS�k

Page 55: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

realization in a one-dim Josephson arrayK. Wiesenfeld, P. Colet, and S.H. Strogatz, PRL 76, 404 (1996)

LQ+RQ+Q

C=

~2e

NX

k

�k

ICR

IL

...R

C1

S

I

R

C2

S

I

RS

I Cn

for each junction

uniformly rotating phases in the uncoupled case Q = 0✓kd✓k!k

= dt =d�k

(2eRS/~)(I � ICk sin�k)

I � Q = ICk sin�k +~

2eRS�k

Page 56: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

realization in a one-dim Josephson arrayK. Wiesenfeld, P. Colet, and S.H. Strogatz, PRL 76, 404 (1996)

combined with

˙✓k = !k � !k˙Q

I2 � I2Ck

(I � ICk cos ✓k)

yieldsI � Q = ICk sin�k +~

2eRS�k

Page 57: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

realization in a one-dim Josephson arrayK. Wiesenfeld, P. Colet, and S.H. Strogatz, PRL 76, 404 (1996)

first-order averaging ⇒

✓k = !k � K

N

NX

j

sin(✓k � ✓j + ↵) Kuramoto!

combined with

˙✓k = !k � !k˙Q

I2 � I2Ck

(I � ICk cos ✓k)

yieldsI � Q = ICk sin�k +~

2eRS�k

Page 58: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

realization in a one-dim Josephson arrayK. Wiesenfeld, P. Colet, and S.H. Strogatz, PRL 76, 404 (1996)

first-order averaging ⇒

✓k = !k � K

N

NX

j

sin(✓k � ✓j + ↵) Kuramoto!

cos↵ =

L!2 � 1/C

[(L!2 � 1/C)

2+ !2

(R+NRS)2]

1/2

K =NRS!(2eRSI/~� !)

[(L!2 � 1/C)2 + !2(R+NRS)2]1/2

combined with

˙✓k = !k � !k˙Q

I2 � I2Ck

(I � ICk cos ✓k)

yieldsI � Q = ICk sin�k +~

2eRS�k

Page 59: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

quantum synchronization

• experimental situation?

• does it exist at all?

• how to quantify and measure it?

• relation to other measures of `quantumness’ (entanglement, mutual information, ...)

so far only classical non-linear systems

synchronization in quantum systems:

Page 60: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

conclusion

• classical synchronization is well-studied,

• simplest model: one self-oscillator + external forcing→ Adler equation

• frequency locking if detuning < drive strength

• two oscillators lock if detuning < coupling

• synchronization (phase) transition in ensembles ofmutually coupled self-oscillators: Kuramoto model

d��(t)

dt= !0 � !d + ✏ sin(��)

Page 61: Classical and quantum synchronizationlecture I: classical synchronization • synchronization of a self-oscillator by external forcing • two coupled oscillators • ensembles of

appendix