Langevin approach to non-adiabatic molecular dynamics

Size: px
Start display at page:

Download "Langevin approach to non-adiabatic molecular dynamics"

Transcription

1 Langevin approach to non-adiabatic molecular dynamics Jing Tao Lü 1, Mads Brandbyge 1, Per Hedegård 2 1. Department of Micro- and Nanotechnology, Technical University of Denmark 2. Niels Bohr institute, University of Copenhagen Joint ICTP-IAEA Workshop on Non-adiabatic Dynamics and Radiation Damage in Nuclear Materials, Trieste, Italy Semi-classical Langevin dynamics Jing Tao Lü (DTU) 1 / 45

2 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 2 / 45

3 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 3 / 45

4 Molecular electronics Seminal paper in molecular electronics Molecular Rectifiers, A. Aviram and M. A. Ratner, Chem. Phys. Lett. 1974, 29, 277 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 4 / 45

5 Motivation: Adiabatic and beyond Generalised Langevin equation Coupling to electron bath Joule heating, Current-induced forces Molecular dynamics in the presence of current! Semi-classical Langevin dynamics Jing Tao Lü (DTU) 5 / 45

6 Adiabatic (Born-Oppenheimer) dynamics Hamiltonian for a system of electrons and ions: Ĥ = ˆT e + ˆT ph + V e (ˆr) + V eph (ˆr, ˆR) + V ph ( ˆR) Born-Oppenheimer approximation: Ĥ BO = Ĥ ˆT ph Semi-classical Langevin dynamics Jing Tao Lü (DTU) 6 / 45

7 Adiabatic (Born-Oppenheimer) dynamics Electrons only see static ions: Ĥ BO (R, r)φ i (R, r) = ε i (R)Φ i (R, r) Forces to the ions: m R = Φ 0 R Ĥ BO (R, r) Φ 0 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 7 / 45

8 Adiabatic (Born-Oppenheimer) dynamics Electrons only see static ions: Ĥ BO (R, r)φ i (R, r) = ε i (R)Φ i (R, r) Forces to the ions: m R = Φ 0 R Ĥ BO (R, r) Φ 0 No energy transfer between electron and phonon subsystems! Semi-classical Langevin dynamics Jing Tao Lü (DTU) 7 / 45

9 Ehrenfest dynamics Time-dependent Schrödinger equation: i t Ψ(t) = ĤBO(R(t), r)ψ(t) Force to the ions: m R = Ψ(t) R Ĥ BO (R(t), r) Ψ(t) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 8 / 45

10 Ehrenfest dynamics Time-dependent Schrödinger equation: Force to the ions: i t Ψ(t) = ĤBO(R(t), r)ψ(t) m R = Ψ(t) R Ĥ BO (R(t), r) Ψ(t) Energy transfer possible, but not good enough for Joule heating problem Semi-classical Langevin dynamics Jing Tao Lü (DTU) 8 / 45

11 Joule heating: Simple perturbation analysis Suppose we have one harmonic oscillator (phonon), coupling with the electronic environment. Energy transfer between electrons and the phonon mode could be modelled by a rate equation, Ṅ = B(N + 1) AN, with N the phonon occupation number. At steady state, Ṅ = 0 N = B A B = 1 A B 1. For equilibrium electrons with temperature T e, we have [ ] A ω B = exp. k B T e Semi-classical Langevin dynamics Jing Tao Lü (DTU) 9 / 45

12 Joule heating: Simple perturbation analysis Suppose we have one harmonic oscillator (phonon), coupling with the electronic environment. Energy transfer between electrons and the phonon mode could be modelled by a rate equation, Ṅ = B(N + 1) AN, with N the phonon occupation number. At steady state, Ṅ = 0 N = B A B = 1 A B 1. For equilibrium electrons with temperature T e, we have [ ] A ω B = exp. k B T e Semi-classical Langevin dynamics Jing Tao Lü (DTU) 9 / 45

13 Joule heating: Simple perturbation analysis Suppose we have one harmonic oscillator (phonon), coupling with the electronic environment. Energy transfer between electrons and the phonon mode could be modelled by a rate equation, Ṅ = B(N + 1) AN, with N the phonon occupation number. At steady state, Ṅ = 0 N = B A B = 1 A B 1. For equilibrium electrons with temperature T e, we have [ ] A ω B = exp. k B T e Semi-classical Langevin dynamics Jing Tao Lü (DTU) 9 / 45

14 Why Ehrenfest fails? The energy transfer predicted from Ehrenfest dynamics Ṅ = BN AN < 0 The phonon keeps losing energy! E. J. McEniry, Y. Wang, D. Dundas, T. N. Todorov, L. Stella, R. P. Miranda, A. J. Fisher, A. P. Horsfield, C. P. Race, D. R. Mason, W. M.C. Foulkes and A. P. Sutton, EPJB, 77, 305 (2010) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 10 / 45

15 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 11 / 45

16 Semi-classical dynamics from influence functional Influence functional approach: Start from the fully quantum-mechanical problem Split into the system (ions), and the bath/environment (electrons) Given configuration of the system, trace out the bath (electrons), and get an effective action for the system Semi-classical Langevin equation References: Phonon bath: Feynman&Vernon1963,Caldeira&Leggett1983, Schmid1982, Electron bath: Chang&Chakravarty1985,Hedegård&Caldeira1987 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 12 / 45

17 Semi-classical dynamics from influence functional Influence functional approach: Start from the fully quantum-mechanical problem Split into the system (ions), and the bath/environment (electrons) Given configuration of the system, trace out the bath (electrons), and get an effective action for the system Semi-classical Langevin equation References: Phonon bath: Feynman&Vernon1963,Caldeira&Leggett1983, Schmid1982, Electron bath: Chang&Chakravarty1985,Hedegård&Caldeira1987 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 12 / 45

18 Semi-classical dynamics from influence functional Influence functional approach: Start from the fully quantum-mechanical problem Split into the system (ions), and the bath/environment (electrons) Given configuration of the system, trace out the bath (electrons), and get an effective action for the system Semi-classical Langevin equation References: Phonon bath: Feynman&Vernon1963,Caldeira&Leggett1983, Schmid1982, Electron bath: Chang&Chakravarty1985,Hedegård&Caldeira1987 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 12 / 45

19 Semi-classical dynamics from influence functional Influence functional approach: Start from the fully quantum-mechanical problem Split into the system (ions), and the bath/environment (electrons) Given configuration of the system, trace out the bath (electrons), and get an effective action for the system Semi-classical Langevin equation References: Phonon bath: Feynman&Vernon1963,Caldeira&Leggett1983, Schmid1982, Electron bath: Chang&Chakravarty1985,Hedegård&Caldeira1987 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 12 / 45

20 Semi-classical dynamics from influence functional Influence functional approach: Start from the fully quantum-mechanical problem Split into the system (ions), and the bath/environment (electrons) Given configuration of the system, trace out the bath (electrons), and get an effective action for the system Semi-classical Langevin equation References: Phonon bath: Feynman&Vernon1963,Caldeira&Leggett1983, Schmid1982, Electron bath: Chang&Chakravarty1985,Hedegård&Caldeira1987 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 12 / 45

21 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 13 / 45

22 Hamiltonian Hamiltonian for an ion moving in some potential: Ĥ = ˆp2 2m + V (ˆx) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 14 / 45

23 Evolution operator with path integral Evolution operator in coordinate basis: b e iĥt/ a = ( lim b e iĥ t/ ) N a N + N 1 = lim dx j x j e iĥ t/ x j 1 N + j=1 with x N = b, x 0 = a. Semi-classical Langevin dynamics Jing Tao Lü (DTU) 15 / 45

24 Evolution operator with path integral x j e iĥ t/ x j 1 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 16 / 45

25 Evolution operator with path integral x j e iĥ t/ x j 1 x j e iˆp2 t/2m e iv (ˆx) t/ x j 1 Trotter Semi-classical Langevin dynamics Jing Tao Lü (DTU) 16 / 45

26 Evolution operator with path integral x j e iĥ t/ x j 1 x j e iˆp2 t/2m e iv (ˆx) t/ x j 1 Trotter dp j dp j x j p j p j e iˆp2 t/2m p j p j e iv (ˆx) t/ x j 1 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 16 / 45

27 Evolution operator with path integral x j e iĥ t/ x j 1 x j e iˆp2 t/2m e iv (ˆx) t/ x j 1 Trotter dp j dp j x j p j p j e iˆp2 t/2m p j p j e iv (ˆx) t/ x j 1 dp j x j p j e ip j 2 t/2m p j x j 1 e iv (xj 1) t/ x j p j = e ip j x j / Semi-classical Langevin dynamics Jing Tao Lü (DTU) 16 / 45

28 Evolution operator with path integral x j e iĥ t/ x j 1 x j e iˆp2 t/2m e iv (ˆx) t/ x j 1 Trotter dp j dp j x j p j p j e iˆp2 t/2m p j p j e iv (ˆx) t/ x j 1 dp j x j p j e ip j 2 t/2m p j x j 1 e iv (xj 1) t/ x j p j = e ip j x j / dp j e ip j 2 t/2m e iv (xj 1) t/ e i(x j x j 1 )p j / Semi-classical Langevin dynamics Jing Tao Lü (DTU) 16 / 45

29 Evolution operator with path integral x j e iĥ t/ x j 1 x j e iˆp2 t/2m e iv (ˆx) t/ x j 1 Trotter dp j dp j x j p j p j e iˆp2 t/2m p j p j e iv (ˆx) t/ x j 1 dp j x j p j e ip j 2 t/2m p j x j 1 e iv (xj 1) t/ x j p j = e ip j x j / dp j e ip j 2 t/2m e iv (xj 1) t/ e i(x j x j 1 )p j / { [ ( ) } 2 i m xj x j 1 N exp V (x j 1)] t 2 t Semi-classical Langevin dynamics Jing Tao Lü (DTU) 16 / 45

30 Evolution operator with path integral Evolution operator in coordinate basis: N 1 [ b e iĥt/ i N ( ) 2 m xj x j 1 a = lim dx j exp V (x N + j 1)] 2 ɛ j=1 j=1 { ( )} i 1 Dx exp dt 2 mẋ 2 V (x) { } i Dx exp S(ẋ, x) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 17 / 45

31 Semi-classical approximation Evolution operator in coordinate basis: { ( )} i 1 b e iĥt/ a = Dxexp dt 2 mẋ 2 V (x) Pick out the classical path: x = x cl + ξ, we get { } i b e iĥt a exp S cl { i Dξexp dt ( 1 2 m ξ 2 V (x cl )ξ 2 )} + O(ξ 3 ) In the limit of ξ 2, classical path contributes the most. Semi-classical Langevin dynamics Jing Tao Lü (DTU) 18 / 45

32 Semi-classical approximation Evolution operator in coordinate basis: { ( )} i 1 b e iĥt/ a = Dxexp dt 2 mẋ 2 V (x) Pick out the classical path: x = x cl + ξ, we get { } i b e iĥt a exp S cl { i Dξexp dt ( 1 2 m ξ 2 V (x cl )ξ 2 )} + O(ξ 3 ) In the limit of ξ 2, classical path contributes the most. Semi-classical Langevin dynamics Jing Tao Lü (DTU) 18 / 45

33 Evolution of Density matrix Density matrix: ˆρ(t) = e iĥt/ ˆρ(0)e iĥt/ Evolution in coordinate basis: x 1 ˆρ(t) y 1 = x 1 e iĥt/ x 0 x 0 ˆρ(0) y 0 y 0 e iĥt/ y 1 = D[x, y]e i(s(x) S(y))/ x 0 ˆρ(0) y 0 K (x 1, y 1 ; x 0, y 0 ) x 0 ˆρ(0) y 0 x y Semi-classical Langevin dynamics Jing Tao Lü (DTU) 19 / 45

34 Evolution of Density matrix Density matrix: ˆρ(t) = e iĥt/ ˆρ(0)e iĥt/ Evolution in coordinate basis: x 1 ˆρ(t) y 1 = x 1 e iĥt/ x 0 x 0 ˆρ(0) y 0 y 0 e iĥt/ y 1 = D[x, y]e i(s(x) S(y))/ x 0 ˆρ(0) y 0 K (x 1, y 1 ; x 0, y 0 ) x 0 ˆρ(0) y 0 x y Semi-classical Langevin dynamics Jing Tao Lü (DTU) 19 / 45

35 Semi-classical approximation Define R 1 2 (x + y)(classical),ξ x y(quantum), we get { } i K (x 1, y 1 ; x 0, y 0 ) = D[x, y]exp (S(x) S(y)) { D[R, ξ]exp i } ξ(t)(m R(t) + V (R(t)))dt + O(ξ 3 ) Only odd in ξ terms contribute! Think of ikx dk e 2π = δ(x), integrate out ξ, we get L 0 (t) = m R(t) + V (R(t)) = 0. Average path follows classical equation of motion Exact for quadratic potential Semi-classical Langevin dynamics Jing Tao Lü (DTU) 20 / 45

36 Semi-classical approximation Define R 1 2 (x + y)(classical),ξ x y(quantum), we get { } i K (x 1, y 1 ; x 0, y 0 ) = D[x, y]exp (S(x) S(y)) { D[R, ξ]exp i } ξ(t)(m R(t) + V (R(t)))dt + O(ξ 3 ) Only odd in ξ terms contribute! Think of ikx dk e 2π = δ(x), integrate out ξ, we get L 0 (t) = m R(t) + V (R(t)) = 0. Average path follows classical equation of motion Exact for quadratic potential Semi-classical Langevin dynamics Jing Tao Lü (DTU) 20 / 45

37 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 21 / 45

38 Density matrix for system+bath model System variables: x, y, Bath variables: X, Y. The density matrix is x 1, X 1 ˆρ(t) y 1, Y 1 = x 1, X 1 e i Ĥt ˆρ(0)e i Ĥt y 1, Y 1 Since we are only interested in the system, we want to look at the evolution of the reduced density matrix for the system only ˆρ s Semi-classical Langevin dynamics Jing Tao Lü (DTU) 22 / 45

39 Density matrix for system+bath model System variables: x, y, Bath variables: X, Y. The density matrix is x 1, X 1 ˆρ(t) y 1, Y 1 = x 1, X 1 e i Ĥt ˆρ(0)e i Ĥt y 1, Y 1 Since we are only interested in the system, we want to look at the evolution of the reduced density matrix for the system only ˆρ s x 1 ˆρ s (t) y 1 = Tr X1 [ x 1, X 1 ˆρ(t) y 1, Y 1 ] Semi-classical Langevin dynamics Jing Tao Lü (DTU) 22 / 45

40 Density matrix for system+bath model System variables: x, y, Bath variables: X, Y. The density matrix is x 1, X 1 ˆρ(t) y 1, Y 1 = x 1, X 1 e i Ĥt ˆρ(0)e i Ĥt y 1, Y 1 Since we are only interested in the system, we want to look at the evolution of the reduced density matrix for the system only ˆρ s x 1 ˆρ s (t) y 1 = Tr X1 [ x 1, X 1 ˆρ(t) y 1, X 1 ] Semi-classical Langevin dynamics Jing Tao Lü (DTU) 22 / 45

41 Decoupling scheme The total Hamiltonian Ĥ = Ĥs + Ĥb + Ĥint Assume at t = 0, then ρ(0) = ρ s (0) ρ b (0) x 1 ρ s (t) y 1 = F(x, y)u s (x 1, x 0 ) x 0 ρ s (0) y 0 U s (y 0, y 1 ) with the influence functional (F), phase (Φ) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 23 / 45

42 Decoupling scheme The total Hamiltonian Ĥ = Ĥs + Ĥb + Ĥint Assume at t = 0, then ρ(0) = ρ s (0) ρ b (0) x 1 ρ s (t) y 1 = F(x, y)u s (x 1, x 0 ) x 0 ρ s (0) y 0 U s (y 0, y 1 ) with the influence functional (F), phase (Φ) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 23 / 45

43 Decoupling scheme The total Hamiltonian Ĥ = Ĥs + Ĥb + Ĥint Assume at t = 0, then ρ(0) = ρ s (0) ρ b (0) x 1 ρ s (t) y 1 = F(x, y)u s (x 1, x 0 ) x 0 ρ s (0) y 0 U s (y 0, y 1 ) with the influence functional (F), phase (Φ) F (x, y) e iφ(x,y)/ = Tr b [ U b (x)ρ b (0)U b (y) ] Semi-classical Langevin dynamics Jing Tao Lü (DTU) 23 / 45

44 Properties of F /Φ From the definition of F we have F(x, y) e iφ(x,y)/ = Tr b [ U b (x)ρ b (0)U b (y) ], F(x, y) = F (y, x), F(x, x) = 1, or in terms of classical (R) and quantum (ξ) paths F(R, ξ) = F (R, ξ), F(R, 0) = 1, Semi-classical Langevin dynamics Jing Tao Lü (DTU) 24 / 45

45 Properties of F /Φ From the definition of F we have F(x, y) e iφ(x,y)/ = Tr b [ U b (x)ρ b (0)U b (y) ], F(x, y) = F (y, x), F(x, x) = 1, or in terms of classical (R) and quantum (ξ) paths F(R, ξ) = F (R, ξ), F(R, 0) = 1, Semi-classical Langevin dynamics Jing Tao Lü (DTU) 24 / 45

46 Effect of the bath to the evolution Recall in the semi-classical approximation, for system only, we have { K (x 1, y 1 ; x 0, y 0 ) D[R, ξ]exp i } ξ(t)l 0 (t)dt. What is the effect of the bath? { K (x 1, y 1 ; x 0, y 0 ) D[R, ξ]exp i } (ξ(t)l 0 (t) Φ(t)) dt Semi-classical Langevin dynamics Jing Tao Lü (DTU) 25 / 45

47 Effect of the bath to the evolution Recall in the semi-classical approximation, for system only, we have { K (x 1, y 1 ; x 0, y 0 ) D[R, ξ]exp i } ξ(t)l 0 (t)dt. What is the effect of the bath? { K (x 1, y 1 ; x 0, y 0 ) D[R, ξ]exp i } (ξ(t)l 0 (t) Φ(t)) dt Semi-classical Langevin dynamics Jing Tao Lü (DTU) 25 / 45

48 Expansion of the influence phase Using F(R, 0) = 1, to 2nd order: F(R, ξ) = F (R, ξ), we expand Φ over ξ Φ(R, ξ) = Φ(R, 0) A(R; t, t )ξ(t) + i 2 ξ(t )B(R; t, t )ξ(t) + O(ξ 3 ) Put this back to K : K (x 1, y 1 ; x 0, y 0 ) exp { D[R, ξ]exp i { 1 2 ξ(t)b(t, t )ξ(t ) } ξ(t)(l 0 (t) + A(t, t ))dt } Modifies the equation of motion of R Introduces a O(ξ 2 ) term Semi-classical Langevin dynamics Jing Tao Lü (DTU) 26 / 45

49 Expansion of the influence phase Using F(R, 0) = 1, to 2nd order: F(R, ξ) = F (R, ξ), we expand Φ over ξ Φ(R, ξ) = Φ(R, 0) A(R; t, t )ξ(t) + i 2 ξ(t )B(R; t, t )ξ(t) + O(ξ 3 ) Put this back to K : K (x 1, y 1 ; x 0, y 0 ) exp { D[R, ξ]exp i { 1 2 ξ(t)b(t, t )ξ(t ) } ξ(t)(l 0 (t) + A(t, t ))dt } Modifies the equation of motion of R Introduces a O(ξ 2 ) term Semi-classical Langevin dynamics Jing Tao Lü (DTU) 26 / 45

50 Probability interpretation Using Gaussian integral: we have dξe ilξ e 1 2 aξ2 df dξe i(l+f )x e 2a 1 f 2 dkδ(l + k)e 1 2a k2, K (x 1, y 1 ; x 0, y 0 ) exp { D[R, ξ]exp i { 1 2 ξ(t)b(t, t )ξ(t ) } ξ(t)(l 0 (t) + A(t, t ))dt } Semi-classical Langevin dynamics Jing Tao Lü (DTU) 27 / 45

51 Probability interpretation Using Gaussian integral: we have dξe ilξ e 1 2 aξ2 df dξe i(l+f )x e 2a 1 f 2 dkδ(l + k)e 1 2a k2, K (x 1, y 1 ; x 0, y 0 ) exp { D[R, ξ, f ]exp i { 1 2 f (t)b 1 (t, t )f (t ) } ξ(t)(l 0 (t) + A(t, t ) + f (t))dt } Semi-classical Langevin dynamics Jing Tao Lü (DTU) 27 / 45

52 Probability interpretation Using Gaussian integral: we have dξe ilξ e 1 2 aξ2 df dξe i(l+f )x e 2a 1 f 2 dkδ(l + k)e 1 2a k2, K (x 1, y 1 ; x 0, y 0 ) D[R, f ] (L 0 (t) + A(t, t ) + f (t)) { exp 1 } 2 f (t)b 1 (t, t )f (t ) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 27 / 45

53 Probability interpretation Using Gaussian integral: we have dξe ilξ e 1 2 aξ2 df dξe i(l+f )x e 2a 1 f 2 dkδ(l + k)e 1 2a k2, K (x 1, y 1 ; x 0, y 0 ) D[R, f ] (L 0 (t) + A(t, t ) + f (t)) { exp 1 } 2 f (t)b 1 (t, t )f (t ) f (t ) plays a role of a stochastic force acting on the equation of motion, with a Gaussian correlation. Semi-classical Langevin dynamics Jing Tao Lü (DTU) 27 / 45

54 Generalised Langevin equation Langevin equation: 2 t t 2 R(t) + V (R) = dt A(t, t )R(t ) f (t). with the noise correlation f (t)f (t ) = B(t, t ). Semi-classical Langevin dynamics Jing Tao Lü (DTU) 28 / 45

55 Example: Harmonic oscillators For a harmonic oscillator coupling linearly (in displacement) with harmonic oscillator bath, the semi-classical approximation is exact: A(t t ) = Ck 2 sin ω k (t t ), 2mω k k B(t t ) = k C 2 k 2mω k coth ω k 2k B T cos ω k(t t ). Feynman&Vernon, Caldeira&Leggett, Semi-classical Langevin dynamics Jing Tao Lü (DTU) 29 / 45

56 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 30 / 45

57 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 31 / 45

58 Adiabatic expansion We have the time-dependent Schrödinger equation i t Ψ(r, R(t)) = ĤBO(r, R(t))Ψ(r, R(t)) Within the adiabatic (Born-Oppenheimer) basis: Expand Ψ(r, R(t)): Ĥ BO (r, R)φ n (r, R) = ε n (R)φ n (r, R), Ψ(r, R(t)) = n a n (R(t))φ n (r, R(t)). Including correction O(V 2 ) V = i φ m φ n O(ξ 2 ). Semi-classical Langevin dynamics Jing Tao Lü (DTU) 32 / 45

59 Adiabatic expansion We have the time-dependent Schrödinger equation i t Ψ(r, R(t)) = ĤBO(r, R(t))Ψ(r, R(t)) Within the adiabatic (Born-Oppenheimer) basis: Expand Ψ(r, R(t)): Ĥ BO (r, R)φ n (r, R) = ε n (R)φ n (r, R), Ψ(r, R(t)) = n a n (R(t))φ n (r, R(t)). Including correction O(V 2 ) V = i φ m φ n O(ξ 2 ). Semi-classical Langevin dynamics Jing Tao Lü (DTU) 32 / 45

60 Adiabatic expansion We have the time-dependent Schrödinger equation i t Ψ(r, R(t)) = ĤBO(r, R(t))Ψ(r, R(t)) Within the adiabatic (Born-Oppenheimer) basis: Expand Ψ(r, R(t)): Ĥ BO (r, R)φ n (r, R) = ε n (R)φ n (r, R), Ψ(r, R(t)) = n a n (R(t))φ n (r, R(t)). Including correction O(V 2 ) V = i φ m φ n O(ξ 2 ). Semi-classical Langevin dynamics Jing Tao Lü (DTU) 32 / 45

61 Influence functional Influence functional from electron bath: [ ] F e = Det [G 0 ] 1 + V { [ ]} exp Tr lng 1 0 { exp {Tr [G 0 V ]}exp 1 } 2 Tr [G 0VG 0 V ] Semi-classical JTL, M. Langevin Brandbyge, dynamicsp. Jing Hedegård, Tao Lü (DTU) Nano. Letters, 10, 1657 (2010) 33 / 45

62 Influence functional Influence functional from electron bath: [ ] F e = Det [G 0 ] 1 + V { [ ]} exp Tr lng 1 0 { exp {Tr [G 0 V ]}exp 1 } 2 Tr [G 0VG 0 V ] The adiabatic Green s function: ( i ) t ε n(r) Gnn(t, 0 t ) = δ(t t ) Semi-classical JTL, M. Langevin Brandbyge, dynamicsp. Jing Hedegård, Tao Lü (DTU) Nano. Letters, 10, 1657 (2010) 33 / 45

63 Influence functional Influence functional from electron bath: [ ] F e = Det [G 0 ] 1 + V { [ ]} exp Tr lng 1 0 { exp {Tr [G 0 V ]}exp 1 } 2 Tr [G 0VG 0 V ] The adiabatic Green s function: ( i ) t ε n(r) Gnn(t, 0 t ) = δ(t t ) Adiabatic correction: V mn = i φ m φ n Semi-classical JTL, M. Langevin Brandbyge, dynamicsp. Jing Hedegård, Tao Lü (DTU) Nano. Letters, 10, 1657 (2010) 33 / 45

64 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 34 / 45

65 Langevin equation (Equilibrium electrons) 2 t 2 R(t) = V γ eh (t)ṙ(t) + f (t) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 35 / 45

66 Langevin equation (Equilibrium electrons) 2 t 2 R(t) = V γ eh (t)ṙ(t) + f (t) The adiabatic(born-oppenheimer) force V = j n F (ε j ) R ε j(t, R(t)) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 35 / 45

67 Langevin equation (Equilibrium electrons) The electronic friction 2 t 2 R(t) = V γ eh (t)ṙ(t) + f (t) γ eh (ω) k,j 1 ω φ j R V ep φ k φ k R V ep φ j (n F (ε k µ) n F (ε j µ)) δ(ω (ε k ε j )) Generally friction not local in time! But very short memory for electrons. Excitation of electron-hole pairs! Semi-classical Langevin dynamics Jing Tao Lü (DTU) 35 / 45

68 Langevin equation (Equilibrium electrons) 2 t 2 R(t) = V γ eh (t)ṙ(t) + f (t) The equilibrium noise correlation ( ff (ω) = 2ωγ eh n B (ω, T ) + 1 ) colored noise 2 Fluctuations around the classical path: zero T, zero point motion, ωγ eh high T, thermal fluctuation, 2γ eh k B T Semi-classical Langevin dynamics Jing Tao Lü (DTU) 35 / 45

69 Langevin equation (Equilibrium electrons) 2 t 2 R(t) = V γ eh (t)ṙ(t) + f (t) The equilibrium noise correlation ( ff (ω) = 2ωγ eh n B (ω, T ) + 1 ) colored noise 2 Fluctuations around the classical path: zero T, zero point motion, ωγ eh high T, thermal fluctuation, 2γ eh k B T Ignoring f (t), phonons keep losing energy to electrons! (Ehrenfest) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 35 / 45

70 Energy of harmonic phonons For a harmonic oscillator coupling weakly with an equilibrium electron bath at T e, we can calculate the energy of the phonons from the Langevin equations ( E = ω 0 n B (ω, T e ) + 1 ) 2 Semi-classical Langevin dynamics Jing Tao Lü (DTU) 36 / 45

71 Nonequilibrium electrons Nonequilibrium Green s function method: B(t t ) = i ( Π > + Π <), 2 A(t t ) = Π > (t t ) Π < (t t ) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 37 / 45

72 Outline 1 Motivation: Adiabatic and beyond 2 Generalised Langevin equation Isolated system System plus the environment/bath 3 Coupling to electron bath Influence functional Langevin equation Application to molecular conductors Semi-classical Langevin dynamics Jing Tao Lü (DTU) 38 / 45

73 Motivation: Adiabatic and beyond Generalised Langevin equation Coupling to electron bath Joule heating, Current-induced forces Molecular dynamics in the presence of current! Semi-classical Langevin dynamics Jing Tao Lü (DTU) 39 / 45

74 Langevin equation (Nonequilibrium electrons) 2 t 2 R(t) = V (γ eh (ev ) + γ(t))ṙ(t) + f (t) Nonequilibrium corrections: B(eV )Ṙ(t) + A(eV )R(t) Joule heating: ff (ω) = ω(γ eh + γ) coth ω 2k B T + Π(ω) Nonequilibrium correction to the friction coefficient Berry-phase induced effective magnetic field - B anti-symmetric Non-conservative current-induced forces - A anti-symmetric JTL, M. Brandbyge, P. Hedegård, Nano. Letters, 10, 1657 (2010) JTL, P. Hedegård, M. Brandbyge, PRL, 107, (2010) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 40 / 45

75 Langevin equation (Nonequilibrium electrons) 2 t 2 R(t) = V (γ eh (ev ) + γ(t))ṙ(t) + f (t) Nonequilibrium corrections: B(eV )Ṙ(t) + A(eV )R(t) Joule heating: ff (ω) = ω(γ eh + γ) coth ω 2k B T + Π(ω) Nonequilibrium correction to the friction coefficient Berry-phase induced effective magnetic field - B anti-symmetric Non-conservative current-induced forces - A anti-symmetric JTL, M. Brandbyge, P. Hedegård, Nano. Letters, 10, 1657 (2010) JTL, P. Hedegård, M. Brandbyge, PRL, 107, (2010) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 40 / 45

76 Langevin equation (Nonequilibrium electrons) 2 t 2 R(t) = V (γ eh (ev ) + γ(t))ṙ(t) + f (t) Nonequilibrium corrections: B(eV )Ṙ(t) + A(eV )R(t) Joule heating: ff (ω) = ω(γ eh + γ) coth ω 2k B T + Π(ω) Nonequilibrium correction to the friction coefficient Berry-phase induced effective magnetic field - B anti-symmetric Non-conservative current-induced forces - A anti-symmetric JTL, M. Brandbyge, P. Hedegård, Nano. Letters, 10, 1657 (2010) JTL, P. Hedegård, M. Brandbyge, PRL, 107, (2010) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 40 / 45

77 Langevin equation (Nonequilibrium electrons) 2 t 2 R(t) = V (γ eh (ev ) + γ(t))ṙ(t) + f (t) Nonequilibrium corrections: B(eV )Ṙ(t) + A(eV )R(t) Joule heating: ff (ω) = ω(γ eh + γ) coth ω 2k B T + Π(ω) Nonequilibrium correction to the friction coefficient Berry-phase induced effective magnetic field - B anti-symmetric Non-conservative current-induced forces - A anti-symmetric JTL, M. Brandbyge, P. Hedegård, Nano. Letters, 10, 1657 (2010) JTL, P. Hedegård, M. Brandbyge, PRL, 107, (2010) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 40 / 45

78 Computational tools SIESTA for electronic structure calculation J. M. Soler, E. Artacho, J. D. Gale, A. García, J. Junquera, P. Ordejón, and D. Sánchez-Portal, J. Phys. Condens. Matter 14, 2745 (2002) TranSIESTA for electronic transport M. Brandbyge, J.-L. Mozos, P. Ordejón, J. Taylor, and K. Stokbro, Phys. Rev. B 65, (2002) Inelastica for phonons and e-ph coupling T. Frederiksen, M. Paulsson, M. Brandbyge, A.-P. Jauho, Phys. Rev. B 75, (2007) Semi-classical Langevin dynamics Jing Tao Lü (DTU) 41 / 45

79 Harmonic vs. Anharmonic Σ Σ MD: Follow how energy is redistributed by anharmonic couplings 28 DTU Nanotech, Technical University of Denmark Semi-classical Langevin dynamics Jing Tao Lü (DTU) 42 / 45

80 Carbon chain MD simulations Tight-binding + Brenner potential Importance of anharmonic couplings in energy redistribution Anharmonic Harmonic Tue Gunst, M.Sc. Thesis, DTU 29 DTU Nanotech, Technical University of Denmark Semi-classical Langevin dynamics Jing Tao Lü (DTU) 43 / 45

81 Take home message General first-principles way of deriving Langevin equation for system+bath model Applied to ions coupling with nonequilibrium, time-dependent (in the adiabatic sense) electron baths Non-adiabatic effect enters as friction and noise. The noise is crucial for the energy transfer. Application to radiation damage??? JTL, M. Brandbyge, P. Hedegård, Nano. Letters, 10, 1657 (2010), M. Brandbyge, P. Hedegård, PRL, 72, 2919 (1994), M. Brandbyge, P. Hedegård, T. F. Heinz, J. A. Misewich, and D. M. Newns, PRB, 52, 6042 (1995). Semi-classical Langevin dynamics Jing Tao Lü (DTU) 44 / 45

82 Take home message General first-principles way of deriving Langevin equation for system+bath model Applied to ions coupling with nonequilibrium, time-dependent (in the adiabatic sense) electron baths Non-adiabatic effect enters as friction and noise. The noise is crucial for the energy transfer. Application to radiation damage??? JTL, M. Brandbyge, P. Hedegård, Nano. Letters, 10, 1657 (2010), M. Brandbyge, P. Hedegård, PRL, 72, 2919 (1994), M. Brandbyge, P. Hedegård, T. F. Heinz, J. A. Misewich, and D. M. Newns, PRB, 52, 6042 (1995). Semi-classical Langevin dynamics Jing Tao Lü (DTU) 44 / 45

83 Take home message General first-principles way of deriving Langevin equation for system+bath model Applied to ions coupling with nonequilibrium, time-dependent (in the adiabatic sense) electron baths Non-adiabatic effect enters as friction and noise. The noise is crucial for the energy transfer. Application to radiation damage??? JTL, M. Brandbyge, P. Hedegård, Nano. Letters, 10, 1657 (2010), M. Brandbyge, P. Hedegård, PRL, 72, 2919 (1994), M. Brandbyge, P. Hedegård, T. F. Heinz, J. A. Misewich, and D. M. Newns, PRB, 52, 6042 (1995). Semi-classical Langevin dynamics Jing Tao Lü (DTU) 44 / 45

84 Take home message General first-principles way of deriving Langevin equation for system+bath model Applied to ions coupling with nonequilibrium, time-dependent (in the adiabatic sense) electron baths Non-adiabatic effect enters as friction and noise. The noise is crucial for the energy transfer. Application to radiation damage??? JTL, M. Brandbyge, P. Hedegård, Nano. Letters, 10, 1657 (2010), M. Brandbyge, P. Hedegård, PRL, 72, 2919 (1994), M. Brandbyge, P. Hedegård, T. F. Heinz, J. A. Misewich, and D. M. Newns, PRB, 52, 6042 (1995). Semi-classical Langevin dynamics Jing Tao Lü (DTU) 44 / 45

Scattering theory of current-induced forces. Reinhold Egger Institut für Theoretische Physik, Univ. Düsseldorf

Scattering theory of current-induced forces. Reinhold Egger Institut für Theoretische Physik, Univ. Düsseldorf Scattering theory of current-induced forces Reinhold Egger Institut für Theoretische Physik, Univ. Düsseldorf Overview Current-induced forces in mesoscopic systems: In molecule/dot with slow mechanical

More information

Heat and electron transport in nano-structured conductors: Insights from atomistic simulations Mads Brandbyge

Heat and electron transport in nano-structured conductors: Insights from atomistic simulations Mads Brandbyge Heat and electron transport in nano-structured conductors: Insights from atomistic simulations Mads Brandbyge Dept. of micro and nanotech. & Center for Nanostructured Graphene (CNG) Technical University

More information

Quantum Physics III (8.06) Spring 2007 FINAL EXAMINATION Monday May 21, 9:00 am You have 3 hours.

Quantum Physics III (8.06) Spring 2007 FINAL EXAMINATION Monday May 21, 9:00 am You have 3 hours. Quantum Physics III (8.06) Spring 2007 FINAL EXAMINATION Monday May 21, 9:00 am You have 3 hours. There are 10 problems, totalling 180 points. Do all problems. Answer all problems in the white books provided.

More information

Lecture 2: Open quantum systems

Lecture 2: Open quantum systems Phys 769 Selected Topics in Condensed Matter Physics Summer 21 Lecture 2: Open quantum systems Lecturer: Anthony J. Leggett TA: Bill Coish 1. No (micro- or macro-) system is ever truly isolated U = S +

More information

Theoretical Photochemistry SoSe 2014

Theoretical Photochemistry SoSe 2014 Theoretical Photochemistry SoSe 2014 Lecture 9 Irene Burghardt (burghardt@chemie.uni-frankfurt.de) http://www.theochem.uni-frankfurt.de/teaching/ Theoretical Photochemistry 1 Topics 1. Photophysical Processes

More information

A path integral approach to the Langevin equation

A path integral approach to the Langevin equation A path integral approach to the Langevin equation - Ashok Das Reference: A path integral approach to the Langevin equation, A. Das, S. Panda and J. R. L. Santos, arxiv:1411.0256 (to be published in Int.

More information

Non-conservative forces in bulk systems

Non-conservative forces in bulk systems Non-conservative forces in bulk systems Todorov, T. N., Cunningham, B., Dundas, D., & Horsfield, A. P. (2017). Non-conservative forces in bulk systems. Materials Science And Technology. https://doi.org/10.1080/02670836.2017.1296991

More information

5.74 Introductory Quantum Mechanics II

5.74 Introductory Quantum Mechanics II MIT OpenCourseWare http://ocw.mit.edu 5.74 Introductory Quantum Mechanics II Spring 9 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. Andrei Tokmakoff,

More information

Quantum measurement theory and micro-macro consistency in nonequilibrium statistical mechanics

Quantum measurement theory and micro-macro consistency in nonequilibrium statistical mechanics Nagoya Winter Workshop on Quantum Information, Measurement, and Quantum Foundations (Nagoya, February 18-23, 2010) Quantum measurement theory and micro-macro consistency in nonequilibrium statistical mechanics

More information

Mathematical Tripos Part IB Michaelmas Term Example Sheet 1. Values of some physical constants are given on the supplementary sheet

Mathematical Tripos Part IB Michaelmas Term Example Sheet 1. Values of some physical constants are given on the supplementary sheet Mathematical Tripos Part IB Michaelmas Term 2015 Quantum Mechanics Dr. J.M. Evans Example Sheet 1 Values of some physical constants are given on the supplementary sheet 1. Whenasampleofpotassiumisilluminatedwithlightofwavelength3

More information

Open Quantum Systems and Markov Processes II

Open Quantum Systems and Markov Processes II Open Quantum Systems and Markov Processes II Theory of Quantum Optics (QIC 895) Sascha Agne sascha.agne@uwaterloo.ca July 20, 2015 Outline 1 1. Introduction to open quantum systems and master equations

More information

From Dancing WavePacket to the Frictionless Atom Cooling 11/

From Dancing WavePacket to the Frictionless Atom Cooling 11/ From Dancing WavePacket to the Frictionless Atom Cooling 11/29 2010 outline Motivation Quantum friction and the classical picture The frictionless atom cooling Initial problem: v v e ω(t) = 2 ml 2 (t)

More information

Ab initio study of Mn doped BN nanosheets Tudor Luca Mitran

Ab initio study of Mn doped BN nanosheets Tudor Luca Mitran Ab initio study of Mn doped BN nanosheets Tudor Luca Mitran MDEO Research Center University of Bucharest, Faculty of Physics, Bucharest-Magurele, Romania Oldenburg 20.04.2012 Table of contents 1. Density

More information

Pure and zero-point vibrational corrections to molecular properties

Pure and zero-point vibrational corrections to molecular properties Pure and zero-point vibrational corrections to molecular properties Kenneth Ruud UiT The Arctic University of Norway I UNIVERSITETET TROMSØ June 30 2015 Outline Why consider vibrational effects? General

More information

Spin-Boson Model. A simple Open Quantum System. M. Miller F. Tschirsich. Quantum Mechanics on Macroscopic Scales Theory of Condensed Matter July 2012

Spin-Boson Model. A simple Open Quantum System. M. Miller F. Tschirsich. Quantum Mechanics on Macroscopic Scales Theory of Condensed Matter July 2012 Spin-Boson Model A simple Open Quantum System M. Miller F. Tschirsich Quantum Mechanics on Macroscopic Scales Theory of Condensed Matter July 2012 Outline 1 Bloch-Equations 2 Classical Dissipations 3 Spin-Boson

More information

Phonons In The Elk Code

Phonons In The Elk Code Phonons In The Elk Code Kay Dewhurst, Sangeeta Sharma, Antonio Sanna, Hardy Gross Max-Planck-Institut für Mikrostrukturphysik, Halle If you are allowed to measure only one property of a material, make

More information

Quantum Molecular Dynamics Basics

Quantum Molecular Dynamics Basics Quantum Molecular Dynamics Basics Aiichiro Nakano Collaboratory for Advanced Computing & Simulations Depts. of Computer Science, Physics & Astronomy, Chemical Engineering & Materials Science, and Biological

More information

Solid State Physics II Lattice Dynamics and Heat Capacity

Solid State Physics II Lattice Dynamics and Heat Capacity SEOUL NATIONAL UNIVERSITY SCHOOL OF PHYSICS http://phya.snu.ac.kr/ ssphy2/ SPRING SEMESTER 2004 Chapter 3 Solid State Physics II Lattice Dynamics and Heat Capacity Jaejun Yu jyu@snu.ac.kr http://phya.snu.ac.kr/

More information

2. TranSIESTA 1. SIESTA. DFT In a Nutshell. Introduction to SIESTA. Boundary Conditions: Open systems. Greens functions and charge density

2. TranSIESTA 1. SIESTA. DFT In a Nutshell. Introduction to SIESTA. Boundary Conditions: Open systems. Greens functions and charge density 1. SIESTA DFT In a Nutshell Introduction to SIESTA Atomic Orbitals Capabilities Resources 2. TranSIESTA Transport in the Nanoscale - motivation Boundary Conditions: Open systems Greens functions and charge

More information

12.2 MARCUS THEORY 1 (12.22)

12.2 MARCUS THEORY 1 (12.22) Andrei Tokmakoff, MIT Department of Chemistry, 3/5/8 1-6 1. MARCUS THEORY 1 The displaced harmonic oscillator (DHO) formalism and the Energy Gap Hamiltonian have been used extensively in describing charge

More information

Columbia University Department of Physics QUALIFYING EXAMINATION

Columbia University Department of Physics QUALIFYING EXAMINATION Columbia University Department of Physics QUALIFYING EXAMINATION Wednesday, January 14, 015 1:00PM to 3:00PM Modern Physics Section 3. Quantum Mechanics Two hours are permitted for the completion of this

More information

6. Molecular structure and spectroscopy I

6. Molecular structure and spectroscopy I 6. Molecular structure and spectroscopy I 1 6. Molecular structure and spectroscopy I 1 molecular spectroscopy introduction 2 light-matter interaction 6.1 molecular spectroscopy introduction 2 Molecular

More information

Ayan Chattopadhyay Mainak Mustafi 3 rd yr Undergraduates Integrated MSc Chemistry IIT Kharagpur

Ayan Chattopadhyay Mainak Mustafi 3 rd yr Undergraduates Integrated MSc Chemistry IIT Kharagpur Ayan Chattopadhyay Mainak Mustafi 3 rd yr Undergraduates Integrated MSc Chemistry IIT Kharagpur Under the supervision of: Dr. Marcel Nooijen Associate Professor Department of Chemistry University of Waterloo

More information

( ) in the interaction picture arises only

( ) in the interaction picture arises only Physics 606, Quantum Mechanics, Final Exam NAME 1 Atomic transitions due to time-dependent electric field Consider a hydrogen atom which is in its ground state for t < 0 For t > 0 it is subjected to a

More information

Introduction to solid state physics

Introduction to solid state physics PHYS 342/555 Introduction to solid state physics Instructor: Dr. Pengcheng Dai Professor of Physics The University of Tennessee (Room 407A, Nielsen, 974-1509) Chapter 5: Thermal properties Lecture in pdf

More information

P3317 HW from Lecture and Recitation 10

P3317 HW from Lecture and Recitation 10 P3317 HW from Lecture 18+19 and Recitation 10 Due Nov 6, 2018 Problem 1. Equipartition Note: This is a problem from classical statistical mechanics. We will need the answer for the next few problems, and

More information

Time dependent perturbation theory 1 D. E. Soper 2 University of Oregon 11 May 2012

Time dependent perturbation theory 1 D. E. Soper 2 University of Oregon 11 May 2012 Time dependent perturbation theory D. E. Soper University of Oregon May 0 offer here some background for Chapter 5 of J. J. Sakurai, Modern Quantum Mechanics. The problem Let the hamiltonian for a system

More information

Phys460.nb Back to our example. on the same quantum state. i.e., if we have initial condition (5.241) ψ(t = 0) = χ n (t = 0)

Phys460.nb Back to our example. on the same quantum state. i.e., if we have initial condition (5.241) ψ(t = 0) = χ n (t = 0) Phys46.nb 89 on the same quantum state. i.e., if we have initial condition ψ(t ) χ n (t ) (5.41) then at later time ψ(t) e i ϕ(t) χ n (t) (5.4) This phase ϕ contains two parts ϕ(t) - E n(t) t + ϕ B (t)

More information

TDDFT II. Alberto Castro

TDDFT II. Alberto Castro Problem set Alberto Castro Institute for Biocomputation and Physics of Complex Systems (BIFI) and Zaragoza Scientific Center for Advanced Modeling (ZCAM), University of Zaragoza, Spain ELK Summit, Lausanne

More information

Quantum Field Theory. Victor Gurarie. Fall 2015 Lecture 9: Path Integrals in Quantum Mechanics

Quantum Field Theory. Victor Gurarie. Fall 2015 Lecture 9: Path Integrals in Quantum Mechanics Quantum Field Theory Victor Gurarie Fall 015 Lecture 9: Path Integrals in Quantum Mechanics 1 Path integral in quantum mechanics 1.1 Green s functions of the Schrödinger equation Suppose a wave function

More information

Quantum Physics III (8.06) Spring 2008 Final Exam Solutions

Quantum Physics III (8.06) Spring 2008 Final Exam Solutions Quantum Physics III (8.6) Spring 8 Final Exam Solutions May 19, 8 1. Short answer questions (35 points) (a) ( points) α 4 mc (b) ( points) µ B B, where µ B = e m (c) (3 points) In the variational ansatz,

More information

Generalized Nyquist theorem

Generalized Nyquist theorem Non-Equilibrium Statistical Physics Prof. Dr. Sergey Denisov WS 215/16 Generalized Nyquist theorem by Stefan Gorol & Dominikus Zielke Agenda Introduction to the Generalized Nyquist theorem Derivation of

More information

Mixing Quantum and Classical Mechanics: A Partially Miscible Solution

Mixing Quantum and Classical Mechanics: A Partially Miscible Solution Mixing Quantum and Classical Mechanics: A Partially Miscible Solution R. Kapral S. Nielsen A. Sergi D. Mac Kernan G. Ciccotti quantum dynamics in a classical condensed phase environment how to simulate

More information

8.05 Quantum Physics II, Fall 2011 FINAL EXAM Thursday December 22, 9:00 am -12:00 You have 3 hours.

8.05 Quantum Physics II, Fall 2011 FINAL EXAM Thursday December 22, 9:00 am -12:00 You have 3 hours. 8.05 Quantum Physics II, Fall 0 FINAL EXAM Thursday December, 9:00 am -:00 You have 3 hours. Answer all problems in the white books provided. Write YOUR NAME and YOUR SECTION on your white books. There

More information

macroscopic view (phenomenological) microscopic view (atomistic) computing reaction rate rate of reactions experiments thermodynamics

macroscopic view (phenomenological) microscopic view (atomistic) computing reaction rate rate of reactions experiments thermodynamics Rate Theory (overview) macroscopic view (phenomenological) rate of reactions experiments thermodynamics Van t Hoff & Arrhenius equation microscopic view (atomistic) statistical mechanics transition state

More information

Design of nanomechanical sensors based on carbon nanoribbons and nanotubes in a distributed computing system

Design of nanomechanical sensors based on carbon nanoribbons and nanotubes in a distributed computing system Design of nanomechanical sensors based on carbon nanoribbons and nanotubes in a distributed computing system T. L. Mitran a, C. M. Visan, G. A. Nemnes, I. T. Vasile, M. A. Dulea Computational Physics and

More information

Quantum Physics III (8.06) Spring 2016 Assignment 3

Quantum Physics III (8.06) Spring 2016 Assignment 3 Quantum Physics III (8.6) Spring 6 Assignment 3 Readings Griffiths Chapter 9 on time-dependent perturbation theory Shankar Chapter 8 Cohen-Tannoudji, Chapter XIII. Problem Set 3. Semi-classical approximation

More information

Thermalization in Quantum Systems

Thermalization in Quantum Systems Thermalization in Quantum Systems Jonas Larson Stockholm University and Universität zu Köln Dresden 18/4-2014 Motivation Long time evolution of closed quantum systems not fully understood. Cold atom system

More information

PHY4604 Introduction to Quantum Mechanics Fall 2004 Final Exam SOLUTIONS December 17, 2004, 7:30 a.m.- 9:30 a.m.

PHY4604 Introduction to Quantum Mechanics Fall 2004 Final Exam SOLUTIONS December 17, 2004, 7:30 a.m.- 9:30 a.m. PHY464 Introduction to Quantum Mechanics Fall 4 Final Eam SOLUTIONS December 7, 4, 7:3 a.m.- 9:3 a.m. No other materials allowed. If you can t do one part of a problem, solve subsequent parts in terms

More information

Quantum Light-Matter Interactions

Quantum Light-Matter Interactions Quantum Light-Matter Interactions QIC 895: Theory of Quantum Optics David Layden June 8, 2015 Outline Background Review Jaynes-Cummings Model Vacuum Rabi Oscillations, Collapse & Revival Spontaneous Emission

More information

MD simulation: output

MD simulation: output Properties MD simulation: output Trajectory of atoms positions: e. g. diffusion, mass transport velocities: e. g. v-v autocorrelation spectrum Energies temperature displacement fluctuations Mean square

More information

C. Show your answer in part B agrees with your answer in part A in the limit that the constant c 0.

C. Show your answer in part B agrees with your answer in part A in the limit that the constant c 0. Problem #1 A. A projectile of mass m is shot vertically in the gravitational field. Its initial velocity is v o. Assuming there is no air resistance, how high does m go? B. Now assume the projectile is

More information

PHY 396 K. Problem set #5. Due October 9, 2008.

PHY 396 K. Problem set #5. Due October 9, 2008. PHY 396 K. Problem set #5. Due October 9, 2008.. First, an exercise in bosonic commutation relations [â α, â β = 0, [â α, â β = 0, [â α, â β = δ αβ. ( (a Calculate the commutators [â αâ β, â γ, [â αâ β,

More information

Current-induced forces. current

Current-induced forces. current Current-induced forces current force? force 1 Electromigration H.B. Heersche et al., Appl. Phys. Lett. 91, 072107 (2007). 2 Indium atom transport over CNT TEM image CNT In nanoparticle current current

More information

Quantum Theory of Matter

Quantum Theory of Matter Imperial College London Department of Physics Professor Ortwin Hess o.hess@imperial.ac.uk Quantum Theory of Matter Spring 014 1 Periodic Structures 1.1 Direct and Reciprocal Lattice (a) Show that the reciprocal

More information

5.74 Introductory Quantum Mechanics II

5.74 Introductory Quantum Mechanics II MIT OpenCourseWare http://ocw.mit.edu 5.74 Introductory Quantum Mechanics II Spring 009 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. Andrei Tokmakoff,

More information

Adiabatic Approximation

Adiabatic Approximation Adiabatic Approximation The reaction of a system to a time-dependent perturbation depends in detail on the time scale of the perturbation. Consider, for example, an ideal pendulum, with no friction or

More information

Linear response time-dependent density functional theory

Linear response time-dependent density functional theory Linear response time-dependent density functional theory Emmanuel Fromager Laboratoire de Chimie Quantique, Université de Strasbourg, France fromagere@unistra.fr Emmanuel Fromager (UdS) Cours RFCT, Strasbourg,

More information

ψ s a ˆn a s b ˆn b ψ Hint: Because the state is spherically symmetric the answer can depend only on the angle between the two directions.

ψ s a ˆn a s b ˆn b ψ Hint: Because the state is spherically symmetric the answer can depend only on the angle between the two directions. 1. Quantum Mechanics (Fall 2004) Two spin-half particles are in a state with total spin zero. Let ˆn a and ˆn b be unit vectors in two arbitrary directions. Calculate the expectation value of the product

More information

Chemistry 532 Problem Set 7 Spring 2012 Solutions

Chemistry 532 Problem Set 7 Spring 2012 Solutions Chemistry 53 Problem Set 7 Spring 01 Solutions 1. The study of the time-independent Schrödinger equation for a one-dimensional particle subject to the potential function leads to the differential equation

More information

A few principles of classical and quantum mechanics

A few principles of classical and quantum mechanics A few principles of classical and quantum mechanics The classical approach: In classical mechanics, we usually (but not exclusively) solve Newton s nd law of motion relating the acceleration a of the system

More information

Laser Induced Control of Condensed Phase Electron Transfer

Laser Induced Control of Condensed Phase Electron Transfer Laser Induced Control of Condensed Phase Electron Transfer Rob D. Coalson, Dept. of Chemistry, Univ. of Pittsburgh Yuri Dakhnovskii, Dept. of Physics, Univ. of Wyoming Deborah G. Evans, Dept. of Chemistry,

More information

NANOSCALE SCIENCE & TECHNOLOGY

NANOSCALE SCIENCE & TECHNOLOGY . NANOSCALE SCIENCE & TECHNOLOGY V Two-Level Quantum Systems (Qubits) Lecture notes 5 5. Qubit description Quantum bit (qubit) is an elementary unit of a quantum computer. Similar to classical computers,

More information

Lecture contents. A few concepts from Quantum Mechanics. Tight-binding model Solid state physics review

Lecture contents. A few concepts from Quantum Mechanics. Tight-binding model Solid state physics review Lecture contents A few concepts from Quantum Mechanics Particle in a well Two wells: QM perturbation theory Many wells (atoms) BAND formation Tight-binding model Solid state physics review Approximations

More information

Renormalization of microscopic Hamiltonians. Renormalization Group without Field Theory

Renormalization of microscopic Hamiltonians. Renormalization Group without Field Theory Renormalization of microscopic Hamiltonians Renormalization Group without Field Theory Alberto Parola Università dell Insubria (Como - Italy) Renormalization Group Universality Only dimensionality and

More information

Assignment 8. Tyler Shendruk December 7, 2010

Assignment 8. Tyler Shendruk December 7, 2010 Assignment 8 Tyler Shendruk December 7, 21 1 Kadar Ch. 6 Problem 8 We have a density operator ˆρ. Recall that classically we would have some probability density p(t) for being in a certain state (position

More information

Topological Phases of Matter Out of Equilibrium

Topological Phases of Matter Out of Equilibrium Topological Phases of Matter Out of Equilibrium Nigel Cooper T.C.M. Group, Cavendish Laboratory, University of Cambridge Solvay Workshop on Quantum Simulation ULB, Brussels, 18 February 2019 Max McGinley

More information

Decoherence in molecular magnets: Fe 8 and Mn 12

Decoherence in molecular magnets: Fe 8 and Mn 12 Decoherence in molecular magnets: Fe 8 and Mn 12 I.S. Tupitsyn (with P.C.E. Stamp) Pacific Institute of Theoretical Physics (UBC, Vancouver) Early 7-s: Fast magnetic relaxation in rare-earth systems (Dy

More information

PHYS Handout 6

PHYS Handout 6 PHYS 060 Handout 6 Handout Contents Golden Equations for Lectures 8 to Answers to examples on Handout 5 Tricks of the Quantum trade (revision hints) Golden Equations (Lectures 8 to ) ψ Â φ ψ (x)âφ(x)dxn

More information

Electronic damping of atomic dynamics in irradiation damage of metals

Electronic damping of atomic dynamics in irradiation damage of metals Electronic damping of atomic dynamics in irradiation damage of metals D. R. Mason, J. le Page, C. P. Race, W.M.C. Foulkes, M.W. Finnis and A.P. Sutton Department of Physics, Imperial College London, London

More information

1 Equal-time and Time-ordered Green Functions

1 Equal-time and Time-ordered Green Functions 1 Equal-time and Time-ordered Green Functions Predictions for observables in quantum field theories are made by computing expectation values of products of field operators, which are called Green functions

More information

Rabi oscillations within TDDFT: the example of the 2 site Hubbard model

Rabi oscillations within TDDFT: the example of the 2 site Hubbard model Rabi oscillations within TDDFT: the example of the 2 site Hubbard model Johanna I. Fuks, H. Appel, Mehdi,I.V. Tokatly, A. Rubio Donostia- San Sebastian University of Basque Country (UPV) Outline Rabi oscillations

More information

MD Thermodynamics. Lecture 12 3/26/18. Harvard SEAS AP 275 Atomistic Modeling of Materials Boris Kozinsky

MD Thermodynamics. Lecture 12 3/26/18. Harvard SEAS AP 275 Atomistic Modeling of Materials Boris Kozinsky MD Thermodynamics Lecture 1 3/6/18 1 Molecular dynamics The force depends on positions only (not velocities) Total energy is conserved (micro canonical evolution) Newton s equations of motion (second order

More information

Central density. Consider nuclear charge density. Frois & Papanicolas, Ann. Rev. Nucl. Part. Sci. 37, 133 (1987) QMPT 540

Central density. Consider nuclear charge density. Frois & Papanicolas, Ann. Rev. Nucl. Part. Sci. 37, 133 (1987) QMPT 540 Central density Consider nuclear charge density Frois & Papanicolas, Ann. Rev. Nucl. Part. Sci. 37, 133 (1987) Central density (A/Z* charge density) about the same for nuclei heavier than 16 O, corresponding

More information

(a) Write down the total Hamiltonian of this system, including the spin degree of freedom of the electron, but neglecting spin-orbit interactions.

(a) Write down the total Hamiltonian of this system, including the spin degree of freedom of the electron, but neglecting spin-orbit interactions. 1. Quantum Mechanics (Spring 2007) Consider a hydrogen atom in a weak uniform magnetic field B = Bê z. (a) Write down the total Hamiltonian of this system, including the spin degree of freedom of the electron,

More information

Physics 443, Solutions to PS 2

Physics 443, Solutions to PS 2 . Griffiths.. Physics 443, Solutions to PS The raising and lowering operators are a ± mω ( iˆp + mωˆx) where ˆp and ˆx are momentum and position operators. Then ˆx mω (a + + a ) mω ˆp i (a + a ) The expectation

More information

Hopping transport in disordered solids

Hopping transport in disordered solids Hopping transport in disordered solids Dominique Spehner Institut Fourier, Grenoble, France Workshop on Quantum Transport, Lexington, March 17, 2006 p. 1 Outline of the talk Hopping transport Models for

More information

Probing the Optical Conductivity of Harmonically-confined Quantum Gases!

Probing the Optical Conductivity of Harmonically-confined Quantum Gases! Probing the Optical Conductivity of Harmonically-confined Quantum Gases! Eugene Zaremba Queen s University, Kingston, Ontario, Canada Financial support from NSERC Work done in collaboration with Ed Taylor

More information

Lecture 4: Entropy. Chapter I. Basic Principles of Stat Mechanics. A.G. Petukhov, PHYS 743. September 7, 2017

Lecture 4: Entropy. Chapter I. Basic Principles of Stat Mechanics. A.G. Petukhov, PHYS 743. September 7, 2017 Lecture 4: Entropy Chapter I. Basic Principles of Stat Mechanics A.G. Petukhov, PHYS 743 September 7, 2017 Chapter I. Basic Principles of Stat Mechanics A.G. Petukhov, Lecture PHYS4: 743 Entropy September

More information

G : Quantum Mechanics II

G : Quantum Mechanics II G5.666: Quantum Mechanics II Notes for Lecture 5 I. REPRESENTING STATES IN THE FULL HILBERT SPACE Given a representation of the states that span the spin Hilbert space, we now need to consider the problem

More information

arxiv:cond-mat/ v2 [cond-mat.mtrl-sci] 21 Feb 2007

arxiv:cond-mat/ v2 [cond-mat.mtrl-sci] 21 Feb 2007 Orbital interaction mechanisms of conductance enhancement and rectification by dithiocarboxylate anchoring group arxiv:cond-mat/0603001v2 [cond-mat.mtrl-sci] 21 Feb 2007 Zhenyu Li and D. S. Kosov Department

More information

LINEAR RESPONSE THEORY

LINEAR RESPONSE THEORY MIT Department of Chemistry 5.74, Spring 5: Introductory Quantum Mechanics II Instructor: Professor Andrei Tokmakoff p. 8 LINEAR RESPONSE THEORY We have statistically described the time-dependent behavior

More information

Quantum Electrodynamical TDDFT: From basic theorems to approximate functionals

Quantum Electrodynamical TDDFT: From basic theorems to approximate functionals Quantum Electrodynamical TDDFT: From basic theorems to approximate functionals Ilya Tokatly NanoBio Spectroscopy Group - UPV/EHU San Sebastiàn - Spain IKERBASQUE, Basque Foundation for Science - Bilbao

More information

1. Motivation 1. Motivation 1. Motivation L d R - V + 2. Bulk Transport E( k ) = 2 k 2 2m * ε µ) 2. Bulk Transport 2. Bulk Transport k d = -eeτ 3. Some basic concepts τ l m =vτ l ϕ λ = 2π/k 3. Some basic

More information

MP463 QUANTUM MECHANICS

MP463 QUANTUM MECHANICS MP463 QUANTUM MECHANICS Introduction Quantum theory of angular momentum Quantum theory of a particle in a central potential - Hydrogen atom - Three-dimensional isotropic harmonic oscillator (a model of

More information

Numerical Simulations of High-Dimensional Mode-Coupling Models in Molecular Dynamics

Numerical Simulations of High-Dimensional Mode-Coupling Models in Molecular Dynamics Dickinson College Dickinson Scholar Student Honors Theses By Year Student Honors Theses 5-22-2016 Numerical Simulations of High-Dimensional Mode-Coupling Models in Molecular Dynamics Kyle Lewis Liss Dickinson

More information

Chemistry 3502/4502. Exam III. March 28, ) Circle the correct answer on multiple-choice problems.

Chemistry 3502/4502. Exam III. March 28, ) Circle the correct answer on multiple-choice problems. A Chemistry 352/452 Exam III March 28, 25 1) Circle the correct answer on multiple-choice problems. 2) There is one correct answer to every multiple-choice problem. There is no partial credit. On the short-answer

More information

Path integrals in quantum mechanics

Path integrals in quantum mechanics Path integrals in quantum mechanics Phys V3500/G8099 handout #1 References: there s a nice discussion of this material in the first chapter of L.S. Schulman, Techniques and applications of path integration.

More information

Modeling inelastic phonon scattering in atomic- and molecular-wire junctions

Modeling inelastic phonon scattering in atomic- and molecular-wire junctions Downloaded from orbit.dtu.dk on: Mar 10, 2019 Modeling inelastic phonon scattering in atomic- and molecular-wire junctions Paulsson, Magnus; Frederiksen, Thomas; Brandbyge, Mads Published in: Physical

More information

Superposition of electromagnetic waves

Superposition of electromagnetic waves Superposition of electromagnetic waves February 9, So far we have looked at properties of monochromatic plane waves. A more complete picture is found by looking at superpositions of many frequencies. Many

More information

Quantum-Classical Hybrid Monte Carlo Algorithm with Applications to AQC

Quantum-Classical Hybrid Monte Carlo Algorithm with Applications to AQC Quantum-Classical Hybrid Monte Carlo Algorithm with Applications to AQC Itay Hen Information Sciences Institute, USC Workshop on Theory and Practice of AQC and Quantum Simulation Trieste, Italy August

More information

Polarons. University of Ljubljana Faculty of Mathematics and Physics. Seminar - Ib, 1. year II. cycle degrees

Polarons. University of Ljubljana Faculty of Mathematics and Physics. Seminar - Ib, 1. year II. cycle degrees University of Ljubljana Faculty of Mathematics and Physics Seminar - Ib, 1. year II. cycle degrees Polarons Author: Jaka Vodeb Advisor: prof. dr. Viktor Kabanov Kranj, 017 Abstract After the discovery

More information

Advanced Quantum Mechanics

Advanced Quantum Mechanics Advanced Quantum Mechanics Rajdeep Sensarma sensarma@theory.tifr.res.in Quantum Dynamics Lecture #3 Recap of Last lass Time Dependent Perturbation Theory Linear Response Function and Spectral Decomposition

More information

Phonon wavefunctions and electron phonon interactions in semiconductors

Phonon wavefunctions and electron phonon interactions in semiconductors Phonon wavefunctions and electron phonon interactions in semiconductors Bartomeu Monserrat bm418@cam.ac.uk University of Cambridge Quantum Monte Carlo in the Apuan Alps VII QMC in the Apuan Alps VII Bartomeu

More information

Mechanically Assisted Single-Electronics

Mechanically Assisted Single-Electronics * Mechanically Assisted Single-Electronics Robert Shekhter Göteborg University, Sweden Nanoelectromechanics of CB structures--classical approach: Coulomb blockade of single-electron tunneling (SET) Nanoelectromechanical

More information

Langevin Methods. Burkhard Dünweg Max Planck Institute for Polymer Research Ackermannweg 10 D Mainz Germany

Langevin Methods. Burkhard Dünweg Max Planck Institute for Polymer Research Ackermannweg 10 D Mainz Germany Langevin Methods Burkhard Dünweg Max Planck Institute for Polymer Research Ackermannweg 1 D 55128 Mainz Germany Motivation Original idea: Fast and slow degrees of freedom Example: Brownian motion Replace

More information

Solution Set 3. Hand out : i d dt. Ψ(t) = Ĥ Ψ(t) + and

Solution Set 3. Hand out : i d dt. Ψ(t) = Ĥ Ψ(t) + and Physikalische Chemie IV Magnetische Resonanz HS Solution Set 3 Hand out : 5.. Repetition. The Schrödinger equation describes the time evolution of a closed quantum system: i d dt Ψt Ĥ Ψt Here the state

More information

Introduction to Instantons. T. Daniel Brennan. Quantum Mechanics. Quantum Field Theory. Effects of Instanton- Matter Interactions.

Introduction to Instantons. T. Daniel Brennan. Quantum Mechanics. Quantum Field Theory. Effects of Instanton- Matter Interactions. February 18, 2015 1 2 3 Instantons in Path Integral Formulation of mechanics is based around the propagator: x f e iht / x i In path integral formulation of quantum mechanics we relate the propagator to

More information

AN ACCELERATED SURFACE-HOPPING METHOD FOR COMPUTATIONAL SEMICLASSICAL MOLECULAR DYNAMICS. Laren K. Mortensen

AN ACCELERATED SURFACE-HOPPING METHOD FOR COMPUTATIONAL SEMICLASSICAL MOLECULAR DYNAMICS. Laren K. Mortensen AN ACCELERATED SURFACE-HOPPING METHOD FOR COMPUTATIONAL SEMICLASSICAL MOLECULAR DYNAMICS by Laren K. Mortensen A senior thesis submitted to the faculty of Brigham Young University in partial fulfillment

More information

2 Quantization of the Electromagnetic Field

2 Quantization of the Electromagnetic Field 2 Quantization of the Electromagnetic Field 2.1 Basics Starting point of the quantization of the electromagnetic field are Maxwell s equations in the vacuum (source free): where B = µ 0 H, D = ε 0 E, µ

More information

Supplementary Information for Quantum heat engines: A thermodynamic analysis of power and efficiency

Supplementary Information for Quantum heat engines: A thermodynamic analysis of power and efficiency Supplementary Information for Quantum heat engines: A thermodynamic analysis of power and efficiency Upendra Harbola Department of inorganic and physical chemistry, Indian Institute of Science, Bangalore,

More information

Lecture 2. Contents. 1 Fermi s Method 2. 2 Lattice Oscillators 3. 3 The Sine-Gordon Equation 8. Wednesday, August 28

Lecture 2. Contents. 1 Fermi s Method 2. 2 Lattice Oscillators 3. 3 The Sine-Gordon Equation 8. Wednesday, August 28 Lecture 2 Wednesday, August 28 Contents 1 Fermi s Method 2 2 Lattice Oscillators 3 3 The Sine-Gordon Equation 8 1 1 Fermi s Method Feynman s Quantum Electrodynamics refers on the first page of the first

More information

Ab initio molecular dynamics and nuclear quantum effects

Ab initio molecular dynamics and nuclear quantum effects Ab initio molecular dynamics and nuclear quantum effects Luca M. Ghiringhelli Fritz Haber Institute Hands on workshop density functional theory and beyond: First principles simulations of molecules and

More information

Simple one-dimensional potentials

Simple one-dimensional potentials Simple one-dimensional potentials Sourendu Gupta TIFR, Mumbai, India Quantum Mechanics 1 Ninth lecture Outline 1 Outline 2 Energy bands in periodic potentials 3 The harmonic oscillator 4 A charged particle

More information

Quantum Mechanics (Draft 2010 Nov.)

Quantum Mechanics (Draft 2010 Nov.) Quantum Mechanics (Draft 00 Nov) For a -dimensional simple harmonic quantum oscillator, V (x) = mω x, it is more convenient to describe the dynamics by dimensionless position parameter ρ = x/a (a = h )

More information

Large deviation functions and fluctuation theorems in heat transport

Large deviation functions and fluctuation theorems in heat transport Large deviation functions and fluctuation theorems in heat transport Abhishek Dhar Anupam Kundu (CEA, Grenoble) Sanjib Sabhapandit (RRI) Keiji Saito (Tokyo University) Raman Research Institute Statphys

More information

Mesoscale Simulation Methods. Ronojoy Adhikari The Institute of Mathematical Sciences Chennai

Mesoscale Simulation Methods. Ronojoy Adhikari The Institute of Mathematical Sciences Chennai Mesoscale Simulation Methods Ronojoy Adhikari The Institute of Mathematical Sciences Chennai Outline What is mesoscale? Mesoscale statics and dynamics through coarse-graining. Coarse-grained equations

More information

Computational Modeling of Molecular Electronics. Chao-Cheng Kaun

Computational Modeling of Molecular Electronics. Chao-Cheng Kaun Computational Modeling of Molecular Electronics Chao-Cheng Kaun Research Center for Applied Sciences, Academia Sinica Department of Physics, National Tsing Hua University May 9, 2007 Outline: 1. Introduction

More information

the renormalization group (RG) idea

the renormalization group (RG) idea the renormalization group (RG) idea Block Spin Partition function Z =Tr s e H. block spin transformation (majority rule) T (s, if s i ; s,...,s 9 )= s i > 0; 0, otherwise. b Block Spin (block-)transformed

More information

Information to energy conversion in an electronic Maxwell s demon and thermodynamics of measurements.

Information to energy conversion in an electronic Maxwell s demon and thermodynamics of measurements. Information to energy conversion in an electronic Maxwell s demon and thermodynamics of measurements Stony Brook University, SUNY Dmitri V Averin and iang Deng Low-Temperature Lab, Aalto University Jukka

More information