Quantum impurity systems out of equilibrium: real-time...
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems out of equilibrium:real-time dynamics
Frithjof B. Anders
Institut fur Theoretische Physik · Universitat Bremen
Dresden, August 21
Collaborators A. Schiller, R. Bulla, M. Vojta, S. Tornow,R. Peters, Th. Pruschke, S. Tautz, R.Temirov
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Outline
1 IntroductionDecay due to an bosonic environmentSTM Spectra of a single molecular contactOccupation dynamics in pulse experiments
2 Theory of non-equilibrium dynamicsQuantum impurity systemsTime-dependent NRG
3 Results: spin and charge dynamicsBenchmark: decoherence of a QuBit: spin boson modelSpin- and charge dynamics
4 OutlookNEQ spectral functionsConclusion
![Page 3: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/3.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Contents
1 IntroductionDecay due to an bosonic environmentSTM Spectra of a single molecular contactOccupation dynamics in pulse experiments
2 Theory of non-equilibrium dynamicsQuantum impurity systemsTime-dependent NRG
3 Results: spin and charge dynamicsBenchmark: decoherence of a QuBit: spin boson modelSpin- and charge dynamics
4 OutlookNEQ spectral functionsConclusion
![Page 4: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/4.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Decay due to an bosonic environment
Decoherence of Qubits due to the environment
QuBits
Environment
Questions:
coherence time
influence of the type of bosonic bath
information loss ⇔ increase of qubit entropy
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Decay due to an bosonic environment
Charge transfer reaction: bosonic bath
Energy and charge transfer: D∗ + A → D + A∗
Environment matters:
fluctuations determine relaxation rates
relaxation: coupling to molecular vibrations
single-particle versus two-particle transfer
collaborators: S. Tornow and R. Bulla
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
STM Spectra of a single molecular contact
STM Spectra of a single molecular contact (Temirov et al 2007)
ultimate goal: dI/dV curve at finite bias!
![Page 7: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/7.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
STM Spectra of a single molecular contact
STM Spectra of a single molecular contact (Temirov et al 2007)
ultimate goal: dI/dV curve at finite bias!
![Page 8: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/8.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
STM Spectra of a single molecular contact
STM Spectra of a single molecular contact (Temirov et al 2007)
ultimate goal: dI/dV curve at finite bias!
![Page 9: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/9.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
STM Spectra of a single molecular contact
STM Spectra of a single molecular contact (Temirov et al 2007)
ultimate goal: dI/dV curve at finite bias!
![Page 10: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/10.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Occupation dynamics in pulse experiments
Occupation dynamics measured in pulse experiments
J.M. Elzerman et al. Nature 430, 431-435
(2004)
![Page 11: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/11.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Occupation dynamics in pulse experiments
Occupation dynamics measured in pulse experiments
J.M. Elzerman et al. Nature 430, 431-435
(2004)
measurement of
〈n↓(t)〉 =1
2〈ntot(t)〉 − 〈sz(t)〉
![Page 12: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/12.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Contents
1 IntroductionDecay due to an bosonic environmentSTM Spectra of a single molecular contactOccupation dynamics in pulse experiments
2 Theory of non-equilibrium dynamicsQuantum impurity systemsTime-dependent NRG
3 Results: spin and charge dynamicsBenchmark: decoherence of a QuBit: spin boson modelSpin- and charge dynamics
4 OutlookNEQ spectral functionsConclusion
![Page 13: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/13.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Real-time dynamics of an observable
〈O〉(t) = Tr[Oρ(t)
]Equilibrium: single condition ρ(t) = ρ0 = exp(−βHi )/Z
Nonequilibrium: two conditions: ρ0 and Hf
ρ(t) = e−iHf t ρ0eiHf t
Calculation of the trace using an energy eigenbasis of Hf
〈O〉(t) =∑n,m
〈En|O|Em〉〈Em|ρ0|En〉e−i(Em−En)t
Question
Can we obtain such an eigenbasis for interacting systems?
![Page 14: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/14.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Real-time dynamics of an observable
〈O〉(t) = Tr[Oρ(t)
]Equilibrium: single condition ρ(t) = ρ0 = exp(−βHi )/Z
Nonequilibrium: two conditions: ρ0 and Hf
ρ(t) = e−iHf t ρ0eiHf t
Calculation of the trace using an energy eigenbasis of Hf
〈O〉(t) =∑n,m
〈En|O|Em〉〈Em|ρ0|En〉e−i(Em−En)t
Question
Can we obtain such an eigenbasis for interacting systems?
![Page 15: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/15.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Real-time dynamics of an observable
〈O〉(t) = Tr[Oρ(t)
]Equilibrium: single condition ρ(t) = ρ0 = exp(−βHi )/Z
Nonequilibrium: two conditions: ρ0 and Hf
ρ(t) = e−iHf t ρ0eiHf t
Calculation of the trace using an energy eigenbasis of Hf
〈O〉(t) =∑n,m
〈En|O|Em〉〈Em|ρ0|En〉e−i(Em−En)t
Question
Can we obtain such an eigenbasis for interacting systems?
![Page 16: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/16.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Real-time dynamics of an observable
〈O〉(t) = Tr[Oρ(t)
]Equilibrium: single condition ρ(t) = ρ0 = exp(−βHi )/Z
Nonequilibrium: two conditions: ρ0 and Hf
ρ(t) = e−iHf t ρ0eiHf t
Calculation of the trace using an energy eigenbasis of Hf
〈O〉(t) =∑n,m
〈En|O|Em〉〈Em|ρ0|En〉e−i(Em−En)t
Question
Can we obtain such an eigenbasis for interacting systems?
![Page 17: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/17.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Real-time dynamics of an observable
〈O〉(t) = Tr[Oρ(t)
]Equilibrium: single condition ρ(t) = ρ0 = exp(−βHi )/Z
Nonequilibrium: two conditions: ρ0 and Hf
ρ(t) = e−iHf t ρ0eiHf t
Calculation of the trace using an energy eigenbasis of Hf
〈O〉(t) =∑n,m
〈En|O|Em〉〈Em|ρ0|En〉e−i(Em−En)t
Question
Can we obtain such an eigenbasis for interacting systems?
![Page 18: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/18.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
Solution of quantum impurity systems
Impurity Bath continuumξ 1
Wilson’s NRG (1975)
impurity: arbitrary complex local interactions
discretization of the bath continuum
switching on iteratively the couplings ξm ∝ Λ−m/2
temperature: Tm ∝ Λ−m/2
RG: elimination of the high energy states
![Page 19: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/19.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
Solution of quantum impurity systems
Impurity
ξ3
ξ2
ξ 1
321 N
ξΝ ∼Λ −Ν/2
Wilson’s NRG (1975)
impurity: arbitrary complex local interactions
discretization of the bath continuum
switching on iteratively the couplings ξm ∝ Λ−m/2
temperature: Tm ∝ Λ−m/2
RG: elimination of the high energy states
![Page 20: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/20.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
Solution of quantum impurity systems
Impurity
ξ3
ξ2
ξ 1
321 N
ξΝ ∼Λ −Ν/2
Wilson’s NRG (1975)
impurity: arbitrary complex local interactions
discretization of the bath continuum
switching on iteratively the couplings ξm ∝ Λ−m/2
temperature: Tm ∝ Λ−m/2
RG: elimination of the high energy states
![Page 21: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/21.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
Solution of quantum impurity systems
Impurity
ξ3
ξ2
ξ 1
321 N
ξΝ ∼Λ −Ν/2
Wilson’s NRG (1975)
impurity: arbitrary complex local interactions
discretization of the bath continuum
switching on iteratively the couplings ξm ∝ Λ−m/2
temperature: Tm ∝ Λ−m/2
RG: elimination of the high energy states
![Page 22: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/22.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
Solution of quantum impurity systems
Impurity
ξ3
ξ2
ξ 1
321 N
ξΝ ∼Λ −Ν/2
Wilson’s NRG (1975)
impurity: arbitrary complex local interactions
discretization of the bath continuum
switching on iteratively the couplings ξm ∝ Λ−m/2
temperature: Tm ∝ Λ−m/2
RG: elimination of the high energy states
![Page 23: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/23.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
Solution of quantum impurity systems
Impurity
ξ3
ξ2
ξ 1
321 N
ξΝ ∼Λ −Ν/2
Wilson’s NRG (1975)
impurity: arbitrary complex local interactions
discretization of the bath continuum
switching on iteratively the couplings ξm ∝ Λ−m/2
temperature: Tm ∝ Λ−m/2
RG: elimination of the high energy states
![Page 24: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/24.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
Solution of quantum impurity systems
Impurity
ξ3
ξ2
ξ 1
321 N
ξΝ ∼Λ −Ν/2
Wilson’s NRG (1975)
impurity: arbitrary complex local interactions
discretization of the bath continuum
switching on iteratively the couplings ξm ∝ Λ−m/2
temperature: Tm ∝ Λ−m/2
RG: elimination of the high energy states
![Page 25: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/25.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
The challenge
Non-equilibrium dynamics in quantum impurity systems
The problem
evaluation of all energy scales
avoid overcounting
NEQ-NRG spectral functions: Costi, PRB 55, 3003 (1997)
The solution
complete NRG basis set of the Wilson chainFBA and A Schiller, PRL 95, 196801 (2005), Phys. Rev. B 74, 245113 (2006)
![Page 26: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/26.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
The challenge
Non-equilibrium dynamics in quantum impurity systems
The problem
evaluation of all energy scales
avoid overcounting
NEQ-NRG spectral functions: Costi, PRB 55, 3003 (1997)
The solution
complete NRG basis set of the Wilson chainFBA and A Schiller, PRL 95, 196801 (2005), Phys. Rev. B 74, 245113 (2006)
![Page 27: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/27.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
The challenge
Non-equilibrium dynamics in quantum impurity systems
The problem
evaluation of all energy scales
avoid overcounting
NEQ-NRG spectral functions: Costi, PRB 55, 3003 (1997)
The solution
complete NRG basis set of the Wilson chainFBA and A Schiller, PRL 95, 196801 (2005), Phys. Rev. B 74, 245113 (2006)
![Page 28: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/28.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
The complete basis set of the NRG chain
Impurity
eEnvironment
321 N
|l,e,1>
|l,e,2>
|l,e,3>
|e>
complete basis: {|e〉} = {|αimp, α1, α2, α3, α4, · · · , αN〉}
![Page 29: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/29.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
The complete basis set of the NRG chain
Impurity
eEnvironmentξ 1
321 N
|l,e,1>
|l,e,2>
|l,e,3>
|e>
|k,e,1>
|k’,e,1>
complete basis: {|e〉} = {|k, e; 1〉}
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
The complete basis set of the NRG chain
Impurity
eEnvironmentξ2ξ 1
321 N
|l,e,2>
|l,e,2>
|l,e,3>
|e>
|k,e,2>
complete basis: {|e〉} = {|k, e; 2〉}+ {|l , e; 2〉}
![Page 31: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/31.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
The complete basis set of the NRG chain
Impurity
eξ2ξ 1
321 N
ξ3
|e>
|l,e,3>
|l,e,2>
|k,e,3>
complete basis: {|e〉} = {|k, e; 3〉}+∑3
m=2{|l , e;m〉}
![Page 32: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/32.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum impurity systems
The complete basis set of the NRG chain
Impurity
ξ2ξ 1
ξ3
321 N
ξΝ
|e>
|l,e,3>
|l,e,2>
|l,e,N>
complete basis: {|e〉} =∑N
m=2{|l , e;m〉}
![Page 33: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/33.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Time-dependent NRG
Time-dependent NRG
〈O〉(t) =∑n,m
〈En|O|Em〉〈Em|ρ0|En〉e−i(Em−En)t
O: local operator, diagonal in e
reduced density matrix (Feynman 72, DMRG: White 92, NRG: Hofstetter 2000)
ρredll ′ (m) =
∑e
〈l , e;m|ρ0|l ′, e;m〉
RG upside down: discarded states contain the information onthe time evolution
FBA and A. Schiller PRL 95, 196801 (2005), PRB 74, 245113(2006)
![Page 34: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/34.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Time-dependent NRG
Time-dependent NRG
〈O〉(t) =∑m
l or l ′ discarded∑l ,l
〈l |O|l ′〉e i(El−El′ )tρredl ′l (m)
O: local operator, diagonal in e
reduced density matrix (Feynman 72, DMRG: White 92, NRG: Hofstetter 2000)
ρredll ′ (m) =
∑e
〈l , e;m|ρ0|l ′, e;m〉
RG upside down: discarded states contain the information onthe time evolution
FBA and A. Schiller PRL 95, 196801 (2005), PRB 74, 245113(2006)
![Page 35: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/35.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Time-dependent NRG
Time-dependent NRG
〈O〉(t) =∑m
l or l ′ discarded∑l ,l
〈l |O|l ′〉e i(El−El′ )tρredl ′l (m)
O: local operator, diagonal in e
reduced density matrix (Feynman 72, DMRG: White 92, NRG: Hofstetter 2000)
ρredll ′ (m) =
∑e
〈l , e;m|ρ0|l ′, e;m〉
RG upside down: discarded states contain the information onthe time evolution
FBA and A. Schiller PRL 95, 196801 (2005), PRB 74, 245113(2006)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Time-dependent NRG
Discussion of the method
Advantage
resolving the contradiction: RG and including all energy scale
no accumulated error in time in contrary to the td-DMRG
exponentially long time scales accessible (up to t ∗ T ≈ 1)
Impact: sum rule conserving Green functions
Peters, Pruschke, FBA, Phys. Rev. B 74, 245114 (2006)
Weichselbaum, von Delft, PRL 99, 076402 (2007)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Time-dependent NRG
Discussion of the method
Advantage
resolving the contradiction: RG and including all energy scale
no accumulated error in time in contrary to the td-DMRG
exponentially long time scales accessible (up to t ∗ T ≈ 1)
Impact: sum rule conserving Green functions
Peters, Pruschke, FBA, Phys. Rev. B 74, 245114 (2006)
Weichselbaum, von Delft, PRL 99, 076402 (2007)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Contents
1 IntroductionDecay due to an bosonic environmentSTM Spectra of a single molecular contactOccupation dynamics in pulse experiments
2 Theory of non-equilibrium dynamicsQuantum impurity systemsTime-dependent NRG
3 Results: spin and charge dynamicsBenchmark: decoherence of a QuBit: spin boson modelSpin- and charge dynamics
4 OutlookNEQ spectral functionsConclusion
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: definition
ε
∆ H =ε
2σz −
∆
2σx
+∑q
ωqb†qbq
+σz
∑q
Mq(b†q + bq)
two-level system, Spin, Qubit
bosonic bath continuum: Hb =∑
q ωqb†qbq
interaction between spin and bath
J(ω) = π∑q
|Mq|2δ(ω − ωq) = 2παω1−sc ωs for 0 < ω ≤ wc
(Leggett et al. RMP 1987)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: definition
ε
∆ H =ε
2σz −
∆
2σx
+∑q
ωqb†qbq
+σz
∑q
Mq(b†q + bq)
two-level system, Spin, Qubit
bosonic bath continuum: Hb =∑
q ωqb†qbq
interaction between spin and bath
J(ω) = π∑q
|Mq|2δ(ω − ωq) = 2παω1−sc ωs for 0 < ω ≤ wc
(Leggett et al. RMP 1987)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: definition
ε
∆ H =ε
2σz −
∆
2σx
+∑q
ωqb†qbq
+σz
∑q
Mq(b†q + bq)
two-level system, Spin, Qubit
bosonic bath continuum: Hb =∑
q ωqb†qbq
interaction between spin and bath
J(ω) = π∑q
|Mq|2δ(ω − ωq) = 2παω1−sc ωs for 0 < ω ≤ wc
(Leggett et al. RMP 1987)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: decoherence
Analytical solution for ∆ = ε = 0
pure state: |s〉 = (|0〉+ |1〉)/√
2
red. density matrix of the pure state ρloc = |s〉〈s|
ρloc
=1
2
(1 11 1
)=⇒ 1
2
(1 00 1
)
+ Decoherence: ρ01, ρ01 decays, thermodynamic state emerges
analytical solution (Unruh 95, Palma et al. 96 )
ρ10(t) = 〈1|TrBoson [ρ(t)] |0〉 = e−Γ(t)ρ10(0)
Γ(t) =1
π
∫ ∞
0dω J(ω) coth
( ω
2T
) 1− cos(ωt)
ω2
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: decoherence
Analytical solution for ∆ = ε = 0
pure state: |s〉 = (|0〉+ |1〉)/√
2
red. density matrix of the pure state ρloc = |s〉〈s|
ρloc
=1
2
(1 11 1
)=⇒ 1
2
(1 00 1
)
+ Decoherence: ρ01, ρ01 decays, thermodynamic state emerges
analytical solution (Unruh 95, Palma et al. 96 )
ρ10(t) = 〈1|TrBoson [ρ(t)] |0〉 = e−Γ(t)ρ10(0)
Γ(t) =1
π
∫ ∞
0dω J(ω) coth
( ω
2T
) 1− cos(ωt)
ω2
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: decoherence
Analytical solution for ∆ = ε = 0
pure state: |s〉 = (|0〉+ |1〉)/√
2
red. density matrix of the pure state ρloc = |s〉〈s|
ρloc
=1
2
(1 11 1
)=⇒ 1
2
(1 00 1
)
+ Decoherence: ρ01, ρ01 decays, thermodynamic state emerges
analytical solution (Unruh 95, Palma et al. 96 )
ρ10(t) = 〈1|TrBoson [ρ(t)] |0〉 = e−Γ(t)ρ10(0)
Γ(t) =1
π
∫ ∞
0dω J(ω) coth
( ω
2T
) 1− cos(ωt)
ω2
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: decoherence
Analytical solution for ∆ = ε = 0
pure state: |s〉 = (|0〉+ |1〉)/√
2
red. density matrix of the pure state ρloc = |s〉〈s|
ρloc
=1
2
(1 11 1
)=⇒ 1
2
(1 00 1
)
+ Decoherence: ρ01, ρ01 decays, thermodynamic state emerges
analytical solution (Unruh 95, Palma et al. 96 )
ρ10(t) = 〈1|TrBoson [ρ(t)] |0〉 = e−Γ(t)ρ10(0)
Γ(t) =1
π
∫ ∞
0dω J(ω) coth
( ω
2T
) 1− cos(ωt)
ω2
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: decoherence
TD-NRG
0,001 0,01 0,1 1 10t*T
0
0,2
0,4
0,6
0,8
1
ρ 01(t
)/ρ 01
(0)
s=1.5s=1.0s=0.8s=0.6s=0.4s=0.2
analytical exact solution and TD-NRG: excellent agreement
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
Spin-boson model: decoherence
TD-NRG plus analytic solution
0.001 0.01 0.1 1 10t*T
0
0.2
0.4
0.6
0.8
1
ρ 01(t
)/ρ 01
(0)
s=1.5s=1.0s=0.8s=0.6s=0.4s=0.2
analytical exact solution and TD-NRG: excellent agreement
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
TD-NRG: spin decay in the ohmic regime
0 20 40 60 80 100t*ωc
-0.5-0.4-0.3-0.2-0.1
00.10.20.30.40.5
S z(t)
α=0.01α=0.1
∆1=0.2, s=1, T=3*10-8
decaying, oscillatory solution α < 0.5
damped solution for 0.5 ≤ α < αc ≈ 1
delocalized phase α < αc , ∆r > 0
localized phase α ≥ αc (Leggett et al. RMP 1987)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
TD-NRG: spin decay in the ohmic regime
0 20 40 60 80 100t*ωc
-0.5-0.4-0.3-0.2-0.1
00.10.20.30.40.5
S z(t)
α=0.01α=0.1α=0.5α=0.7
∆1=0.2, s=1, T=3*10-8
decaying, oscillatory solution α < 0.5
damped solution for 0.5 ≤ α < αc ≈ 1
delocalized phase α < αc , ∆r > 0
localized phase α ≥ αc (Leggett et al. RMP 1987)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
TD-NRG: spin decay in the ohmic regime
0 20 40 60 80 100t*ωc
-0.5-0.4-0.3-0.2-0.1
00.10.20.30.40.5
S z(t)
α=0.01α=0.1α=0.5α=0.7
∆1=0.2, s=1, T=3*10-8
decaying, oscillatory solution α < 0.5
damped solution for 0.5 ≤ α < αc ≈ 1
delocalized phase α < αc , ∆r > 0
localized phase α ≥ αc (Leggett et al. RMP 1987)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
TD-NRG: spin decay in the ohmic regime
0 20 40 60 80 100t*ωc
-0.5-0.4-0.3-0.2-0.1
00.10.20.30.40.5
S z(t)
α=0.01α=0.1α=0.5α=0.7α=1.2α=1.3α=1.4
∆1=0.2, s=1, T=3*10-8
103 104 105 106 107 108 109
-0.2
0
0.2
0.4
S z(t)
α=0.01α=0.1α=0.5α=0.7α=1.2α=1.3α=1.4
decaying, oscillatory solution α < 0.5
damped solution for 0.5 ≤ α < αc ≈ 1
delocalized phase α < αc , ∆r > 0
localized phase α ≥ αc (Leggett et al. RMP 1987)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
TD-NRG: surprise in the sub-ohmic regime s < 1
100
101
102
103
104
t*ωc
-0.4
-0.2
0
0.2
0.4S z(t
)α=0.001<α
c
αc=0.00825
α=0.012>αc
α=0.014>αc
s=0.1, T=10-5
QPC: αc ≈ s∆ + O(s2) (Vojta, Bulla, PRL 2005)
surprise: oscillatory solution even in the localized phaseα > αc (FBA, Vojta, Bulla, PRL 2007)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Benchmark: decoherence of a QuBit: spin boson model
TD-NRG: surprise in the sub-ohmic regime s < 1
100
101
102
103
104
t*ωc
-0.4
-0.2
0
0.2
0.4S z(t
)α=0.001<α
c
αc=0.00825
α=0.012>αc
α=0.014>αc
s=0.1, T=10-5
QPC: αc ≈ s∆ + O(s2) (Vojta, Bulla, PRL 2005)
surprise: oscillatory solution even in the localized phaseα > αc (FBA, Vojta, Bulla, PRL 2007)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Spin- and charge dynamics
J.M. Elzerman et al. Nature 430, 431(2004)
J.M. Elzerman et al. Nature 430, 431(2004)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Spin- and charge dynamics
TD-NRG:
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2t*Γ
0
0.1
0.2
0.3
0.4
0.5
n dow
n(t)
5 10 15 20H/Γ
0.2
0.3
0.4
0.5
T1
〈n↓(t)〉 =1
2〈ntot(t)〉 − 〈sz(t)〉
J.M. Elzerman et al. Nature 430, 431(2004)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Spin- and charge dynamics
TD-NRG:
0 0.5 1 1.5 2 2.5 3 3.5 4
0.6
0.8
1
n d(t)
H=5H=10H=15H=20
0 0.5 1 1.5 2 2.5 3 3.5 4t*Γ
0
0.1
0.2
0.3
0.4
0.5
S z(t)
〈n↓(t)〉 =1
2〈ntot(t)〉 − 〈sz(t)〉
J.M. Elzerman et al. Nature 430, 431(2004)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Spin- and charge dynamics
J.M. Elzerman et al. Nature 430,
431(2004)
level scheme of the Q-dot
µ
Εd
H>0
t=0
H=0
time
at t = 0:
switching off H: H = 0 fort > 0
Ed = µBH/2 → Ed = U/2
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Spin- and charge dynamics
Charge dynamics of a quantum dot
0.6
0.8
1n d(t
) U/Γ1=2
U/Γ1=4
U/Γ1=6
0.01 0.1 1 10 100t*Γ
1
0.6
0.8
1
n d(t)
U/Γ1=8
U/Γ1=10
U/Γ1=12
U/Γ1=18
(a) Γ0 = Γ1
(b) Γ0 = 0
time scale for charge relaxation
tch = 1/Γ1 = 1/(πρt2)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Spin- and charge dynamics
spin dynamics of a quantum dot
0
0.1
0.2s z(t
)U/Γ
1=8
U/Γ1=10
U/Γ1=12
U/Γ1=18
10-2
10-1
100
101
102
103
t*Γ1
0
0.1
0.2
s z(t)
U/Γ1=2U/Γ1=4U/Γ1=6
(c) Γ0 = Γ1
(d) Γ0 = 0
time scale for spin relaxation
tsp ∝ 1/TK ∝ exp(1/ρJ)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Spin- and charge dynamics
spin dynamics of a quantum dot
0
0.1
0.2s z(t)
U/Γ1=2U/Γ1=4U/Γ1=6U/Γ1=8U/Γ1=10U/Γ1=12U/Γ1=18
10-4 10-3 10-2 10-1 100 101 102
t/tK
0
0.1
0.2
s z(t)
(a) Γ0 = Γ1
(b) Γ0 = 0
time scale for spin relaxation
tsp ∝ 1/TK ∝ exp(1/ρJ)
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Contents
1 IntroductionDecay due to an bosonic environmentSTM Spectra of a single molecular contactOccupation dynamics in pulse experiments
2 Theory of non-equilibrium dynamicsQuantum impurity systemsTime-dependent NRG
3 Results: spin and charge dynamicsBenchmark: decoherence of a QuBit: spin boson modelSpin- and charge dynamics
4 OutlookNEQ spectral functionsConclusion
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
TD-NRG: transient currents
Equilibrium:
µRµL
for t < 0:
bias µL − µR = 0
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Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
TD-NRG: transient currents
Equilibrium:
µRµL
for t < 0:
bias µL − µR = 0
Non-Equilibrium
µ
µL
R
for t > 0:
finite bias V = µL − µR
![Page 64: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/64.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum dot (SIAM) transient currents
0 50 100 150 200 250 300 350 400t*Γ
0
0.5
1
1.5
2
<I(
t)>
/V i
n (e
2 /h)
Ed=-2, U=4
Ed=-3, U=6
Ed=-4, U=8
Quantum Dot (SIAM)V=10
-3, T=2.5*10
-5, Λ=3
0 1 2 3 4 5 6 7 8 9 10t/t
curr
0
0.5
1
1.5
2
<I(
t)>
/V i
n (e
2 /h)
Ed=-2, U=4
Ed=-3, U=6
Ed=-4, U=8
transient time tcurr
grows with U
tcurr ∝ 1/TK
![Page 65: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/65.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Quantum dot (SIAM) transient currents
0 50 100 150 200 250 300 350 400t*Γ
0
0.5
1
1.5
2
<I(
t)>
/V i
n (e
2 /h)
Ed=-2, U=4
Ed=-3, U=6
Ed=-4, U=8
Quantum Dot (SIAM)V=10
-3, T=2.5*10
-5, Λ=3
0 1 2 3 4 5 6 7 8 9 10t/t
curr
0
0.5
1
1.5
2
<I(
t)>
/V i
n (e
2 /h)
Ed=-2, U=4
Ed=-3, U=6
Ed=-4, U=8
4 5 6 7 8U
0.01
0.1
1/t cu
rr tcurr
TK
transient time tcurr
grows with U
tcurr ∝ 1/TK
![Page 66: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/66.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
NEQ spectral functions
Challenge: exact dI/dV curve
scattering states Bethe Ansatz?
scattering states NRG?
Keldysh Green function?
Warm-up problem: initial ρ0 plus Hf =⇒ steady state NEQGreen function (see also Costi 97)
G rA,B(t) = lim
t′→∞−iTr
[ρ0(Hi )[A(t + t ′),B(t ′)]s
]Θ(t)
m,m′ contributions needed =⇒ two reduced density matrices
novel sum-rule conserving algorithm (FBA 2007)
![Page 67: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/67.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
NEQ spectral functions
Challenge: exact dI/dV curve
scattering states Bethe Ansatz?
scattering states NRG?
Keldysh Green function?
Warm-up problem: initial ρ0 plus Hf =⇒ steady state NEQGreen function (see also Costi 97)
G rA,B(t) = lim
t′→∞−iTr
[ρ0(Hi )[A(t + t ′),B(t ′)]s
]Θ(t)
m,m′ contributions needed =⇒ two reduced density matrices
novel sum-rule conserving algorithm (FBA 2007)
![Page 68: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/68.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
NEQ spectral functions
Challenge: exact dI/dV curve
scattering states Bethe Ansatz?
scattering states NRG?
Keldysh Green function?
Warm-up problem: initial ρ0 plus Hf =⇒ steady state NEQGreen function (see also Costi 97)
G rA,B(t) = lim
t′→∞−iTr
[ρ0(Hi )[A(t + t ′),B(t ′)]s
]Θ(t)
m,m′ contributions needed =⇒ two reduced density matrices
novel sum-rule conserving algorithm (FBA 2007)
![Page 69: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/69.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
NEQ spectral functions
Challenge: exact dI/dV curve
scattering states Bethe Ansatz?
scattering states NRG?
Keldysh Green function?
Warm-up problem: initial ρ0 plus Hf =⇒ steady state NEQGreen function (see also Costi 97)
G rA,B(t) = lim
t′→∞−iTr
[ρ0(Hi )[A(t + t ′),B(t ′)]s
]Θ(t)
m,m′ contributions needed =⇒ two reduced density matrices
novel sum-rule conserving algorithm (FBA 2007)
![Page 70: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/70.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
NEQ spectral functions
Challenge: exact dI/dV curve
scattering states Bethe Ansatz?
scattering states NRG?
Keldysh Green function?
Warm-up problem: initial ρ0 plus Hf =⇒ steady state NEQGreen function (see also Costi 97)
G rA,B(t) = lim
t′→∞−iTr
[ρ0(Hi )[A(t + t ′),B(t ′)]s
]Θ(t)
m,m′ contributions needed =⇒ two reduced density matrices
novel sum-rule conserving algorithm (FBA 2007)
![Page 71: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/71.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
NEQ spectral functions
Reconstruction of the equilibrium spectral function
-10 -8 -6 -4 -2 0 2 4 6 8 10ω/Γ
0
0.1
0.2
0.3
0.4
ρ(ω
)U=1U=2U=4U=6U=8U=10
0ω/Γ
0
0.1
0.2
0.3
0.4U=1U=2U=4U=6U=8U=10
Start with U = 0 and evolve to finite U using the TD-NRG
G rA,B(t,U) = lim
t′→∞−iTr
[ρ0(U = 0)[A(t + t ′),B(t ′)]s
]Θ(t)
![Page 72: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/72.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
NEQ spectral functions
Reconstruction of the equilibrium spectral function
-4 -3 -2 -1 0 1 2 3 4ω/Γ
0
0.1
0.2
0.3
0.4ρ(
ω)
Ed=-3,U=6Ed=-1,U=6Ed=-1,U=6Ed= 0,U=6
![Page 73: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/73.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Conclusion
Conclusion
The time-dependent NRG
novel method to investigate real-time dynamics inquantum-impurity systems
based on the NRG
complete many-body basis set
excellent agreement between analytic and numerics
Applicable to any quantum impurity problem
Question and Outlook
What can be learn about the spin and charge dynamics inmore complex systems
scattering states NRG for steady-state currents?
application to charge transfer reaction in bio-molecules
![Page 74: Quantum impurity systems out of equilibrium: real-time dynamicst2.physik.tu-dortmund.de/files/talks/anders/time... · 2015-03-05 · Introduction Theory of non-equilibrium dynamics](https://reader033.fdocuments.us/reader033/viewer/2022050312/5f747f0d5b04ed1cc46dcf84/html5/thumbnails/74.jpg)
Introduction Theory of non-equilibrium dynamics Results: spin and charge dynamics Outlook
Conclusion
Conclusion
The time-dependent NRG
novel method to investigate real-time dynamics inquantum-impurity systems
based on the NRG
complete many-body basis set
excellent agreement between analytic and numerics
Applicable to any quantum impurity problem
Question and Outlook
What can be learn about the spin and charge dynamics inmore complex systems
scattering states NRG for steady-state currents?
application to charge transfer reaction in bio-molecules