dephasing, relaxation and thermalization in one ...cafecomfisica/sirker.pdf · outline introduction...

76
Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization gr Dephasing, relaxation and thermalization in one-dimensional quantum systems Jesko Sirker Fachbereich Physik, TU Kaiserslautern 26.7.2012 Jesko Sirker Relaxation and thermalization

Upload: others

Post on 14-Aug-2020

8 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Dephasing, relaxation and thermalization inone-dimensional quantum systems

Jesko Sirker

Fachbereich Physik, TU Kaiserslautern

26.7.2012

Jesko Sirker Relaxation and thermalization

Page 2: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Outline

1 Introduction

2 Dephasing, relaxation and thermalization

3 Particle injection into a chain

4 The lightcone renormalization group

5 Doublon decay in (extended) Hubbard models

6 Conclusions

Jesko Sirker Relaxation and thermalization

Page 3: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Collaborations

• Tilman Enss (TU München)

• Nick Sedlmayr (TU KL)

• Jie Ren (TU KL)

• Florian Gebhard (U Marburg)

• Benedikt Ziebarth (U Marburg)

• Kevin zu Münster (U Marburg)

Jesko Sirker Relaxation and thermalization

Page 4: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Classical dynamics

Newton’s equations describe the time evolution of a given initialstate of classical particles.Deterministic: Velocities and positions are known at all times

Thermalization:• Expectation values of generic observables, for long times,

should become time independent.• Values depend only on few parameters, e.g. energy, not the

initial state itself.• They can be equally well described by a statistical average.

Ergodicity: Time average ↔ statistical average

Jesko Sirker Relaxation and thermalization

Page 5: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Classical dynamics

Newton’s equations describe the time evolution of a given initialstate of classical particles.Deterministic: Velocities and positions are known at all times

Thermalization:• Expectation values of generic observables, for long times,

should become time independent.• Values depend only on few parameters, e.g. energy, not the

initial state itself.• They can be equally well described by a statistical average.

Ergodicity: Time average ↔ statistical average

Jesko Sirker Relaxation and thermalization

Page 6: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Classical dynamics

Ideal gas: Thermalization bya) Minimal energy exchange with reservoir (dynamic walls)b) Minimal interaction between the particles

Ideal gas law:pV = NkBT

Jesko Sirker Relaxation and thermalization

Page 7: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Quantum dynamicsSchrödinger equation: time evolution of a given initial state

i~ddt|Ψ〉 = H|Ψ〉

Deterministic: The state |Ψ(t)〉 is known

(How) Does a quantum system thermalize?

Interaction with a bath: Weak coupling to environment

Thermalization of closed quantum system; O observable:

• O = limτ→∞

∫ τ

0dt〈Ψ(t)|O|Ψ(t)〉[

= limt→∞

〈Ψ(t)|O|Ψ(t)〉 ≡ O∞ (time independent)]

• Time ↔ statistical average: O = TrOρ

Jesko Sirker Relaxation and thermalization

Page 8: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Quantum dynamicsSchrödinger equation: time evolution of a given initial state

i~ddt|Ψ〉 = H|Ψ〉

Deterministic: The state |Ψ(t)〉 is known

(How) Does a quantum system thermalize?

Interaction with a bath: Weak coupling to environment

Thermalization of closed quantum system; O observable:

• O = limτ→∞

∫ τ

0dt〈Ψ(t)|O|Ψ(t)〉[

= limt→∞

〈Ψ(t)|O|Ψ(t)〉 ≡ O∞ (time independent)]

• Time ↔ statistical average: O = TrOρ

Jesko Sirker Relaxation and thermalization

Page 9: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Quantum dynamicsSchrödinger equation: time evolution of a given initial state

i~ddt|Ψ〉 = H|Ψ〉

Deterministic: The state |Ψ(t)〉 is known

(How) Does a quantum system thermalize?

Interaction with a bath: Weak coupling to environment

Thermalization of closed quantum system; O observable:

• O = limτ→∞

∫ τ

0dt〈Ψ(t)|O|Ψ(t)〉[

= limt→∞

〈Ψ(t)|O|Ψ(t)〉 ≡ O∞ (time independent)]

• Time ↔ statistical average: O = TrOρ

Jesko Sirker Relaxation and thermalization

Page 10: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Quantum dynamicsSchrödinger equation: time evolution of a given initial state

i~ddt|Ψ〉 = H|Ψ〉

Deterministic: The state |Ψ(t)〉 is known

(How) Does a quantum system thermalize?

Interaction with a bath: Weak coupling to environment

Thermalization of closed quantum system; O observable:

• O = limτ→∞

∫ τ

0dt〈Ψ(t)|O|Ψ(t)〉[

= limt→∞

〈Ψ(t)|O|Ψ(t)〉 ≡ O∞ (time independent)]

• Time ↔ statistical average: O = TrOρJesko Sirker Relaxation and thermalization

Page 11: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Obvious questions

• Which density matrix ρ (ensemble)?

• Which observables O do we want to consider?

• Do we require only O = TrOρ

or in addition O = O∞ time independent?

• Thermodynamic limit; otherwise recurrence• True relaxation ↔ interacting vs. non-int. system

Jesko Sirker Relaxation and thermalization

Page 12: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Thermalization of a closed quantum system

• Only a subsystem can be in a mixed state described e.g. by acanonical ensemble ρ = exp(−βH)/Z

• rest might act as an effective bath

closed system subsystem

• However, coupling is not small, “bath” can have memory, ...

Jesko Sirker Relaxation and thermalization

Page 13: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Thermalization of a closed quantum system

• Only a subsystem can be in a mixed state described e.g. by acanonical ensemble ρ = exp(−βH)/Z

• rest might act as an effective bath

closed system subsystem

• However, coupling is not small, “bath” can have memory, ...

Jesko Sirker Relaxation and thermalization

Page 14: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Dynamics in quantum systems: ExperimentsUltracold gases: Quenches

Closed quantum system, tunable → simple Hamiltonians

H. Ott

Measurements: Position and time resolved measurements ofobservables and correlations are becoming possible

Jesko Sirker Relaxation and thermalization

Page 15: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Dynamics in quantum systems: ExperimentsUltracold gases: Quenches

Closed quantum system, tunable → simple Hamiltonians

H. Ott

Measurements: Position and time resolved measurements ofobservables and correlations are becoming possible

Jesko Sirker Relaxation and thermalization

Page 16: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Long-time mean: Diagonal ensemble and fluctuations

The long-time mean: O = limτ→∞

∫ τ

0dt〈Ψ(t)|O|Ψ(t)〉

Lehmann representation: |Ψ(0)〉 =∑

n

cn|En〉

O = limτ→∞

∑n,m

∫ τ

0dt ei(Em−En)tc∗ncm〈Em|O|En〉 =

∑n

|cn|2Onn

Diagonal ensemble (up to degeneracies)

Fluctuations around long-time mean can decay due to• dephasing: already for non-interacting systems• exponential relaxation: only in interacting systems

Jesko Sirker Relaxation and thermalization

Page 17: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Long-time mean: Diagonal ensemble and fluctuations

The long-time mean: O = limτ→∞

∫ τ

0dt〈Ψ(t)|O|Ψ(t)〉

Lehmann representation: |Ψ(0)〉 =∑

n

cn|En〉

O = limτ→∞

∑n,m

∫ τ

0dt ei(Em−En)tc∗ncm〈Em|O|En〉 =

∑n

|cn|2Onn

Diagonal ensemble (up to degeneracies)

Fluctuations around long-time mean can decay due to• dephasing: already for non-interacting systems• exponential relaxation: only in interacting systems

Jesko Sirker Relaxation and thermalization

Page 18: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Long-time mean: Diagonal ensemble and fluctuations

The long-time mean: O = limτ→∞

∫ τ

0dt〈Ψ(t)|O|Ψ(t)〉

Lehmann representation: |Ψ(0)〉 =∑

n

cn|En〉

O = limτ→∞

∑n,m

∫ τ

0dt ei(Em−En)tc∗ncm〈Em|O|En〉 =

∑n

|cn|2Onn

Diagonal ensemble (up to degeneracies)

Fluctuations around long-time mean can decay due to• dephasing: already for non-interacting systems• exponential relaxation: only in interacting systems

Jesko Sirker Relaxation and thermalization

Page 19: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

O = TrOρ: What is the right ensemble?

Conserved quantities Qn cannot change in time:

〈Ψ(t)|Qn|Ψ(t)〉 = 〈Ψ(0)|Qn|Ψ(0)〉 ≡ 〈Qn〉I

Generalized Gibbs ensemble: Choose ρ = exp(∑

n

λnQn)/Z with

Lagrange multipliers λn determined such that

〈Qn〉I = TrQnρ

• Projectors onto eigenstates: Qn ≡ Pn = |n〉〈n|• Free fermions, H = εknk : Qk = nk

Jesko Sirker Relaxation and thermalization

Page 20: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

O = TrOρ: What is the right ensemble?

Conserved quantities Qn cannot change in time:

〈Ψ(t)|Qn|Ψ(t)〉 = 〈Ψ(0)|Qn|Ψ(0)〉 ≡ 〈Qn〉I

Generalized Gibbs ensemble: Choose ρ = exp(∑

n

λnQn)/Z with

Lagrange multipliers λn determined such that

〈Qn〉I = TrQnρ

• Projectors onto eigenstates: Qn ≡ Pn = |n〉〈n|• Free fermions, H = εknk : Qk = nk

Jesko Sirker Relaxation and thermalization

Page 21: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

O = TrOρ: What is the right ensemble?

Conserved quantities Qn cannot change in time:

〈Ψ(t)|Qn|Ψ(t)〉 = 〈Ψ(0)|Qn|Ψ(0)〉 ≡ 〈Qn〉I

Generalized Gibbs ensemble: Choose ρ = exp(∑

n

λnQn)/Z with

Lagrange multipliers λn determined such that

〈Qn〉I = TrQnρ

• Projectors onto eigenstates: Qn ≡ Pn = |n〉〈n|• Free fermions, H = εknk : Qk = nk

Jesko Sirker Relaxation and thermalization

Page 22: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Qn ≡ Pn = |n〉〈n|

• H|n〉 = En|n〉, [H, |n〉〈n|] = 0, ρGGE = exp(−λnPn)/Z

• Lagrange multipliers λn:

〈Ψ0|Pn|Ψ0〉 = |〈Ψ0|n〉|2 = Tr(ρGGE Pn) =e−λn

Z• Time average: Diagonal ensemble (up to degeneracies)

O =∑

n

|〈Ψ0|n〉|2Onn

• Statistical average: Tr(ρGGE O) =∑

n

e−λn

ZOnn

Diagonal ensemble reproduced by fixing exponentially manyLagrange multipliers M. Rigol et al., Nature 852, 454 (08)

Jesko Sirker Relaxation and thermalization

Page 23: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Qn ≡ Pn = |n〉〈n|

• H|n〉 = En|n〉, [H, |n〉〈n|] = 0, ρGGE = exp(−λnPn)/Z

• Lagrange multipliers λn:

〈Ψ0|Pn|Ψ0〉 = |〈Ψ0|n〉|2 = Tr(ρGGE Pn) =e−λn

Z

• Time average: Diagonal ensemble (up to degeneracies)

O =∑

n

|〈Ψ0|n〉|2Onn

• Statistical average: Tr(ρGGE O) =∑

n

e−λn

ZOnn

Diagonal ensemble reproduced by fixing exponentially manyLagrange multipliers M. Rigol et al., Nature 852, 454 (08)

Jesko Sirker Relaxation and thermalization

Page 24: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Qn ≡ Pn = |n〉〈n|

• H|n〉 = En|n〉, [H, |n〉〈n|] = 0, ρGGE = exp(−λnPn)/Z

• Lagrange multipliers λn:

〈Ψ0|Pn|Ψ0〉 = |〈Ψ0|n〉|2 = Tr(ρGGE Pn) =e−λn

Z• Time average: Diagonal ensemble (up to degeneracies)

O =∑

n

|〈Ψ0|n〉|2Onn

• Statistical average: Tr(ρGGE O) =∑

n

e−λn

ZOnn

Diagonal ensemble reproduced by fixing exponentially manyLagrange multipliers M. Rigol et al., Nature 852, 454 (08)

Jesko Sirker Relaxation and thermalization

Page 25: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Qn ≡ Pn = |n〉〈n|

• H|n〉 = En|n〉, [H, |n〉〈n|] = 0, ρGGE = exp(−λnPn)/Z

• Lagrange multipliers λn:

〈Ψ0|Pn|Ψ0〉 = |〈Ψ0|n〉|2 = Tr(ρGGE Pn) =e−λn

Z• Time average: Diagonal ensemble (up to degeneracies)

O =∑

n

|〈Ψ0|n〉|2Onn

• Statistical average: Tr(ρGGE O) =∑

n

e−λn

ZOnn

Diagonal ensemble reproduced by fixing exponentially manyLagrange multipliers M. Rigol et al., Nature 852, 454 (08)

Jesko Sirker Relaxation and thermalization

Page 26: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Qn ≡ Pn = |n〉〈n|

• H|n〉 = En|n〉, [H, |n〉〈n|] = 0, ρGGE = exp(−λnPn)/Z

• Lagrange multipliers λn:

〈Ψ0|Pn|Ψ0〉 = |〈Ψ0|n〉|2 = Tr(ρGGE Pn) =e−λn

Z• Time average: Diagonal ensemble (up to degeneracies)

O =∑

n

|〈Ψ0|n〉|2Onn

• Statistical average: Tr(ρGGE O) =∑

n

e−λn

ZOnn

Diagonal ensemble reproduced by fixing exponentially manyLagrange multipliers M. Rigol et al., Nature 852, 454 (08)

Jesko Sirker Relaxation and thermalization

Page 27: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

GGE for free fermion models• H =

∑k

εknk

• ρGGE =1Z

exp(−∑

k

λknk)

• 〈Ψ0|nk |Ψ0〉 = Tr(ρGGE nk) Rigol et al. PRA 74, 053616 (2006) + many others

Works for observables where O can be expressed as function of thenk . Does not work in general e.g. for P = |nk〉〈nk|

In general, no relaxation:

For non-conserved observables we have 〈Ψ(t)|O|Ψ(t)〉 oscillating(undamped) or power law decay towards O∞ (dephasing)

Jesko Sirker Relaxation and thermalization

Page 28: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

GGE for free fermion models• H =

∑k

εknk

• ρGGE =1Z

exp(−∑

k

λknk)

• 〈Ψ0|nk |Ψ0〉 = Tr(ρGGE nk) Rigol et al. PRA 74, 053616 (2006) + many others

Works for observables where O can be expressed as function of thenk . Does not work in general e.g. for P = |nk〉〈nk|

In general, no relaxation:

For non-conserved observables we have 〈Ψ(t)|O|Ψ(t)〉 oscillating(undamped) or power law decay towards O∞ (dephasing)

Jesko Sirker Relaxation and thermalization

Page 29: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

GGE for free fermion models• H =

∑k

εknk

• ρGGE =1Z

exp(−∑

k

λknk)

• 〈Ψ0|nk |Ψ0〉 = Tr(ρGGE nk) Rigol et al. PRA 74, 053616 (2006) + many others

Works for observables where O can be expressed as function of thenk . Does not work in general e.g. for P = |nk〉〈nk|

In general, no relaxation:

For non-conserved observables we have 〈Ψ(t)|O|Ψ(t)〉 oscillating(undamped) or power law decay towards O∞ (dephasing)

Jesko Sirker Relaxation and thermalization

Page 30: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

An example: Particle injection into a chain

γ1 γ2 γL−1 γL

J

H = −JL−1∑l=1

(c†l+1cl + h.c.

)+ γ

L−1∑l=1

(c†l sl + h.c.

)

initial state : |Ψ(0)〉 =L∏

l=1

s†l |vac〉

[F. Gebhard, JS et al. Ann. Phys. (2012)]

Jesko Sirker Relaxation and thermalization

Page 31: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Particle density in the chain in the TD limit for γ/J = 10

0 100 200 300 400 500Jt

0

0.2

0.4

0.6

0.8

1

nc

(d)

Non-interact.: Slow dephasing of two-level systems ∼√

γ/JJt

Jesko Sirker Relaxation and thermalization

Page 32: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Ak,k for γ/J = 1, L = 1000 at Jt = 5000

0 0.2 0.4 0.6 0.8 1k/π

0

0.2

0.4

0.6

0.8

1

Ak,

k(t)

• Ak,k = 〈Ψ(t)|c†kck |Ψ(t)〉 is collection of undamped oscillators.• Size of fluctuations depends on initial state;

can be as large as the long-time mean Ak,k

• Determining mean by ensemble average seems fairly useless inthis case

Jesko Sirker Relaxation and thermalization

Page 33: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Relaxation in the interacting case

0 5 10 15Jt

0

0.1

0.2

0.3

0.4

0.5

nc

• t-DMRG for L = 50 and γ/J = 1 with nearest neighborinteraction V = 1, 2, 3, 4

• Interaction leads to exponential relaxation

GGE seems unobservable even in weakly interacting systems• slow power-law versus fast exponential relaxation• no separation of time scales

Jesko Sirker Relaxation and thermalization

Page 34: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Relaxation in the interacting case

0 5 10 15Jt

0

0.1

0.2

0.3

0.4

0.5

nc

• t-DMRG for L = 50 and γ/J = 1 with nearest neighborinteraction V = 1, 2, 3, 4

• Interaction leads to exponential relaxation

GGE seems unobservable even in weakly interacting systems• slow power-law versus fast exponential relaxation• no separation of time scales

Jesko Sirker Relaxation and thermalization

Page 35: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

One possibly interesting question

Can O∞ = limt→∞

O(t) in an interacting system in the TD limit withO a local observable be described by a statistical average includingonly the local conservation laws Qj?

If answer is yes this is potentially useful because calculating

O∞ = limt→∞

〈Ψ(t)|O|Ψ(t)〉

is hard (dynamical problem) whereas

〈O〉ρ =1Z

TrO exp(−∑

j

λjQj)

is usually much easier (static problem)Universality: Independent of initial state

Jesko Sirker Relaxation and thermalization

Page 36: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

One possibly interesting question

Can O∞ = limt→∞

O(t) in an interacting system in the TD limit withO a local observable be described by a statistical average includingonly the local conservation laws Qj?

If answer is yes this is potentially useful because calculating

O∞ = limt→∞

〈Ψ(t)|O|Ψ(t)〉

is hard (dynamical problem) whereas

〈O〉ρ =1Z

TrO exp(−∑

j

λjQj)

is usually much easier (static problem)Universality: Independent of initial state

Jesko Sirker Relaxation and thermalization

Page 37: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Integrable versus non-integrable 1D models

• Every quantum system in the thermodyn. limit has infinitelymany non-local conserved quantities, e.g.: [H, |En〉〈En|] = 0

• (Bethe ansatz) integrable models have infinitely many localconserved quantities Qn =

∑j

qn,j with a density qn,j acting

on a finite number of lattice sites.

Generic quantum system with short-range interactions:

• Only H is locally conserved• canonical ensemble: ρ = e−βH/Z• T = 1/β fixes initial energy

Jesko Sirker Relaxation and thermalization

Page 38: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Integrable versus non-integrable 1D models

• Every quantum system in the thermodyn. limit has infinitelymany non-local conserved quantities, e.g.: [H, |En〉〈En|] = 0

• (Bethe ansatz) integrable models have infinitely many localconserved quantities Qn =

∑j

qn,j with a density qn,j acting

on a finite number of lattice sites.

Generic quantum system with short-range interactions:

• Only H is locally conserved• canonical ensemble: ρ = e−βH/Z• T = 1/β fixes initial energy

Jesko Sirker Relaxation and thermalization

Page 39: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Integrable versus non-integrable 1D models

• Every quantum system in the thermodyn. limit has infinitelymany non-local conserved quantities, e.g.: [H, |En〉〈En|] = 0

• (Bethe ansatz) integrable models have infinitely many localconserved quantities Qn =

∑j

qn,j with a density qn,j acting

on a finite number of lattice sites.

Generic quantum system with short-range interactions:

• Only H is locally conserved• canonical ensemble: ρ = e−βH/Z• T = 1/β fixes initial energy

Jesko Sirker Relaxation and thermalization

Page 40: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Dynamical density-matrix renormalization group

DMRG: Approximate |Ψ(t)〉 in a finite dimensional Hilbert spaceconsisting of matrix product states

• Dynamical DMRG (DDMRG) (Jeckelmann, 2002)

• Time-dependent DMRG (White,Feiguin; Daley et al., 2004)sweepUsweep

• Trotter-Suzuki decomposition of time evolution: U = eiδt hi,i+1

• Very versatile: Equ. dynamics, quenches, transport• finite systems; eigenstates are calculated explicitly

• TEBD and iTEBD (Vidal, 2004, 2007)

• Direct matrix product state representation• Time evolution by Trotter-Suzuki decomposition• Thermodynamic limit if system is translationally invariant

Jesko Sirker Relaxation and thermalization

Page 41: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Dynamical density-matrix renormalization group

DMRG: Approximate |Ψ(t)〉 in a finite dimensional Hilbert spaceconsisting of matrix product states

• Dynamical DMRG (DDMRG) (Jeckelmann, 2002)• Time-dependent DMRG (White,Feiguin; Daley et al., 2004)

sweepUsweep

• Trotter-Suzuki decomposition of time evolution: U = eiδt hi,i+1

• Very versatile: Equ. dynamics, quenches, transport• finite systems; eigenstates are calculated explicitly

• TEBD and iTEBD (Vidal, 2004, 2007)

• Direct matrix product state representation• Time evolution by Trotter-Suzuki decomposition• Thermodynamic limit if system is translationally invariant

Jesko Sirker Relaxation and thermalization

Page 42: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Dynamical density-matrix renormalization group

DMRG: Approximate |Ψ(t)〉 in a finite dimensional Hilbert spaceconsisting of matrix product states

• Dynamical DMRG (DDMRG) (Jeckelmann, 2002)• Time-dependent DMRG (White,Feiguin; Daley et al., 2004)

sweepUsweep

• Trotter-Suzuki decomposition of time evolution: U = eiδt hi,i+1

• Very versatile: Equ. dynamics, quenches, transport• finite systems; eigenstates are calculated explicitly

• TEBD and iTEBD (Vidal, 2004, 2007)• Direct matrix product state representation• Time evolution by Trotter-Suzuki decomposition• Thermodynamic limit if system is translationally invariant

Jesko Sirker Relaxation and thermalization

Page 43: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Specifications of an efficient algorithm

• Thermodynamic limit: For a finite system there will always bea recurrence time trec where |Ψ(trec)〉 ≈ |Ψ(0)〉

• Flexibility: Impurities, disorder, trapping potentials;thermodynamic limit should not depend on translationalinvariance

• High computational efficiency

• Long simulation times: At least we want to understand whatlimits the simulation time

We have developed the lightcone renormalization group (LCRG)algorithm which makes progress concerning many of the pointslisted above [T. Enss, JS, New J. Phys. 14, 023008 (2012)]

Jesko Sirker Relaxation and thermalization

Page 44: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Specifications of an efficient algorithm

• Thermodynamic limit: For a finite system there will always bea recurrence time trec where |Ψ(trec)〉 ≈ |Ψ(0)〉

• Flexibility: Impurities, disorder, trapping potentials;thermodynamic limit should not depend on translationalinvariance

• High computational efficiency

• Long simulation times: At least we want to understand whatlimits the simulation time

We have developed the lightcone renormalization group (LCRG)algorithm which makes progress concerning many of the pointslisted above [T. Enss, JS, New J. Phys. 14, 023008 (2012)]

Jesko Sirker Relaxation and thermalization

Page 45: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Specifications of an efficient algorithm

• Thermodynamic limit: For a finite system there will always bea recurrence time trec where |Ψ(trec)〉 ≈ |Ψ(0)〉

• Flexibility: Impurities, disorder, trapping potentials;thermodynamic limit should not depend on translationalinvariance

• High computational efficiency

• Long simulation times: At least we want to understand whatlimits the simulation time

We have developed the lightcone renormalization group (LCRG)algorithm which makes progress concerning many of the pointslisted above [T. Enss, JS, New J. Phys. 14, 023008 (2012)]

Jesko Sirker Relaxation and thermalization

Page 46: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Specifications of an efficient algorithm

• Thermodynamic limit: For a finite system there will always bea recurrence time trec where |Ψ(trec)〉 ≈ |Ψ(0)〉

• Flexibility: Impurities, disorder, trapping potentials;thermodynamic limit should not depend on translationalinvariance

• High computational efficiency

• Long simulation times: At least we want to understand whatlimits the simulation time

We have developed the lightcone renormalization group (LCRG)algorithm which makes progress concerning many of the pointslisted above [T. Enss, JS, New J. Phys. 14, 023008 (2012)]

Jesko Sirker Relaxation and thermalization

Page 47: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Specifications of an efficient algorithm

• Thermodynamic limit: For a finite system there will always bea recurrence time trec where |Ψ(trec)〉 ≈ |Ψ(0)〉

• Flexibility: Impurities, disorder, trapping potentials;thermodynamic limit should not depend on translationalinvariance

• High computational efficiency

• Long simulation times: At least we want to understand whatlimits the simulation time

We have developed the lightcone renormalization group (LCRG)algorithm which makes progress concerning many of the pointslisted above [T. Enss, JS, New J. Phys. 14, 023008 (2012)]

Jesko Sirker Relaxation and thermalization

Page 48: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

The Lieb-Robinson bound

Consider a (Spin-)Hamiltonian with finite range interactions andtwo strictly local operators A, B: (Lieb,Robinson, Comm. Math. Phys 28, 251 (72))

||[A(L, t), B(0, 0)]|| ≤ C exp(−L− vLR |t|

ξ

)

• If spatial separation L v |t| (outside the light cone) thenoperators always commute—up to exponentially small tails

• Information, correlations, and entanglement propagate with afinite velocity vLR

Define S as the set of sites having distance of at least l from thelocal operator A: (Bravyi et al PRL 97, 050401 (06))

Al(t) ∝ TrS [A(t)]⊗ 1S

Jesko Sirker Relaxation and thermalization

Page 49: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

The Lieb-Robinson bound

Consider a (Spin-)Hamiltonian with finite range interactions andtwo strictly local operators A, B: (Lieb,Robinson, Comm. Math. Phys 28, 251 (72))

||[A(L, t), B(0, 0)]|| ≤ C exp(−L− vLR |t|

ξ

)• If spatial separation L v |t| (outside the light cone) then

operators always commute—up to exponentially small tails• Information, correlations, and entanglement propagate with a

finite velocity vLR

Define S as the set of sites having distance of at least l from thelocal operator A: (Bravyi et al PRL 97, 050401 (06))

Al(t) ∝ TrS [A(t)]⊗ 1S

Jesko Sirker Relaxation and thermalization

Page 50: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

The Lieb-Robinson bound

Consider a (Spin-)Hamiltonian with finite range interactions andtwo strictly local operators A, B: (Lieb,Robinson, Comm. Math. Phys 28, 251 (72))

||[A(L, t), B(0, 0)]|| ≤ C exp(−L− vLR |t|

ξ

)• If spatial separation L v |t| (outside the light cone) then

operators always commute—up to exponentially small tails• Information, correlations, and entanglement propagate with a

finite velocity vLR

Define S as the set of sites having distance of at least l from thelocal operator A: (Bravyi et al PRL 97, 050401 (06))

Al(t) ∝ TrS [A(t)]⊗ 1S

Jesko Sirker Relaxation and thermalization

Page 51: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

The Lieb-Robinson bound (II)

It follows: ||A(t)− Al(t)|| . C exp(− l − vLR |t|

ξ

)

The time evolution of an operator can be restricted to an effectivelight cone with spatial extent l vLR |t|Thermodynamic limit without requiring translational invariance!

−t

A

+t

Jesko Sirker Relaxation and thermalization

Page 52: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

The Lieb-Robinson bound (II)

It follows: ||A(t)− Al(t)|| . C exp(− l − vLR |t|

ξ

)The time evolution of an operator can be restricted to an effectivelight cone with spatial extent l vLR |t|Thermodynamic limit without requiring translational invariance!

−t

A

+t

Jesko Sirker Relaxation and thermalization

Page 53: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

The Lieb-Robinson bound (II)

It follows: ||A(t)− Al(t)|| . C exp(− l − vLR |t|

ξ

)The time evolution of an operator can be restricted to an effectivelight cone with spatial extent l vLR |t|Thermodynamic limit without requiring translational invariance!

−t

A

+t

Jesko Sirker Relaxation and thermalization

Page 54: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Recent experimental test

• Bose-Hubbard model,filling n = 1

• Quench:U/J = 40 → U/J = 9

• Parity correlation:Cd(t) =〈eiπ[nj (t)−n]eiπ[nj+d (t)−n]〉conn.

• Lightcone for doublon/holonpropagation

[Cheneau et al. Nature 481, 484 (2012)]

Jesko Sirker Relaxation and thermalization

Page 55: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Light cone renormalization group algorithmWe want to calculate:

〈o[j ,j+n]〉I (t) ≡ 〈ΨI |eiHto[j ,j+n]e−iHt |ΨI 〉

• H =∑

hj ,j+1 local Hamiltonian• |ΨI 〉 initial product state (thermal state also possible)• o[j ,j+n] local observable

Use Trotter-Suzuki decomposition of time evolution operator:

eitH = limN→∞

(eiδtH

)N= lim

N→∞

(eiδtHeveneiδtHodd

)N

=

( ∏j even

eiδthj,j+1︸ ︷︷ ︸τj,j+1(δt)

∏j odd

eiδthj,j+1

)N

Jesko Sirker Relaxation and thermalization

Page 56: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Light cone renormalization group algorithmWe want to calculate:

〈o[j ,j+n]〉I (t) ≡ 〈ΨI |eiHto[j ,j+n]e−iHt |ΨI 〉

• H =∑

hj ,j+1 local Hamiltonian• |ΨI 〉 initial product state (thermal state also possible)• o[j ,j+n] local observable

Use Trotter-Suzuki decomposition of time evolution operator:

eitH = limN→∞

(eiδtH

)N= lim

N→∞

(eiδtHeveneiδtHodd

)N

=

( ∏j even

eiδthj,j+1︸ ︷︷ ︸τj,j+1(δt)

∏j odd

eiδthj,j+1

)N

Jesko Sirker Relaxation and thermalization

Page 57: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Light cone renormalization group algorithmWe want to calculate:

〈o[j ,j+n]〉I (t) ≡ 〈ΨI |eiHto[j ,j+n]e−iHt |ΨI 〉

• H =∑

hj ,j+1 local Hamiltonian• |ΨI 〉 initial product state (thermal state also possible)• o[j ,j+n] local observable

Use Trotter-Suzuki decomposition of time evolution operator:

eitH = limN→∞

(eiδtH

)N= lim

N→∞

(eiδtHeveneiδtHodd

)N

=

( ∏j even

eiδthj,j+1︸ ︷︷ ︸τj,j+1(δt)

∏j odd

eiδthj,j+1

)N

Jesko Sirker Relaxation and thermalization

Page 58: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Light cone renormalization group algorithm

time

t=0

t=δt

t=2δt

t=δt

t=0

s1 s2 sj sj+1 .......

s1 s2 sj sj+1 .......

τ(δt)

τ(-δt)

• τj ,j+1(δt)τj ,j+1(−δt) = id• “Speed” in T-S decomposition vLR → Thermodyn. limit

Jesko Sirker Relaxation and thermalization

Page 59: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Light cone renormalization group algorithm

C

L

R

• Light cone grows by adding diagonal transfer matrices• Optimal Hilbert space chosen by appropriate reduced density

matrix (Density-matrix renormalization group)

Jesko Sirker Relaxation and thermalization

Page 60: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Decay of double occupancies in fermionic Hubbard modelsExperiments on ultracold fermions in 3D optical lattices

[Strohmaier et al. PRL 104, 080401 (10)]

Metastability: If U 6J (bandwidth) then several scatteringprocesses are necessary to dissipate large energy U→ lifetime of double occupancies ∼ exp(U/6J)

Jesko Sirker Relaxation and thermalization

Page 61: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Decay of double occupancies in fermionic Hubbard modelsExperiments on ultracold fermions in 3D optical lattices

[Strohmaier et al. PRL 104, 080401 (10)]

Metastability: If U 6J (bandwidth) then several scatteringprocesses are necessary to dissipate large energy U→ lifetime of double occupancies ∼ exp(U/6J)

Jesko Sirker Relaxation and thermalization

Page 62: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Model, initial state and symmetriesWe consider the (extended) Hubbard model:

HU,V = −J∑

j ,σ=↑,↓(c†j ,σcj+1,σ + h.c.) + U

∑j

(nj↑ − 1/2)(nj↓ − 1/2)

+ V∑

j

(nj − 1)(nj+1 − 1)

We want to study the following initial state and observable:

• Doublon lattice: |ΨD〉 =∏

j

c†2j↑c†2j↓|0〉

• Double occupancy: dDU,V (t) =

1L

∑j

〈ΨD(t)|nj↑nj↓|ΨD(t)〉

• Symmetries: dDU,V (t) = dD

−U,−V (t)

Jesko Sirker Relaxation and thermalization

Page 63: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Model, initial state and symmetriesWe consider the (extended) Hubbard model:

HU,V = −J∑

j ,σ=↑,↓(c†j ,σcj+1,σ + h.c.) + U

∑j

(nj↑ − 1/2)(nj↓ − 1/2)

+ V∑

j

(nj − 1)(nj+1 − 1)

We want to study the following initial state and observable:

• Doublon lattice: |ΨD〉 =∏

j

c†2j↑c†2j↓|0〉

• Double occupancy: dDU,V (t) =

1L

∑j

〈ΨD(t)|nj↑nj↓|ΨD(t)〉

• Symmetries: dDU,V (t) = dD

−U,−V (t)

Jesko Sirker Relaxation and thermalization

Page 64: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Free fermions: A test case

0 1 2 3 4 5 6Jt0

0.2

0.4d 0D

(t)

0 1 2 3 4 5Jt

10-7

10-6

10-5

10-4

δd0D

(t)

0 1 2 3 4 5 6 7Jt0

2

4

6

8

S ent

χ=100 500 2000 5000

χ=100

5002000

500020000

20000

exact

• Error up to the point where simulation breaks down iscontrolled by the Trotter error

• The entanglement entropy grows linearly in timeJesko Sirker Relaxation and thermalization

Page 65: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Limitations of DMRG-type algorithms

The eigenvalues of a reduced density matrix ρs = TrEρ are used todetermine the states which are kept to approximate |Ψ(t)〉

Entanglement entropySent = −Trρs ln ρs ≤ ln(dim ρs)

von Neumann entropy of reduced density matrix

The entanglement entropy which can be faithfully represented islimited for finite matrix dimension

Jesko Sirker Relaxation and thermalization

Page 66: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Limitations of DMRG-type algorithms

The eigenvalues of a reduced density matrix ρs = TrEρ are used todetermine the states which are kept to approximate |Ψ(t)〉

Entanglement entropySent = −Trρs ln ρs ≤ ln(dim ρs)

von Neumann entropy of reduced density matrix

The entanglement entropy which can be faithfully represented islimited for finite matrix dimension

Jesko Sirker Relaxation and thermalization

Page 67: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Limitations of DMRG-type algorithms

The eigenvalues of a reduced density matrix ρs = TrEρ are used todetermine the states which are kept to approximate |Ψ(t)〉

Entanglement entropySent = −Trρs ln ρs ≤ ln(dim ρs)

von Neumann entropy of reduced density matrix

The entanglement entropy which can be faithfully represented islimited for finite matrix dimension

Jesko Sirker Relaxation and thermalization

Page 68: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Doublon decay in the Hubbard model

0 1 2 3 4 5 6 7 8Jt0.2

0.25

0.3

0.35

0.4

0.45

0.5d UD

(t)

xx xxxx

x xxxx

xxxx

0 2 4 6 8 10|U|/J

1

2

3

4

5

α

xxxx

xx

xxxx

xxxxx

xxx

xxxx

xxxx

xx

0 20 40 60 80 100|U|/J

0

1

2

a

U=0 (exact)

U=2U=5

U=10 (a)

(b) (c)

• Fit: dd±U(t) = dD

±U(∞) + e−γt [A+ B cos(Ωt − φ)]/tα

• γ ≈ 0: Pure power law decay (?)• Sent = aJt: large U → longer simulation times

Jesko Sirker Relaxation and thermalization

Page 69: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Doublon decay in the extended Hubbard model

0 1 2 3 4 5 6 7 8 9Jt0.15

0.2

0.25

0.3

0.35

0.4d U

,VD(t

)

x

xx

xx xxxx

x

xx

xxxx

xxxx

xxxx

xx

0 2 4 6 8 10|U|/J

0

0.5

1

1.5

2

γ

U=V=0 (exact)

U=2, V=1

U=5, V=5/2

U=10, V=5

V=U/4

V=U/2

• Exponential relaxation in the extended Hubbard model• Extrapolation problematic for large U

Jesko Sirker Relaxation and thermalization

Page 70: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Thermalization in the extended Hubbard model

• We use canonical ensemble, ignore other local conservationlaws in integrable case, V = 0

• Energy is fixed by: 〈H〉I = 〈ΨD |H|ΨD〉/L = U/4− V• Temperature determined by 〈H〉I = 〈H〉th = TrHe−H/T/LZ

The spectrum is bounded → Negative temperatures are natural

〈O〉U,V ,Tth = 〈O〉−U,−V ,−T

th

Repulsive case• T > 0 for V > U/4• T < 0 for V < U/4• Vice versa in attractive case

Jesko Sirker Relaxation and thermalization

Page 71: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Thermalization in the extended Hubbard model

• We use canonical ensemble, ignore other local conservationlaws in integrable case, V = 0

• Energy is fixed by: 〈H〉I = 〈ΨD |H|ΨD〉/L = U/4− V• Temperature determined by 〈H〉I = 〈H〉th = TrHe−H/T/LZ

The spectrum is bounded → Negative temperatures are natural

〈O〉U,V ,Tth = 〈O〉−U,−V ,−T

th

Repulsive case• T > 0 for V > U/4• T < 0 for V < U/4• Vice versa in attractive case

Jesko Sirker Relaxation and thermalization

Page 72: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Thermalization in the extended Hubbard model

• We use canonical ensemble, ignore other local conservationlaws in integrable case, V = 0

• Energy is fixed by: 〈H〉I = 〈ΨD |H|ΨD〉/L = U/4− V• Temperature determined by 〈H〉I = 〈H〉th = TrHe−H/T/LZ

The spectrum is bounded → Negative temperatures are natural

〈O〉U,V ,Tth = 〈O〉−U,−V ,−T

th

Repulsive case• T > 0 for V > U/4• T < 0 for V < U/4• Vice versa in attractive case

Jesko Sirker Relaxation and thermalization

Page 73: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Thermalization in the extended Hubbard model

x

xx

xxxx xx

x xx xx x xxx

xxxx

xxxx x

xxxxx

0 2 4 6 8 10U/J

-0.5

0

0.5

T-1 ef

f

xx

x

xxxxxx

xx

xxxx

xx

xxxx

xxxx

xx

xxxx

xx xx xx

xxxx

0 2 4 6 8 10|U|/J

0

0.1

0.2

0.3

0.4

0.5

d UD(∞

),

<d>

Tef

f

(a) (b)

V=0

V=U/2

V=U/4

V=0

V=U/4

V=U/2

• Excellent agreement for Hubbard model (V = 0)• Deviations larger the larger V /U and U are• Additional relaxation for Jt exp(U/J) not covered by fit?

Jesko Sirker Relaxation and thermalization

Page 74: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Conclusions• Thermalization in closed interacting quantum systems:

• Time average ↔ statistical average• Including all projection op. Pn reproduces time average• Free-model GGE seems not very useful: no damping or only

slow power law decay versus exp. decay in interacting case

Can long-time mean of local observables for int. systems in the TDlimit be described by including only local conserved quantities?

• Doublon decay in 1D extended Hubbard models

• Analysis of data: pure power-law relaxation of double occ. inthe integrable case; exp. relaxation in the non-integrable case

• Thermalization: Eff. temperatures can be positive/negative• Additional relaxation at Jt exp(U/J)? Influence of other

conservation laws in integrable case?

Jesko Sirker Relaxation and thermalization

Page 75: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Conclusions• Thermalization in closed interacting quantum systems:

• Time average ↔ statistical average• Including all projection op. Pn reproduces time average• Free-model GGE seems not very useful: no damping or only

slow power law decay versus exp. decay in interacting case

Can long-time mean of local observables for int. systems in the TDlimit be described by including only local conserved quantities?

• Doublon decay in 1D extended Hubbard models

• Analysis of data: pure power-law relaxation of double occ. inthe integrable case; exp. relaxation in the non-integrable case

• Thermalization: Eff. temperatures can be positive/negative• Additional relaxation at Jt exp(U/J)? Influence of other

conservation laws in integrable case?

Jesko Sirker Relaxation and thermalization

Page 76: Dephasing, relaxation and thermalization in one ...cafecomfisica/Sirker.pdf · Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone

Outline Introduction Dephasing, relaxation and thermalization Particle injection into a chain The lightcone renormalization group Doublon decay in (extended) Hubbard models Conclusions

Conclusions• Thermalization in closed interacting quantum systems:

• Time average ↔ statistical average• Including all projection op. Pn reproduces time average• Free-model GGE seems not very useful: no damping or only

slow power law decay versus exp. decay in interacting case

Can long-time mean of local observables for int. systems in the TDlimit be described by including only local conserved quantities?

• Doublon decay in 1D extended Hubbard models• Analysis of data: pure power-law relaxation of double occ. in

the integrable case; exp. relaxation in the non-integrable case• Thermalization: Eff. temperatures can be positive/negative• Additional relaxation at Jt exp(U/J)? Influence of other

conservation laws in integrable case?

Jesko Sirker Relaxation and thermalization