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Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Lea F. Santos
Department of Physics, Yeshiva University, New York, NY, USA co
llabo
rato
rs
Dynamics of Interacting Quantum Systems
Marco Távora (Yeshiva University) E. Jonathan Torres-Herrera (Puebla, Mexico)
Ø Isolated quantum systems with interacting particles.
Ø Analysis of quench dynamics. Experiments: NMR, optical lattices, trapped ions
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Coherent Evolution in Experiments
Optical Lattices Crystals formed by interfering laser beams Ultracold atoms play the role of electrons in solid crystal
Ø highly controllable systems – interactions, level of disorder, 1,2,3D
(simple models) Ø quasi-isolated -- study evolution for very long time
Greiner (Harvard) Weiss (Penn Sate)
Bloch (Max Planck) Esslinger (ETH)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Coherent Evolution in Experiments
NMR Optical Lattices Crystals formed by interfering laser beams Ultracold atoms play the role of electrons in solid crystal
Ø highly controllable systems – interactions, level of disorder, 1,2,3D
(simple models) Ø quasi-isolated -- study evolution for very long time
Greiner (Harvard) Weiss (Penn Sate)
Bloch (Max Planck) Esslinger (ETH)
Solid state NMR: nuclear positions are fixed; They are collectively addressed with magnetic pulses; Very slow relaxation
Cappellaro (MIT) Ramanathan (Dartmouth)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Coherent Evolution in Experiments
NMR Optical Lattices Crystals formed by interfering laser beams Ultracold atoms play the role of electrons in solid crystal
Ø highly controllable systems – interactions, level of disorder, 1,2,3D
(simple models) Ø quasi-isolated -- study evolution for very long time
Greiner (Harvard) Weiss (Penn Sate)
Bloch (Max Planck) Esslinger (ETH)
Solid state NMR: nuclear positions are fixed; They are collectively addressed with magnetic pulses; Very slow relaxation
Cappellaro (MIT) Ramanathan (Dartmouth)
Ions trapped via electric and magnetic fields. Laser used to induce couplings. Isolated from an external environment.
Monroe (Maryland)
Blatt (Innsbrück)
Ion Traps
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
1D spin-1/2 SYSTEMS
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Flip-flop = hopping
H =J4(!! n
z! n+1z +! n
x! n+1x +! n
y! n+1y )
n=1
L"1
#
J4(!1
x! 2x +!1
y! 2y ) |!">= J
2|"!>
bn+bn+1 + h.c.( )
Holstein-Primakoff
Jordan-Wigner
Integrable systems:
XXZ and XX models (1D)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Ising interaction
H =J4(!! n
z! n+1z +! n
x! n+1x +! n
y! n+1y )
n=1
L"1
#
Two-body interaction
H = V bn+bn !
12
"
#$
%
&' bn+1
+ bn+1 !12
"
#$
%
&'! t bn
+bn+1 + h.c.( )(
)*
+
,-
n=1
L
.
Map into hardcore bosons or spinless fermions:
|!!>, |""># +J$ / 4
|!">, |"!>#%J$ / 4
(bn+bn )(bn+1
+ bn+1)
Holstein-Primakoff
Jordan-Wigner
Integrable systems:
XXZ and XX models (1D)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
H =J4(!! n
z! n+1z +! n
x! n+1x +! n
y! n+1y )
n=1
L"1
#Integrable systems:
XXZ and XX models (1D)
Chaotic systems:
NNN model +++Δ=+ +++
−
=∑ )(4 111
1
1
yn
yn
xn
xn
zn
zn
L
nNNNNN
JHH σσσσσσ
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )
Chaotic Spin-1/2 Systems
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
H =J4(!! n
z! n+1z +! n
x! n+1x +! n
y! n+1y )
n=1
L"1
#Integrable systems:
XXZ and XX models (1D)
Chaotic systems:
NNN model +++Δ=+ +++
−
=∑ )(4 111
1
1
yn
yn
xn
xn
zn
zn
L
nNNNNN
JHH σσσσσσ
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )
Chaotic Spin-1/2 Systems
H = !n" nz
n=1
L
! +J4("" n
z" n+1z +" n
x" n+1x +" n
y" n+1y )
n=1
L#1
!Disordered or Impurity models
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Level Repulsion & Rigid Spectrum
Bohigas and
Giannoni (1984)
and also Mehta’s
Book
Average spacing
= 1
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Quantum Chaos: Level Repulsion
121 EEs −=
232 EEs −=
343 EEs −=
454 EEs −=
1E
2E3E4E5E
Wigner-Dyson distribution (time reversal symmetry)
⎟⎟⎠
⎞⎜⎜⎝
⎛−=
4exp
2)(
2sssPWDππ
Level repulsion
Level spacing distribution
(i) Time-reversal invariant systems with rotational symmetry : Hamiltonians are real and symmetric Gaussian Orthogonal Ensemble (GOE)
(ii) Systems without invariance under time reversal (atom in an external magnetic field) Hamiltonians are Hermitian) Gaussian Unitary Ensemble (GUE)
(iii) Time-reversal invariant systems, half-integer spin, broken rotational symmetry Gaussian Sympletic Ensemble (GSE)
Level repulsion = quantum chaos
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Quantum Chaos: Level Repulsion
121 EEs −=
232 EEs −=
343 EEs −=
454 EEs −=
1E
2E3E4E5E
Level spacing distribution Hardcore bosons with NNN couplings
0 2 4 s
0 2 4 s
0 2 4 s
0 2 4 s
0 2 4 s
0 2 4 s
0 2 4 s
0 2 4 s
Spinless fermions with NNN couplings
LFS & Rigol PRE 80 036206 (2010)
H = t bn+bn !
12
"
#$
%
&' bn+1
+ bn+1 !12
"
#$
%
&'! t bn
+bn+1 + h.c.( )(
)*
+
,-
n=1
L
.
t ' bn+bn !
12
"
#$
%
&' bn+2
+ bn+2 !12
"
#$
%
&'! t ' bn
+bn+2 + h.c.( )(
)*
+
,-
n=1
L
.
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Quantum Chaos: Rigidity
121 EEs −=
232 EEs −=
343 EEs −=
454 EEs −=
1E
2E3E4E5E
Level spacing distribution Hardcore bosons with NNN couplings
0 2 4 s
0 2 4 s
0 2 4 s
0 2 4 s
LFS & Rigol PRE 80 036206 (2010)
Level Number Variance
0.64
0.32 0.16 0.64
0.32
0.16
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Two-Body Interaction vs Full Random Matrices
Density of States (Energy Distribution)
E!
!
French & Wong, PLB (1970)
Two-body interactions: Gaussian
E E!Wigner (1957)
Full random matrices: semicircular
!
Full random matrices: Matrices filled with random numbers and respecting the symmetries of the system. Wigner in the 1950’s used random matrices to study the spectrum of heavy nuclei (atoms, molecules, quantum dots)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Density of States (Energy Distribution)
E!
!
French & Wong, PLB (1970)
Two-body interactions: Gaussian
E!
Basis dependent
Participation Ratio
PR(! ) ! 1
| ci(! ) |4
i=1
D
"
! (" ) = ci(" )#i
i=1
D
!
E E!Wigner (1957)
Full random matrices: semicircular
!
PR
Two-Body Interaction vs Full Random Matrices
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Thermalization
Time evolution of a generic observable:
Infinite time average: (generic system with nondegenerate and incommensurate spectrum)
!O(t)" = limt#$
1t
O(! )d!0
t
% = |C"ini
"
& |2 O"" =Odiag
(diagonal ensemble)
!O(t)" = !#(t) |O |#(t)" = |C!ini
!
$ |2 O!! + C!ini*
!%"
$ C"iniei(E!&E" )tO!"
〉〈= βααβ ψψ || OO
|!(0)" = C!ini
!
# |"! "Initial state:
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Thermalization
Will the system thermalize? Will the predictions from the infinite time average coincide with the predictions of the microcanonical ensemble?
Odiag ! |C!ini
!
" |2 O!!=?# $% Omicro !
1NE0 ,&E
O!!!
|E0'E! |<&E
"
depends on the initial conditions depends only on the energy
Infinite time average: !O(t)" = |C!ini
!
# |2 O!! =Odiag
O!! = !"! |O |"! "Eigenstate Expectation Value:
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Thermalization
Will the system thermalize? Will the predictions from the infinite time average coincide with the predictions of the microcanonical ensemble?
Odiag ! |C!ini
!
" |2 O!!=?# $% Omicro !
1NE0 ,&E
O!!!
|E0'E! |<&E
"
depends on the initial conditions depends only on the energy Equation holds for all initial states that are narrow in energy when…
ETH: the expectation values of few-body observables do not fluctuate for eigenstates close in energy
ααO Deutsch, PRA 43, 2046 (1991) Srednicki, PRE 50, 888 (1994) Rigol et al, Nature 452, 854 (2008)
Full random matrices: chaotic eigenstates = (pseudo)random vectors
! (" ) = ci(" )#i
i=1
D
!
Infinite time average: !O(t)" = |C!ini
!
# |2 O!! =Odiag
O!! = !"! |O |"! "Eigenstate Expectation Value:
Zelevinsky, (1990’s) Flambaum, Izrailev Casati, Borgonovi Von Neumann (1929)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
QUENCH DYNAMICS
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Quench
|!(0)" =| ini" |!(t)" = C!ini
!
# e$iE! t |! "Initial state
Hinitial
| n!H final
! , E!quench
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Overlap between the initial state and the evolved state
Survival Probability (Fidelity)
This is not the Loschmidt Echo: FLE (t) = !(0) | eiH2te"iH1t |!(0)#2
F(t) = !(0) |!(t)"2= !(0) | e#iH finalt |!(0)"
22
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Overlap between the initial state and the evolved state
Survival Probability (Fidelity)
|!(0)" = ini = C!ini
!
# |! " |!(t)" = C!ini
!
# e$iE! t |! "
Eigenvalues and eigenstates of the final Hamiltonian
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Overlap between the initial state and the evolved state
Survival Probability (Fidelity)
Eigenvalues and eigenstates of the final Hamiltonian
Fourier transform of the weighted energy distribution of the initial state of the LDOS (local density of states), strength function
-6 -4 -2 0 2 4E
0
0.1
0.2
0.3
0.4
|C |2
0
0.1
0.2
0.3
0.4
|C |2
|!(0)" = ini = C!ini
!
# |! " |!(t)" = C!ini
!
# e$iE! t |! "
E!
C!ini 2
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Quench Dynamics
Chaotic
NNN model
H final =J4(!! n
z! n+1z +! n
x! n+1x +! n
y! n+1y )
n=1
L"1
# +Hini =
J4(!! n
z! n+1z +! n
x! n+1x +! n
y! n+1y )
n=1
L"1
#
XXZ model
Integrable
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )|!(0)" =| ini"
quench parameter
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Perturbation increases Fidelity decays faster
Hinitial = HXXZquench! "!! H final = HXXZ +!HNNN
-6 -4 -2 0 2 4
J-1
E!
0
1
2
3
4
5
P!
0 1 2 3 4
Jt
10-4
10-3
10-2
10-1
100
F
" = 0.2
delta function
Slow decay
L=16, 8 up spins, T=7.1 ! = 0.5
F(t) = Cini (E)2e!iEt dE
!"
"
#2
LDOS: C!ini
"E
2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Exponential decay
-6 -4 -2 0 2 4
J-1
E!
0
0.2
0.4
0.6
0.8
1
P!
0 1 2 3 4
Jt
10-4
10-3
10-2
10-1
100
F
" = 0.4512!
!ini
(Eini "E)2 +!2ini / 4
Lorentzian
L=16, 8 up spins, T=7.1 ! = 0.5
Hinitial = HXXZquench! "!! H final = HXXZ +!HNNN
LDOS:
F(t) = exp(!"init)
C!ini
"E
2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Exponential decay
-6 -4 -2 0 2 4
J-1
E!
0
0.2
0.4
0.6
0.8
1
P!
0 1 2 3 4
Jt
10-4
10-3
10-2
10-1
100
F
" = 0.45
F(t) = exp(!"init)12!
!ini
(Eini "E)2 +!2ini / 4
Lorentzian
L=16, 8 up spins, T=7.1 ! = 0.5
Hinitial = HXXZquench! "!! H final = HXXZ +!HNNN
LDOS: F(t) = !(0) |!(t)"2
= C!ini
!
#2e$iE!t
2
~1$" ini2 t2
C!ini
"E
2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Faster than exponential: Gaussian
-6 -4 -2 0 2 4
J-1
E!
0
0.1
0.2
0.3
0.4
0.5
P!
0 1 2 3 4
Jt
10-4
10-3
10-2
10-1
100
F
" = 1
Strong perturbation regime (global quench)
Gaussian
12!" ini
2e!(E!Eini )
2
2" ini2
F(t) = exp(!! 2init
2 )
L=16, 8 up spins, T=7.1 ! = 0.5
Hinitial = HXXZquench! "!! H final = HXXZ +!HNNN
LDOS:
C!ini
"E
2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Gaussian decay Gaussian DOS & LDOS
-6 -4 -2 0 2 4
J-1
E!
0
0.1
0.2
0.3
0.4
0.5
P!
0 1 2 3 4
Jt
10-4
10-3
10-2
10-1
100
F
" = 1
Strong perturbation regime (global quench)
12!" ini
2e!(E!Eini )
2
2" ini2
L=16, 8 up spins, T=7.1 ! = 0.5
Hinitial = HXXZquench! "!! H final = HXXZ +!HNNN
E!
!
Density of States
Gaussian
LDOS: F(t) = exp(!! 2
init2 )
C!ini
"E
2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Decay slows down away from the middle of the spectrum
E!
!
French & Wong, PLB (1970)
DENSITY OF STATES of systems with 2-body interactions
-6 -4 -2 0 2E
0
0.2
0.4
0.6
Pini
0 1 2 3 4 5t
10-3
10-2
10-1
100
F
-3.5 -3 -2.5 -2 -1.5Eini
0
1
2
3
1
-3.5 -3 -2.5 -2 -1.5Eini
0
1
2
2
(a) (b)
(c) (d)
LDOS: skewed Gaussian
L=18, 6 up spins
HXXZ!! "! HXXZ +!HNNN
! =1
Torres & LFS PRA 90 (2014)
C!ini 2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
0 2 4 6 8 10
0.2
0.40.60.81
F
0 2 4 6 8 10
0 3 6 9 1210-3
10-2
10-1
100
F
0 3 6 9 12
0 1 2 3Jt
10-4
10-2
100
F
0 1 2 3Jt
µ = 0.2 = 0.2
µ = 0.4 = 0.4
= 1µ = 1.5
0 2 4 6 8 10
0.2
0.40.60.81
F
0 2 4 6 8 10
0 3 6 9 1210-3
10-2
10-1
100
F
0 3 6 9 12
0 1 2 3Jt
10-4
10-2
100
F
0 1 2 3Jt
µ = 0.2 = 0.2
µ = 0.4 = 0.4
= 1µ = 1.5
Exponential and Gaussian F(t) Hfinal: Chaotic or Integrable
HXXZ!! "! HXXZ +!HNNN
Integrable to
chaotic
L=18, 6 up spins
Torres, Manan, LFS NJP 16 (2014)
Torres & LFS PRA 89 (2014)
Torres & LFS PRA 90 (2014)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
0 2 4 6 8 10
0.2
0.40.60.81
F
0 2 4 6 8 10
0 3 6 9 1210-3
10-2
10-1
100
F
0 3 6 9 12
0 1 2 3Jt
10-4
10-2
100
F
0 1 2 3Jt
µ = 0.2 = 0.2
µ = 0.4 = 0.4
= 1µ = 1.5
0 2 4 6 8 10
0.2
0.40.60.81
F
0 2 4 6 8 10
0 3 6 9 1210-3
10-2
10-1
100
F
0 3 6 9 12
0 1 2 3Jt
10-4
10-2
100
F
0 1 2 3Jt
µ = 0.2 = 0.2
µ = 0.4 = 0.4
= 1µ = 1.5
Exponential and Gaussian F(t) Hfinal: Chaotic or Integrable
HXXZ!! "! HXXZ +!HNNN
Integrable to
chaotic
L=18, 6 up spins
Torres, Manan, LFS NJP 16 (2014)
Torres & LFS PRA 89 (2014)
Torres & LFS PRA 90 (2014)
0 2 4 6 8 10
0.2
0.40.60.81
F
0 2 4 6 8 10
0 3 6 9 1210-3
10-2
10-1
100
F
0 3 6 9 12
0 1 2 3Jt
10-4
10-2
100
F
0 1 2 3Jt
µ = 0.2 = 0.2
µ = 0.4 = 0.4
= 1µ = 1.5
HXX!" #" HXXZ
J(SnxSn+1
x + SnySn+1
y )n=1
L!1
"#$
J(SnxSn+1
x + SnySn+1
y +$SnzSn+1
z )n=1
L!1
"
Integrable to
integrable
! = 0.4
! = 0.2
! =1.5
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
-1 -0.5 00246
8
P
-1 -0.5 0
-2 -1 0 10
1
2
P
-2 -1 0 1
-4 -2 0 2 4
J-1E
0
0.1
0.2
0.3
0.4
P
-4 -2 0 2 4
J-1E
µ = 0.2 = 0.2
µ = 0.4 = 0.4
= 1µ = 1.5
Exponential and Gaussian F(t) Hfinal: Chaotic or Integrable
HXXZ!! "! HXXZ +!HNNN HXX
!" #" HXXZ
Integrable to
integrable
Integrable to
chaotic
L=18, 6 up spins
Torres, Manan, LFS NJP 16 (2014)
Torres & LFS PRA 89 (2014)
Torres & LFS PRA 90 (2014)
-1 -0.5 00246
8
P
-1 -0.5 0
-2 -1 0 10
1
2
P
-2 -1 0 1
-4 -2 0 2 4
J-1E
0
0.1
0.2
0.3
0.4
P
-4 -2 0 2 4
J-1E
µ = 0.2 = 0.2
µ = 0.4 = 0.4
= 1µ = 1.5
-1 -0.5 00246
8
P
-1 -0.5 0
-2 -1 0 10
1
2
P
-2 -1 0 1
-4 -2 0 2 4
J-1E
0
0.1
0.2
0.3
0.4
P
-4 -2 0 2 4
J-1E
µ = 0.2 = 0.2
µ = 0.4 = 0.4
= 1µ = 1.5
! = 0.4
! = 0.2
! =1.5
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Néel state: Strong perturbation and E~0
!(0) ="#"#"#"#
Néel state
! = 0.5,! =1
J4n=1
L!1
" (#! nz! n+1
z +! nx! n+1
x +! ny! n+1
y )+
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )
Hinitial (!"#) $ H final = HNN +HNNN
Very strong perturbation
E ! (0) = Neel H final Neel =J"4[#(L #1)+ !(L # 2)] ~ 0
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Néel state: Gaussian LDOS
!(0) ="#"#"#"#
Néel state
! = 0.5,! =1
J4n=1
L!1
" (#! nz! n+1
z +! nx! n+1
x +! ny! n+1
y )+
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )
Hinitial (!"#) $ H final = HNN +HNNN
Strong perturbation
E ! (0) ~ 0
-8 -4 0 4 80
0.1
0.2
0.3
0.4
0 2 40
0.6
1.2
2 4 6
J-1
E!
0
0.3
0.6
0.9
1.2
0 2 4 6
J-1
E!
0
0.2
0.4
0.6
0.8-8 -4 0 4 8
0
0.2
0.4
0.6
PN
S
-8 -4 0 4 80
0.1
0.2
0.3
0 2 4 6
J-1
E!
0
0.5
1
1.5
2
2.5
PD
W
(a) (c)
(d) (e) (f)
(b)C!ini 2
E!L =16,Sz = 0
PR! (0) "1
|C!(! (0)) |4
!=1
Dim
#~ Dim
6
This is a chaotic initial state
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Néel state: short-time Gaussian decay
!(0) ="#"#"#"#
Néel state
! = 0.5,! =1
J4n=1
L!1
" (#! nz! n+1
z +! nx! n+1
x +! ny! n+1
y )+
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )
Hinitial (!"#) $ H final = HNN +HNNN
-8 -4 0 4 80
0.1
0.2
0.3
0.4
0 2 40
0.6
1.2
2 4 6
J-1
E!
0
0.3
0.6
0.9
1.2
0 2 4 6
J-1
E!
0
0.2
0.4
0.6
0.8-8 -4 0 4 8
0
0.2
0.4
0.6
PN
S
-8 -4 0 4 80
0.1
0.2
0.3
0 2 4 6
J-1
E!
0
0.5
1
1.5
2
2.5
PD
W
(a) (c)
(d) (e) (f)
(b)C!ini 2
E!L =16,Sz = 0
IPR! (0) = C!ini 4 =
1PR! (0)
~ 6Dim
0 5 10 15 20Jt
10-6
10-4
10-2
100
F
! ini =J2
L !1
The decay is Gaussian There is no transition to exponential
Open boundaries
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Néel state: short-time Gaussian decay
The decay is Gaussian There is no transition to exponential
! = 0.5,! =1Sz = 0
L=10 L=20 L=30 L=40
Hinitial (!"#) $ H final = HNN +HNNN
! ini =J2
L !1
Jt
F
Jt=2 Hopping: J/2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Néel state: long-time powerlaw decay
!(0) ="#"#"#"#
Néel state
! = 0.5,! =1
J4n=1
L!1
" (#! nz! n+1
z +! nx! n+1
x +! ny! n+1
y )+
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )
L = 24,Sz = 0
Long-time decay is powerlaw
0.1 1 10 100 1000
10�9
10�7
10�5
0.001
0.1
t
F�t�
Jt
F t!2
exp(!! 2init
2 )
-8 -4 0 4 80
0.1
0.2
0.3
0.4
0 2 40
0.6
1.2
2 4 6
J-1
E!
0
0.3
0.6
0.9
1.2
0 2 4 6
J-1
E!
0
0.2
0.4
0.6
0.8-8 -4 0 4 8
0
0.2
0.4
0.6
PN
S
-8 -4 0 4 80
0.1
0.2
0.3
0 2 4 6
J-1
E!
0
0.5
1
1.5
2
2.5
PD
W
(a) (c)
(d) (e) (f)
(b)C!ini 2
E!
L =16,Sz = 0
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Néel state: long-time powerlaw decay
!(0) ="#"#"#"#
Néel state
J4n=1
L!1
" (#! nz! n+1
z +! nx! n+1
x +! ny! n+1
y )+
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )
Long-time decay is powerlaw
0.1 1 10 100 1000
10�9
10�7
10�5
0.001
0.1
t
F�t�
Jt
F t!2
exp(!! 2init
2 )
0 5 10 15 20Jt
0
0.4
0.8
1.2
f(t)
! = 0.5,! =1
f (t) = ! 1LlnF(t)
! ln(t!2 ) / L L=24 L=22
-8 -4 0 4 80
0.1
0.2
0.3
0.4
0 2 40
0.6
1.2
2 4 6
J-1
E!
0
0.3
0.6
0.9
1.2
0 2 4 6
J-1
E!
0
0.2
0.4
0.6
0.8-8 -4 0 4 8
0
0.2
0.4
0.6
PN
S-8 -4 0 4 8
0
0.1
0.2
0.3
0 2 4 6
J-1
E!
0
0.5
1
1.5
2
2.5P
DW
(a) (c)
(d) (e) (f)
(b)
C!ini 2
E!
L =16
L = 24,Sz = 0Kehrein, Fagotti
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Brody et al Rev. Mod. Phys (1981)
As the number of particles interacting simultaneously increases, the DENSITY OF STATES changes from Gaussian to semicircle.
DENSITY OF STATES of full random matrices is semicircle and so is the LDOS.
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Dynamics under full random matrices
Distribution of for initial state projected into random matrices: semicircular
C!ini 2
0 1 2 3 4 5 610-6
10-4
10-2
100
FSC
-2 -1 0 1 20
0.1
0.2
0.3
0.4
PiniSC
0 5 10 15 20 2510-3
10-2
10-1
100
FBW
-3 -2 -1 0 10
1
2
3
PiniBW
0 1 2 3 4 5 6Jt
10-4
10-2
100
FG
-6 -4 -2 0 2 4
J-1E
0
0.1
0.2
0.3
0.4
0.5
PiniG
(a)
(c)
(e)
(b)
(d)
(f)
E E time E!
C!ini 2
Torres, Manan, LFS NJP 16 (2014)
Torres & LFS PRA 89 (2014)
Torres & LFS PRA 90 (2014)
LDOS
J1(2! init)2
! 2init
2
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Dynamics under full random matrices
Distribution of for initial state projected into random matrices: semicircular
C!ini 2
0 1 2 3 4 5 610-6
10-4
10-2
100
FSC
-2 -1 0 1 20
0.1
0.2
0.3
0.4
PiniSC
0 5 10 15 20 2510-3
10-2
10-1
100
FBW
-3 -2 -1 0 10
1
2
3
PiniBW
0 1 2 3 4 5 6Jt
10-4
10-2
100
FG
-6 -4 -2 0 2 4
J-1E
0
0.1
0.2
0.3
0.4
0.5
PiniG
(a)
(c)
(e)
(b)
(d)
(f)
E E time E!
C!ini 2
LDOS
F(t) =J1(2! init)
2
! 2init
2F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
t!3
Long-time decay is powerlaw
Torres & LFS PRA 90 (2014)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
LONG-TIME BEHAVIOR
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Long-time: Powerlaw Decay
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
F(t) = Pini (E)e!iEt dE
Ecut
"
#2
$ Aexp(!btq )
Khalfin (JETP, 1957)
0 < q <1
Ersak (1969) Fleming (1973) Fonda et (1978) Knight (1977) Sluis & Gislason PRA (1991) Muga, del Campo (2009) Del Campo, arXiv 1504.0120 (CS model)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
F(t) = Pini (E)e!iEt dE
Ecut
"
#2
$ Aexp(!btq )
Khalfin (JETP, 1957)
Asymptotic Expansions:
*)limE!EcutPini (E)> 0" F(t)# t$2
0 < q <1
Powerlaw Decay: Gaussian LDOS
Pini (E)dE =1!"
"
# , F(t)$t$" 0
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
F(t) = Pini (E)e!iEt dE
Ecut
"
#2
$ Aexp(!btq )
Khalfin (JETP, 1957)
Asymptotic Expansions:
F(t) = 12!" ini
2e!(E!Eini )
2 /2" ini2
e!iEt dE0
"
#2
$t$"
12!" ini
2e!Eini
2 /2" ini2
e!iEt dE0
"
#2
%1t2
-8 -4 0 4 80
0.1
0.2
0.3
0.4
0 2 40
0.6
1.2
2 4 6
J-1
E!
0
0.3
0.6
0.9
1.2
0 2 4 6
J-1
E!
0
0.2
0.4
0.6
0.8-8 -4 0 4 8
0
0.2
0.4
0.6
PN
S
-8 -4 0 4 80
0.1
0.2
0.3
0 2 4 6
J-1
E!
0
0.5
1
1.5
2
2.5
PD
W
(a) (c)
(d) (e) (f)
(b)C!ini 2
E!
0 < q <1 LDOS
Powerlaw Decay: Gaussian LDOS
Pini (E)dE =1!"
"
# , F(t)$t$" 0
*)limE!EcutPini (E)> 0" F(t)# t$2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Powerlaw Decay: Gaussian LDOS
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
F(t) = Pini (E)e!iEt dE
Ecut
"
#2
$ Aexp(!btq )
Khalfin (JETP, 1957)
Asymptotic Expansions
0.1 1 10 100 1000
10�9
10�7
10�5
0.001
0.1
t
F�t�
Jt
F t!2
exp(!! 2init
2 )
Chaotic model with NNN couplings
0 < q <1
*)limE!EcutPini (E)> 0" F(t)# t$2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
F(t) = Pini (E)e!iEt dE
Ecut
"
#2
$ Aexp(!btq )
Khalfin (JETP, 1957)
Asymptotic Expansions
! t"2
*)Pini (E) = (E !Emin )! g(E)" F(t)# t!2(1+! )
0 1 2 3 4 5 610-6
10-4
10-2
100
FSC
-2 -1 0 1 20
0.1
0.2
0.3
0.4
PiniSC
0 5 10 15 20 2510-3
10-2
10-1
100
FBW
-3 -2 -1 0 10
1
2
3
PiniBW
0 1 2 3 4 5 6Jt
10-4
10-2
100
FG
-6 -4 -2 0 2 4
J-1E
0
0.1
0.2
0.3
0.4
0.5
PiniG
(a)
(c)
(e)
(b)
(d)
(f)
E E!
C!ini 2
LDOS
0 < q <1
Powerlaw Decay: Semicircle LDOS
*)limE!EcutPini (E)> 0" F(t)# t$2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Powerlaw Decay: Semicircle LDOS
F(t) = !(0) |!(t)"2= C!
ini
!
#2e$iE! t
2
% Pini (E)e$iEt dE
$&
&
'2
F(t) = Pini (E)e!iEt dE
Ecut
"
#2
$ Aexp(!btq )
Khalfin (JETP, 1957) 0 < q <1
Asymptotic Expansions
Pini (E) =1
! ini1! E
2! ini
"
#
$$
%
&
''
2
( (E ! 2! ini )1/2 (E + 2! ini )
1/2
0 1 2 3 4 5 610-6
10-4
10-2
100
FSC
-2 -1 0 1 20
0.1
0.2
0.3
0.4
PiniSC
0 5 10 15 20 2510-3
10-2
10-1
100
FBW
-3 -2 -1 0 10
1
2
3
PiniBW
0 1 2 3 4 5 6Jt
10-4
10-2
100
FG
-6 -4 -2 0 2 4
J-1E
0
0.1
0.2
0.3
0.4
0.5
PiniG
(a)
(c)
(e)
(b)
(d)
(f)
E time
t!3
*)Pini (E) = (E !Emin )! g(E)" F(t)# t!2(1+! )
*)limE!EcutPini (E)> 0" F(t)# t$2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
!(0) ="#"#"#"#Néel state J
4n=1
L
! (! nx! n+1
x +! ny! n+1
y ) [XX model]
t!1/2It suggest that the LDOS Pini(E) is not well behaved. (not Gaussian)
Jt
F
Powerlaw decay for the XX model: sparse and fractal LDOS
Zanardi, Sirker, Haque
F(t) = limL!"
eL2! dk lncos2(Jt cosk)
#! /2
! /2
$
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
L=16, 8 up spins
100 102 104t
10-4
10-3
10-2
10-1
100
<F(t)>
0
0.1
0.2
0.3
-4 -2 0 2 4E
0
1
2
0
0.4
0.8
(a)
(b)
(c)
(d)
J
h=0.5
Torres & LFS PRB 92, 01420 (2015)
h=1.5
h=2.7
100 102 104t
10-4
10-3
10-2
10-1
100<F(t)>
0
0.1
0.2
0.3
-4 -2 0 2 4E
0
1
2
0
0.4
0.8
(a)
(b)
(c)
(d)
h=1.5
h=2.7
C!ini 2
100 102 104t
10-4
10-3
10-2
10-1
100
<F(t)>
0
0.1
0.2
0.3
-4 -2 0 2 4E
0
1
2
0
0.4
0.8
(a)
(b)
(c)
(d)
C!ini 2
100 102 104t
10-4
10-3
10-2
10-1
100
<F(t)>
0
0.1
0.2
0.3
-4 -2 0 2 4E
0
1
2
0
0.4
0.8
(a)
(b)
(c)
(d)C!ini 2
h=0.5
h=2.7 C!ini 4
!
! = IPRini
H final = hnSnz
n=1
L
! + J(SnxSn+1
x + SnySn+1
y + SnzSn+1
z )n=1
L
! multifractal fluctuations
Powerlaw decay for a disordered system: sparse LDOS
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Powerlaw Exponent
Generalized dimension Multifractal dimension
!IPRini = C!ini 4
!
! "1
(Dim)"# " <1
Torres & LFS PRB 92, 01420 (2015)
ln(Dim)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Powerlaw Exponent
10-1 100 101 102 103t
10-4
10-3
10-2
10-1
100
<F(t)>
10-1 100 101 102 103t
10-1
100(a) (b)h=1.0 h=2.7
L=16 L=14 L=12 L=10
J J
Generalized dimension Multifractal dimension
!IPRini = C!ini 4
!
! "1
(Dim)"# " <1
F(t) = dE! dE" C!ini 2 C"
ini 2!! ei(E""E! )t # d#ei#t |# |$"1! #1t$
F(t) ! t"!
Torres & LFS PRB 92, 01420 (2015)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Powerlaw decay: tail and filling of the LDOS
The long-time powerlaw decay of F(t) in many-body quantum systems depends on the tails and filling of the LDOS. • Well filled LDOS (chaos): between t-2 and t-3 depending on the number of
particles that interact simultaneously.
• Sparse LDOS: energy of the initial state, level of disorder, symmetries, regime.
Rigol arXiv:1511.04447
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Real Systems: Banded Matrices
H =J4n=1
L!1
" (#! nz! n+1
z +! nx! n+1
x +! ny! n+1
y )+ " J4n=1
L!2
" (#! nz! n+2
z +! nx! n+2
x +! ny! n+2
y )
H = H0 + !V
Torres & LFS PRE 89 (2014)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Band Random Matrix
Wigner Band Random Matrix
Torres & LFS PRE 89 (2014)
1 +v +v 0+v 2 !v +v+v !v 3 +v0 +v +v 4
0 0 0 00 0 0 0!v 0 0 0+v +v 0 0
0 0 !v +v0 0 0 +v0 0 0 00 0 0 0
5 +v !v 0+v 6 +v +v!v +v 7 +v0 +v +v 8
"
#
$$$$$$$$$$
%
&
''''''''''
Wigner, Ann. Math. (1955)
q = v2
bs
q>>1: semicircle q<<1: Lorentzian
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Band Random Matrix
Wigner Band Random Matrix
Torres & LFS PRE 89 (2014)
1 +v +v 0+v 2 !v +v+v !v 3 +v0 +v +v 4
0 0 0 00 0 0 0!v 0 0 0+v +v 0 0
0 0 !v +v0 0 0 +v0 0 0 00 0 0 0
5 +v !v 0+v 6 +v +v!v +v 7 +v0 +v +v 8
"
#
$$$$$$$$$$
%
&
''''''''''
q = v2
bs
q>>1: semicircle q<<1: Lorentzian
Powerlaw Band Random Matrix
Hnm2 =
1
1+ n!mb
2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Powerlaw Band Random Matrix
Hnm2 =
1
1+ n!mb
2
t!3
t!2
t!(<1)
b=0
b=Dim
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Few-body Observables
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Dynamics of few-body observables
When:
[Hinitial,O]= 0
!O(t)" = F(t)O(0)+ !n |O | n" !n | e#iH finalt | ini"n$ini%
2
When initial state is a site-basis vector:
magnetization, spin-spin correlation in z, structure factor in z, interaction energy
!O(t)" = !#(t) |O |#(t)" Hinitial n = !n n
H final ! = E! !
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Dynamics of few-body observables
When:
[Hinitial,O]= 0
!O(t)" = F(t)!O(0)+ !n |O | n" !n | e#iH finalt | ini"! "## $##n$ini
%2
When initial state is a site-basis vector:
magnetization, spin-spin correlation in z, structure factor in z, interaction energy
!O(t)" = !#(t) |O |#(t)" Hinitial n = !n n
H final ! = E! !
C!nC!
inie!iE!t!
"2
C!ini 2 e!iE!t
!
"2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Observables: Full Random Matrix
!O(t)" = F(t)O(0)+ !n |O | n" !n | e#iH finalt | ini"! "## $##n$ini
%2
C!nC!
inie!iE!t!
"2
ML/2z (0)
J1(2! init)2
! 2init
2
F(t) =J1(2! init)
2
! 2init
2
ML/2z (0)F(t)
ML/2z (t)
ML/2z (t)
Jt
infinite time average
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Observables: Band Random Matrix
!O(t)" = F(t)O(0)+ !n |O | n" !n | e#iH finalt | ini"! "## $##n$ini
%2
C!nC!
inie!iE!t!
"2
0.01 0.1 1 10Jt
10-410-310-210-1100
Mz L/2(t)
ML/2z (0)F(t)
ML/2z (t)
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Observables: Integrable models
!O(t)" = F(t)O(0)+ !n |O | n" !n | e#iH finalt | ini"2
n$ini%
0.1 1 10Jt
10-510-410-310-210-1
Mz L/2(t)
!(0) ="#"#"#"#
Néel state XX model
ML/2z (t) = J 0 (2t) / 2
L = 24,Sz = 0
t!1/2
Schütz, Mitra
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Observables: Integrable models
!O(t)" = F(t)O(0)+ !n |O | n" !n | e#iH finalt | ini"2
n$ini%
0.1 1 10Jt
10-510-410-310-210-1
Mz L/2(t)
!(0) ="#"#"#"#
Néel state XX model
ML/2z (t) = J 0 (2t) / 2
!(0) ="#"#"#"#
Néel state XXZ model
Barmettler et al, NJP (2010) L = 24,Sz = 0
ms (t)! e"t/! 2 cos("t +#)
t!1/2
Mossel & Caux, NJP (2010)
DW, ! =1.5 F(t)" e#t/!Schütz, Mitra
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
2 4 6 8 10Jt
10-6
10-4
10-2
100Mz L/2(t)
Observables: Chaotic spin-1/2 system
L = 24,Sz = 0
!(0) ="#"#"#"#
Néel state
J4n=1
L!1
" (#! nz! n+1
z +! nx! n+1
x +! ny! n+1
y )+
+!J4n=1
L!2
" (#" nz" n+2
z +" nx" n+2
x +" ny" n+2
y )
ML/2z (t) = A
te!t/!sin("t +#)
0.1 1 10 100 1000
10�9
10�7
10�5
0.001
0.1
t
F�t�
Jt
F t!2
exp(!! 2init
2 )
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Conclusions
Ø The dynamics of the system depends on the interplay between the initial state and the final Hamiltonian.
F(t) for short- and long-times Ø The shape and width of the LDOS: short-time decay of F(t). (No dependence on the regime)
Tavora, Torres, LFS, arXiv soon
PRA 89 (2014) PRA 90 (2014) NJP 16 (2014) PRE 89 (2014)
• Lorentzian LDOS: exponential decay. • Gaussian LDOS: Gaussian decay. • Semicircle LDOS: Bessel2/t2 • Bimodal LDOS: uncertainty relation bound • Filled LDOS: t-2 , t-3 due to bounds in the spectrum. • Fragmented LDOS: small powerlaw exponent due to correlations.
Ø The filling of the LDOS: long-time decay of F(t) (Dependence on the regime) PRB 92 (2015)
Ø Observables: no general picture yet. C!nC!
inie!iE!t!
"2
Lea F. Santos, Yeshiva University Bad Honnef, Germany, 2015
Excited State Quantum Phase Transition with trapped ions: long-range interaction
H = B ! nz
n! +
J| n"m |"
! nx! m
x
n<m!
P. Richerme et al, Nature 511, 198 (2014) P. Jurcevi et al, Nature 511, 202 (2014)
N=2000, L=0
! = 0.6
Ek/N 0 0.2 0.4 0.6 0.8
Ckn
!E
2
LFS & Pérez-Bernal PRA 92, 050101R
(2015)
|!(0)" = n = 0 = Ckn=0
k# |!k "
! = 0Lipkin H = (1!! )nt +
!N(t+s+ s+t)2
n=1332
!(0) |!(t)"22
0 0.2 0.4 0.6 0.8 1Control Parameter
0
0.2
0.4
0.6
0.8
E k/N (a
.u.)
0 0.2 0.4 0.6 0.8Normalized Energy (a.u.)
0
5
10
Den
sity
of S
tate
s
0 0.4 0.8
0.41 0.42
0 0.4 0.8 0 0.4 0.80 0.4 0.80
0.04
0.08
0.12
PR(k
)U
(3)/N
0 0.4 0.80
0.1
0.2
PR(k
)SO
(4)/N
0.41 0.42
0 0.4 0.8
0 0.4 0.8Normalized Excitation Energy (Ek/N, a.u.)
0
0.1
0.2
0 0.4 0.8Normalized Excitation Energy (Ek/N, a.u.)
c = 0.2 = 0.3 = 0.4
= 0.0
= 0.6 = 0.9
= 0.6 = 0.9
PR vs E/N