SLIDE 1 International Workshop on Tensor Networks and Quantum Many-Body Problems 2016 Max Planck Institute for the Physics of Complex Systems
Frank Pollmann
Detecting topological orders from
Matrix-Product State based simulations
SLIDE 2 (1) Matrix-product states and efficient simulations
- Review: Entanglement and matrix-product states (MPS)
- MPS for infinite systems
- Time evolving block decimation (TEBD)
(2) Extracting fingerprints of topological order
- Symmetry protected topological phases
- Characterizing intrinsic topological orders
- Symmetry enriched topological phases
- (Dynamics of topological excitations)
Overview
Detecting topological orders from
Matrix-Product State based simulations
SLIDE 3 Matrix-product states
ψj1,j2,j3,j4,j5 ≈
SLIDE 4 Entanglement
- A generic quantum state has a dimensional Hilbert space
|ψi = X
j1,j2,...,jL
ψj1,j2,...,jL|j1i|j2i . . . |jLi
...
A B
...
- Decompose a state into a superposition
- f product states (Schmidt decomposition)
|ψi = X
i,j
Ci,j|iiA ⌦ |jiB = X
α
Λα|αiA ⌦ |αiB dL
- Entanglement entropy as a measure for the
amount of entanglement
S = − P
α Λ2 α log Λ2 α
, jn = 1 . . . d
S = −TrρA log ρA ρA = TrB|ψihψ|
SLIDE 5 L R (a) (b) N (d) (c) Many body Hilbert space Area law states L R (a) (b) N (d) (c) Many body Hilbert space Area law states
Area law for ground states of local (gapped) Hamiltonians
in one dimensional systems
Entanglement
All ground states live in a tiny corner of the Hilbert space! S(L) = const.
[Srednicki ’93, Hastings ’07]
|ψi = X
α
Λα|αiA ⌦ |αiB
L R (a) (b) N (d) (c) Many body Hilbert space Area law states
L
SLIDE 6
|ψ =
NA
X
i=1 NB
X
j=1
Cij|iA|jB = X
γ
λγ|φγA|φγB
Compression of quantum states
C = 0.23 · · · 0.56 . . . ... . . . 0.22 · · · 0.34 = 0.23 · · · 0.56 . . . ... . . . 0.22 · · · 0.34
χ = 1200
- Matrix can represent an image (array of pixel)
≈
- Reconstruction of the matrix (image) from a small
number of Schmidt states (SVD):
SLIDE 7 χ = 4 χ = 16 χ = 64 χ = 256
χ = 1200
Important features visible already for states! < 16
Compression of quantum states
SLIDE 8 Compression of quantum states
[Mondrian]
SLIDE 9 Compression of quantum states
- Coefficients in the many-body wave function:
Rank-L tensor: diagrammatic representation
L R (a) (b) N (d) (c) Many body Hilbert space Area law states
- Successive Schmidt decompositions: matrix-product states
- |ψi =
d
X
j1=1 d
X
β=1
A[1]j1
β
Λ[1]
β |j1i|βi[2,...N]
SLIDE 10 Matrix-Product States
- Matrix-product states: Reduction of variables:
ψj1,j2,j3,j4,j5 ≈
αβ =
[M. Fannes et al. 92, Schuch et al ‘08]
- Matrix-product operators
- M
M M M M
M M M M
(b)
M M M M
(c)
* * * *
Oj0
1,j0 2,j0 3,j0 4,j0 5
j1,j2,j3,j4,j5 =
[1] [2] [3] [4] [5]
[Verstraete et al ’04]
dL → Ldχ2
SLIDE 11 Infinite matrix-product states
∞
SLIDE 12 A A A A A A A
[1] [2] [3] [4] [5] [6]
[7]
- Infinite and translationally invariant systems:
. . . . . . |ψi : Ldχ2 → dχ2
Infinite MPS and the canonical form
= ˜ Ain ➡ describes the same state! ˜ Ain = XAinX−1
SLIDE 13
- Choose a convenient representation in Canonical Form:
Bond index corresponds to Schmidt decomposition!
- Write tensor as product of
Ain
αβ
: Diagonal matrix with Schmidt values : Tensor relating to Schmidt basis
(b)
(c) (e)
R L
' ' '
L
(b)
(c) (e)
R L
' ' '
L
(b)
(c) (e)
R L
' ' '
L
|ψi =
χ
X
α=1
Λα|αiL ⌦ |αiR with hα|α0i = δαα0
Infinite MPS and the canonical form
[Vidal ‘03]
SLIDE 14
- Schmidt states in terms of the MPS:
- (d)
(b)
(c) (e)
R L
' ' '
L
(b)
(c) (e)
R L
' ' '
L
Infinite MPS and the canonical form
R
' ' '
* * *
SLIDE 15
- Conditions for the canonical form:
- (d)
(b)
(c) (e)
R L
' ' '
L
(b)
(c) (e)
R L
' ' '
L
- Left and right transfer matrix have dominant eigenvalue
- ne and the corresponding eigenvector is the identity
T L
αα0;ββ0 =
X
j
ΛαΛα0 Γj
αβ
α0β0
∗
Infinite MPS and the canonical form
SLIDE 16
- Example: Affleck-Kennedy-Lieb-Tasaki (AKLT)
- Ground state the spin-1 Hamiltonian
H = X
j
~ Sj ~ Sj+1 + 1 3(~ Sj ~ Sj+1)2,
Infinite MPS and the canonical form
SLIDE 17
- Example: Affleck-Kennedy-Lieb-Tasaki (AKLT)
Γ−1 = r 4 3σ+, Γ0 = − r 2 3σz, Γ1 = − r 4 3σ− Λ = r 1 2 ✓ 1 1 ◆ and d = 3 χ = 2
Infinite MPS and the canonical form
SLIDE 18
- Efficient evaluation of expectation values:
Infinite MPS and the canonical form
Λ2 Λ2 Γ Γ∗ hψ|On|ψi = Λ2 Λ2 Γ Γ∗ Γ Γ∗ Γ Γ∗ Γ Γ∗ Γ Γ∗ Λ Λ Λ Λ Λ Λ Λ Λ T R hψ|OmOn|ψi =
SLIDE 19
- Correlation length of an MPS:
⇠ = − 1 log |✏2|, is the second largest eigenvalue of the transfer matrix ✏2
eigenvalue (unity) shows
that the MPS is a cat-state
Infinite MPS and the canonical form
(b)
(c) (e)
R L
' ' '
L
SLIDE 20 Efficient numerical simulations
i~ ∂ ∂t|ψi = H|ψi
SLIDE 21
- Transverse field Ising model
Ordered Quantum Disordered g/J
H = − X
j
(Jσz
j σz j+1 + gσx j )
m = hσzi
Efficient numerical simulations
σz(t)
...
...
σ+
0 |ψi
SLIDE 22 Time evolving block decimation
- Assume we have a Hamiltonian of the form
H = X
j
h[j,j+1] |ψ0i = lim
τ→∞
exp(Hτ)|ψii || exp(Hτ)|ψii||
- Time evolution in imaginary time
|ψti = exp(iHt)|ψt=0i
- Time evolution in real time
Disclaimer: Simple!
Not perfect for all uses!
SLIDE 23
H = X
j
h[j,j+1]
Time evolving block decimation
[F [r], F [r0]] = 0 ([G[r], G[r0]] = 0) [G, F] 6= 0
but
F F F G G
H=F+G F ≡ X
even j
F [j] ≡ X
even j
h[j,j+1] G ≡ X
G[j] ≡ X
h[j,j+1]
- Decompose the Hamiltonian as
[Vidal ‘03]
SLIDE 24
- Apply Suzuki-Trotter decomposition of order p
with , , etc. exp (−i(F + G)δt) ≈ fp [exp(−Fδt), exp(−Gδt)] f1(x, y) = xy f2(x, y) = x1/2yx1/2
Time evolving block decimation
UF = Y
even r
exp(−iF [r]δt) UG = Y
exp(−iG[r]δt)
- Two chains of two-site gates
SLIDE 25
- Time Evolving Block Decimation algorithm (TEBD)
1 1 2 2 3 3 4 4 5 5 6 7 1 1 2 2 3 3 4 4 5 5 6 7
Time evolving block decimation
- How do we get the original form back?
SLIDE 26 truncation
χ3
Time evolving block decimation
- Scales with the matrix dimension as
- Time Evolving Block Decimation algorithm (TEBD)
SLIDE 27 ΓA Λ
A ΓBΛ B
Λ
B
(i) (ii)
Λ
A
(iii)
X Y
(iv)
ΓA Λ
A ΓBΛ B
Λ
B
~ ~ ~ ~
( )
SVD
Θ
~
Λ
A
X Y
~
Λ
B
Λ
B
Λ
B
Λ
B
( )
= Θ
~ E0
L R
L R
~ ~
ΓA Λ
B ~
(Γ )
A *
Λ
B ~
ΓBΛ
B
~
(Γ )
B *Λ B
~
Θ
~
M M Θ
(v)
truncation
χ3
- Scales with the matrix dimension as
- Density matrix renormalization group (DMRG)
Time evolving block decimation
SLIDE 28
- Assume that is translational invariant and :
infinite Time Evolving Block Decimation algorithm (iTEBD) |ψi N = ∞
- Time evolution achieved by repeated local application
- f gates (parallel)
Γ[2r] = ΓA, λ[2r] = λA, Γ[2r+1] = ΓB, λ[2r+1] = λB
B B B B
A A A A A
- Partially break translational symmetry to simulate
the action of the gates
infinite Time evolving block decimation
[Vidal ‘07]
SLIDE 29 Python!
- Python + numpy provide useful tools to simply implement
the algorithm as key functions are already implemented Xijk = X
m
YimZmjk
X=tensordot(Y,Z,axes=(1,0)) X=reshape(X,(dim1*dim2,dim3)) Xijk → X(ij)k X=transpose(X,(0,2,1))
Xijk → Xikj
SLIDE 30
- Finite entanglement scaling: Entanglement and correlation
length are always finite in an MPS
Infinite MPS and the canonical form
FP , S. Mukerjee, A.M. Turner, J. Moore Phys. Rev. Lett. 102, 255701 (2009).
SLIDE 31
- Finite entanglement scaling: Entanglement and correlation
length are always finite in an MPS
Infinite MPS and the canonical form
SLIDE 32 Infinite MPS and the canonical form
S = c 6 log ξ c = 1/2
- Finite entanglement scaling: Extract central charge c
➡ Ising critical
point:
[Calabrese & Cardy ‘04]
SLIDE 33 Extracting fingerprints of topological order
SLIDE 34
- Topological phases cannot be described
by symmetry breaking
- Quantum Hall effects
- (gapped) spin-liquids
- Topological insulators
- Haldane spin chain
[Klitzing ’80, Tsui ’82, Laughlin ’83] [Haldane ‘83] [Kane & Mele ’05]
Topological phases of matter
- Fascinating features: quantized conductance,
fractionalization, protected edge states, …
[Anderson ‘73]
SLIDE 35
- Spin-1 Heisenberg chain
- Haldane phase: Gapped + no symmetry breaking
[Haldane ‘83]
H = P
j ~
Sj · ~ Sj+1 E
...
...
E ×4
[Affleck et al ‘87]
- Spin-1/2 excitations at the edges: Protected by symmetry
Symmetry protected topological phases
- Edge spins have been observed in the
NMR profile close to the chain ends of
Mg-doped Y2BaNiO5 [S.H. Glarum, et al., Tedoldi et al. ‘99]
SLIDE 36
FP , A.M. Turner, E. Berg, and M. Oshikawa, Phys. Rev. B 81, 064439 (2010).
- Hamiltonian and ground state symmetric under
|ψ0i
…
=
|ψ0i :
➡ Boundary: Projective representations
(e.g., spin-1/2) UgUh = eiφ(g,h)Ugh
U L
g
U R
g
g, h ∈ G ➡ Bulk: Linear on-site representation
(e.g., spin-1)
uguh = ugh
|ψ0i :
Symmetry protected topological phases
(…is complete )
[Chen et al. ’11; Schuch et al ’11]
➡ Classification of Symmetry protected topological phases
H2[G, U(1)]
- Classified by the second cohomology group
[Schur 1911]
ug ug ug ug ug ug ug ug
SLIDE 37 Which symmetries can stabilize topological phases?
- Example : Rotation about single axis
- Redefining removes any phase
Zn
Rn = 1 ⇒ U n
R = eiφ1
˜ UR = e−iφ/nUR
FP , A.M. Turner, E. Berg, and M. Oshikawa, Phys. Rev. B 81, 064439 (2010).
- Example : Phase for pairs
- Phases cannot be gauged
away: Distinct topological phases Z2 × Z2 RxRz = RzRx ⇒ UxUz = eiφxzUzUx
φxz = 0, π
Symmetry protected topological phases
SLIDE 38 1D symmetry protected topological phases
FP and A.M. Turner, Phys. Rev. B 86, 125441 (2012).
- Characteristic fingerprints of SPT’s from DMRG
|ψi
≈
H = P
j
Sj · Sj+1 + D P
j(Sz j )2
Z2 × Z2
S = 1
O ∝ tr(UxUzU †
xU † z)
|0i|0i|0i|0i|0i
Haldane phase Ug
[Ug]αα0 = hφR
α|
O
j∈L
gj|φR
α0i
➡ Projective representations can directly be extracted
P
α λα|φL αi|φR αi
SLIDE 39
- Transformation of an MPS under symmetry operations
...wave function only changes by a phase
U e
i
Σ
, [UΣ, Λ] = 0
[Perez-Garcia ’07]
- a
- a
- a
- a
- b
- b
- b
- b
- a
- a
- a
- a
- b
- b
- b
- b
- 1D symmetry protected topological phases
SLIDE 40 | {z }
T ΣX=X
| {z }
T 1=1
- Get from the dominant eigenvector
- f the generalized transfermatrix ( )
- Overlap of transformed Schmidt states
- U
e
iL
Σ
e
iL
X UΣ = X†
e
iL
(αα0);(ββ0) =
X
j,j0
Σjj0 ˜ Γj0,αβΓ∗
j,α0β0ΛβΛβ0
UΣ = X†
U e
i
˜
1D Symmetry protected topological phases
SLIDE 41 (1) Matrix-product states and efficient simulations
- Review: Entanglement and matrix-product states (MPS)
- MPS for infinite systems
- Time evolving block decimation (TEBD)
(2) Extracting fingerprints of topological order
- Symmetry protected topological phases
- Characterizing intrinsic topological orders
- Symmetry enriched topological phases
- (Dynamics of topological excitations)
Overview
Detecting topological orders from
Matrix-Product State based simulations
SLIDE 42 Intrinsic topological order
SLIDE 43
- Tait’s smoke ring experiment in 1867
- Vortex rings are extremely stable and long lived!
Topological Order
SLIDE 44
- Lord Kelvin developed a theory about matter being knots in
the aether: Inequivalent knots correspond to
different atoms
- Turned out it is not true… Michelson–Morley
experiment: No aether
Topological Order
SLIDE 45
- Still, knots remained a very interesting topic:
Figure out which knots are equivalent
- Equivalent knots can be related to each other using
the Reidemeister moves
- Jones Polynomial distinguish inequivalent knots
: t + t2 − t4
[Jones ’84]
: 1
Topological Order
:?
SLIDE 46
- Topological Quantum Field
Theory (TQFT): Field Theory
in which amplitudes depend only
- n the topology of the process
- Chern-Simons TQFT: Amplitude of a process given by the
Jones Polynomial of the knot
- 2D TQFT: Anyonic quasiparticle excitations!
Z = Z DφeiS[φ]
[Witten ’80]
t ≡
eiφ
Topological Order
SLIDE 47 eiφ
A B
|ψi = P
α
ppα |φA
αi
|φB
α i
S = − P
α pα log pα
Abelian: γ = log(
p #anyons)
Topological Order
- Intrinsic topological order: Gapped quantum phases
that are robust to any small (local) perturbation
- Characterized by quasiparticle excitations
that obey fractional statistics “anyons”
- Topological degeneracy (= number of anyons)
- Topological entanglement entropy :
γ
[Kitaev and Preskill ’06, Levin and Wen ‘06] [Wen ’90]
S = αL − γ
SLIDE 48 Fractional Quantum Hall
- 2D electron gas in magnetic field :
highly degenerate “Landau levels”
- Number of degenerate orbits in each Landau level equal
to number of flux quanta: Filling fraction
- Incompressible liquid at integer fillings
- Fractional quantum Hall effect (FQHE):
Incompressible liquid due to interactions
En = heB m (n + 1 2)
B B NB ν = Ne/NB | {z }
NB
Integer QH Fractional QH
[Tsui, Stormer ’82, Laughlin ’83] [Klitzing ’80]
n = 1
SLIDE 49 Fractional Quantum Hall
. Zaletel, R. S. K. Mong, FP , PRL 110, 236801 (2013).
. Zaletel, Roger S. K. Mong, FP , and E. H. Rezayi, Phys. Rev. B 91, 045115 (2015).
- Consider the FQHE on an infinitely long cylinder
- Orbitals are localized along the cylinder: Quasi 1D model
using an occupation number basis
x y
B
[Haldane & Rezayi ’94; Bergholtz et al. ’05, Seidel et al. ’05]
| . . . , j0, j1, . . .i ˆ H = X
n
X
k≥|m|
Vkmc†
n+mc† n+kcn+m+kcn
- Coulomb interactions yield quantum many-body problem
Coulomb
|0 1 1 0 i
|ψ0i : . . .
. . .
B B B
B
B
B
B Bin
αβ
SLIDE 50 Fractional Quantum Hall
. Zaletel, R. S. K. Mong, FP , PRL 110, 236801 (2013).
. Zaletel, Roger S. K. Mong, FP , and E. H. Rezayi, Phys. Rev. B 91, 045115 (2015).
- Topological entanglement entropy of the FQHE with Coulomb
interactions (“minimally entangled states”) S = αL − γ ν = 1/3 ν = 7/3
SLIDE 51 Fractional Quantum Hall
. Zaletel, R. S. K. Mong, FP , J. Stat. Mech. P10007 (2014).
. Zaletel, R. S. K. Mong, FP , PRL 110, 236801 (2013). (see also Zhang et al. ’12, Tu et al. ’13, Cincio & Vidal ‘13)
- Extracting topological content by adding a “twist”
- Momentum polarization: topological spin,
central charge, Hall viscosity
x y
L ξ
ν = 2/5
… …
SLIDE 52
. Zaletel, R. S. K. Mong, FP , Z. Papic arXiv:1505.02843.
Fractional Quantum Hall
[Xia et al ’04]
six primary fields of
the Z3 parafermion
CFT:1, ψ, ψ†, ε, σ, σ†.
Momentum Energy 6 3 1 1
x
[Read Rezayi ’98, Kitaev ’03]
- Charge e/5 quasiparticles: Fibonacci anyons
“Universal topological quantum computing”
eiφ
- Finding the ground state with filling factor
(Coulomb + finite well thickness at ) ν = 12/5 L = 28`B
SLIDE 53
. Zaletel, R. S. K. Mong, FP , Z. Papic arXiv:1505.02843.
Density profile for anyons with charge e/5 y/`B x/`B
Fractional Quantum Hall
SLIDE 54 UΣ
Symmetry enriched topological order
SLIDE 55 No symmetry Trivial Topological
With symmetry Topological
Topological
Topological
Y
Symmetry enriched topological order
- Intrinsic topological order is characterized by its
anyonic quasi particles (QP) (no symmetry required)
- Topologically ordered systems have a richer structure
when symmetries are present
[Wang and Wen ’12, Wen ’13] [Wen ’91]
SLIDE 56 g ∈ Hψ
- Hamiltonian and ground state
have the same symmetry
( )
- Fractionalization of symmetry
- perations in terms of the anyonic
quasiparticles (QP) ➡ QP induce projective representations:
- Co-homology : Inequivalent projective
representations classify different SET’s (not completely!)
Symmetry enriched topological order
GH = Gψ H2[G, U(1)] Ug U †
g
gh = k : UgUh = eiφghUk
SLIDE 57
- Topological degeneracy: Ground state degeneracy on
the torus is equal to the number of QP
- Minimally entangled ground states (MES) of a topological
system on torus are eigenstates of Wilson loop operators
parallel to the bipartite cut
- QP of type a and are localized at the edges of the cut
Symmetry enriched topological order
Wy
(a) (b) A B W
y
[Zhang et al. ’12; Grover et al. ’12; Cincio & Vidal ’12, Wen ’90]
(b) A B
a x
y
SLIDE 58
- MES can also be obtained for an infinite cylinder
(locally equivalent to a large torus)
- A liquid (e.g., toric code) has
four quasiparticle types
- Map cylinder to an effective one-dimensional system:
extract projective representations of QPs like in 1D SPTP Z2
1 e f m
[Kitaev ’01]
- Symmetry enriched topological order
[Cincio & Vidal ’12, Zaletel et al ‘13] [Cirac et al ’11]
SLIDE 59
loop gas of AKLT chains
- and -particles in projective
( ) representation
- Represented by tensor product state
Z2 e f S = 1/2 S = 1 χ = 3
QP 1 e m f UxUzU −1
x U −1 z
1
1
UΣ
Symmetry enriched topological order
C.-Y. Huang, X. Chen, and FP , Phys. Rev. B 90, 045142 (2014)
SLIDE 60
- RVB state on the kagome lattice:
spin liquid states (spin 1/2 singlets)
- and -particles in projective
( ) representation
- Represented by tensor product state
Z2 e f S = 1/2 χ = 3
(a) (b) (c)
1.5
(b)
(d)
Symmetry enriched topological order
QP 1 e m f UxUzU −1
x U −1 z
1
1
UΣ
C.-Y. Huang, X. Chen, and FP , Phys. Rev. B 90, 045142 (2014)
SLIDE 61
- “String order (SO) parameter”: SO detects the projective
representations of anyons
- Selection rule forces SO to vanish if edge spins are
fractionalized
5 10 15 20 0.0 0.1 0.2 0.3 0.4
4
L-1 SO(n)
n
m-MES L=2 L=3 L=4 L=5 L=6 L=7 4 8 12 16 20 0.0 0.1 0.2 0.3 0.4
n
f-MES L=2 L=3 L=4 L=5 L=6 L=7 5 10 15 20 0.0 0.1 0.2 0.3 0.4
n
e - MES L=2 L=3 L=4 L=5 L=6 L=7 5 10 15 20 0.0 0.1 0.2 0.3 0.4
n
I - MES L=2 L=3 L=4 L=5 L=6 L=7
SO = hψ0|
n
Y
j=1
exp(iSz
j )|ψ0i
1 e f m
n
... ... XL XR ... (a) (b) a
Symmetry enriched topological order
C.-Y. Huang, X. Chen, and FP , Phys. Rev. B 90, 045142 (2014)
SLIDE 62 Dynamics of topological excitations
SLIDE 63 Kitaev-Heisenberg model
- Density-Matrix Renormalization Group
- Infinite cylinders with circumference up to
- Extract both static and dynamic properties
L = 12
[White ‘92]
SLIDE 64 Kitaev-Heisenberg model
- Kitaev model on the honeycomb lattice is
an exactly solvable quantum spin liquid
[Kitaev ’06]
- Fractionalized excitations:
gapless majoranas and static gapped fluxes
[Jackeli and Khaliullin ‘09]
Experimental relevance: Iridates, alpha-RuCl3,…
hi, ji
SLIDE 65 Kitaev-Heisenberg model
- Phase diagram of the Kitaev-Heisenberg model
[Jackeli and Khaliullin ‘09] [Matthias Gohlke, Ruben Verresen, FP , Roderich Moessner]
SLIDE 66
- Dynamical structure factor:
S(~ q, !) = X
n
~ q | 0i
(! + !0 !n)
[Mourigal et al, ’13]
|f i
- Magnetic field - Spin waves
No magnetic field - Fractionalized spinons
- Fractional spinon excitations in the quantum
Heisenberg antiferromagnetic chain (CuSO4·5D2O)
Dynamical Response Dynamical Response
SLIDE 67 Spin-1 Heisenberg
S(k, ω) C(x, t) = hψ0|S−
x (t)S+ 0 (0)|ψ0i
S(k, ω) = X
x
Z ∞
−∞
dte−i(kx+ωt)C(x, t)
- Dynamical structure factor
Dynamical Response
SLIDE 68 1 + t X
x
Hx | {z }
✏∼L2t2
≈ 1 + t X
x
Hx + t2 X
x<y
HxHy + t3 X
x<y<z
HxHyHz + . . . Neglect overlapping
terms in expansion Compact matrix product
α
β
jn
W [n]jnj0
n
αβ
=
j0
n
- Hamiltonian expressed as a sum of terms
Expand for : H = P
x Hx
t ⌧ 1 U = exp(−itH)
| {z }
✏∼Lt2
1 + t X
x
Hx → Y
x
(1 + tHx)
[Zaletel et al ‘15]
MPO based time evolution
SLIDE 69 D D − 1 dimensional
Hamiltonian MPO dimensional
time evolution MPO
- Matrix product operators….
MPO based time evolution
SLIDE 70
- Dynamical correlation functions in the
Haldane Shastry model [Haldane & Zirnbauer ’93] HHS = X
x,r>0
Sx · Sx+r r2 .
MPO based time evolution
SLIDE 71 Dynamical correlations of the Kitaev-HB model
anisotropy + Heisenberg [Matthias Gohlke, Ruben Verresen, FP , Roderich Moessner]
SLIDE 72 Dynamical correlations of the Kitaev-HB model
[Matthias Gohlke, Ruben Verresen, FP , Roderich Moessner]