State Preparation in the Heisenberg Model through Adiabatic Spiraling

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State Preparation in the Heisenberg Model through
Adiabatic Spiraling
Anthony N. Ciavarella , Stephan Caspar , Marc Illa , and Martin J. Savage
InQubator for Quantum Simulation (IQuS), Department of Physics, University of Washington, Seattle, Washington 98195-1550,
USA
June 5, 2023
An adiabatic state preparation technique, called the adiabatic spiral, is proposed for the Heisen-
berg model. This technique is suitable for implementation on a number of quantum simulation
platforms such as Rydberg atoms, trapped ions, or superconducting qubits. Classical simulations
of small systems suggest that it can be successfully implemented in the near future. A compari-
son to Trotterized time evolution is performed and it is shown that the adiabatic spiral is able to
outperform Trotterized adiabatics.
1 Introduction
Quantum simulations of lattice gauge theories, such as quantum chromodynamics (QCD) and quantum electro-
dynamics (QED), are anticipated, in the future, to enable reliable predictions for non-equilibrium dynamical
processes, ranging from fragmentation in high-energy hadronic collisions, through to transport in extreme as-
trophysical environments. While a quantum advantage has yet to be established for a scientific application,
including quantum field theories, there are substantial efforts underway to perform quantum simulations that
can be compared with experiment, or impact future experiments, and impressive progress has been made to-
ward these objectives in the last decade. This includes the development of techniques to simulate abelian gauge
theories [156], non-abelian gauge theories [5797], fermionic field theories [98101], and scalar field theo-
ries [102108]. There has also been the development of techniques to extract observables of interest to nuclear
physics [109115], scattering processes in high energy physics [116123] and methods to mitigate errors on
noisy quantum hardware [124129]. Currently available hardware and our present understanding of quantum
algorithms has so far limited quantum simulations of lattice gauge theories to one- and two-dimensions with
only a small number of lattice sites [66,71,73,83,85,9193]. Qualitative insights can be gained from simula-
tions of spin models that share one or more features of QCD, QED or low-energy effective field theories (EFTs)
relevant to nuclear and particle physics. These include models that are in the same universality class as these
theories, that can be fruitfully digitized onto qubit registers or mapped to analog quantum simulators, such as
arrays of Rydberg atoms.
The Heisenberg model with arbitrary couplings is computationally universal in the sense that all other lattice
models can be simulated in arbitrary dimensions, particle content and interactions by simulations of Heisenberg
models [130]. Therefore, detailed understandings of quantum simulations of the Heisenberg model inform
the simulations of quantum field theories describing the forces of nature. Translating results obtained from
lattice field theories to predictions that can be compared with experiment requires that all relevant physical
length scales are much larger than the scale of discretization of spacetime, and universality guarantees that
Anthony N. Ciavarella : aciavare@uw.edu
Stephan Caspar : caspar@uw.edu
Marc Illa : marcilla@uw.edu
Martin J. Savage : mjs5@uw.edu
Accepted in Quantum 2023-03-26, click title to verify. Published under CC-BY 4.0. 1
arXiv:2210.04965v7 [quant-ph] 1 Jun 2023
low-energy continuum physics can be reproduced from simulations that are tuned near a 2nd order critical
point [131133]. As an example, it has been proposed that universality assures that the continuum physics of
the
1 + 1
d O(3) NLσM, which has been studied as a toy model of quantum chromodynamics (QCD) due to
sharing a number of qualitative features such as asymptotic freedom, dynamical transmutation, the generation of
a non-perturbative mass gap and non-trivial θvacua, can be recovered from simulations of an anti-ferromagnetic
Heisenberg model [134141]. Thus, quantum simulations of the low-energy dynamics of the anti-ferromagnetic
Heisenberg model, which requires preparing a low-energy state and evolving it forward in time, are expected to
provide key insights into strategies for simulating QCD, including state preparation.
To enable practical quantum simulations of physical systems, preparation of states that have energies much
less than the inverse lattice spacing is required. One proposal for preparing low energy states in both digital
and analog quantum simulation is adiabatic switching. This works by beginning in the ground state of a known
Hamiltonian and slowly varying the Hamiltonian through a path in parameter space where the energy gap
does not close. Implementation of adiabatic switching in a quantum simulation requires the ability to prepare
the eigenstate of the initial Hamiltonian and simulate time evolution. Schemes for simulating the Heisenberg
model’s time evolution have been proposed using digital quantum simulation [142,143], hybrid digital-analog
simulation [144], periodically driven trapped ions [145], global microwave pulses on Rydberg atoms [146],
nuclear spins [147,148], and adding strong single qubit terms to systems described by Ising interactions [149].
In this work, we present an argument that the eigenstates of the Heisenberg model are approximate eigen-
states of the Ising model with a strong external field pointed in an appropriate direction. This is used to develop
an analogue quantum simulation technique, called the adiabatic spiral, to adiabatically prepare the ground state
of the Heisenberg model by adiabatically varying the direction of the external field in the Ising model. The fea-
sibility of implementing the adiabatic spiral on Rydberg atoms and D-Wave’s quantum annealer is investigated.
It is found that current Rydberg atom experiments have sufficient coherence time and drive field strengths to
implement the adiabatic spiral, while the D-Wave quantum annealer suffers from some limitations.
2 Adiabatic Spirals: Spiraling Toward Ground States
(a) Laboratory (b) Interaction Picture
Figure 1: Paths on the unit sphere taken by (a)
h
(
t
)(the time-dependent drive field defined in Eq. (3)) and (b)
e
(
t
)(defining the time dependence of the
ˆ
Z
operator in the interaction picture) during the course of the adiabatic
spiral.
θ
(
t
)is taken to be
θ
(
t
) =
arccos 1
3t
T
and
t
varies from
t
= 0 to
t
=
T
. During the evolution,
e
(
t
)is
precessing around
h
(
t
)while the opening angle
θ
changes adiabatically, resulting in a spiral path on the unit sphere
in the interaction picture. Vectors from the origin indicate the direction at the end of the spiral evolution.
We recently showed that the Ising model with large external fields in the transverse and longitudinal directions
can approximate the time evolution of the Heisenberg model at discrete time intervals [149]. This generalizes
previous work showing the Ising model with a large transverse field approximates the dynamics of the XY
model [150154], and is related to techniques used to study pre-thermalization [155158]. Explicitly, if a
Accepted in Quantum 2023-03-26, click title to verify. Published under CC-BY 4.0. 2
quantum simulator evolves under the Hamiltonian
ˆ
HIsing =X
i,j
Ji,j ˆ
Ziˆ
Zj+X
i
2cos θˆ
Zi+ sin θˆ
Xi,(1)
then the time evolution of
ˆ
HHeis. =X
i,j
Ji,j cos2θˆ
Ziˆ
Zj+sin2θ
2ˆ
Xiˆ
Xj+ˆ
Yiˆ
Yj(2)
will be approximated at times that are integer multiples of t
=
2π
, up to a change of basis and corrections that
are O1
. In this work, ˆ
X,ˆ
Yand ˆ
Zrefer to the respective Pauli operators.
We now observe that if the time evolution was reproduced exactly at these time intervals, it would guarantee
that ˆ
HHeis. and ˆ
HIsing share the same eigenstates and that their energy levels agree up to integer multiples of
. This would suggest that by beginning with θ
= 0
and adiabatically increasing θ, it should be possible to
prepare an eigenstate of the Heisenberg model from an eigenstate of the Pauli ˆ
Zoperators. When viewed in the
interaction picture where the free part of the Hamiltonian is taken to be the single spin driving terms
H0(t) =
2X
i
h(t)·σi,(3)
the local ˆ
Zoperator becomes ˆ
ZI
j(t) = U
0(t)ˆ
ZjU0(t) = e(t)·σj,(4)
where σjis a vector of Pauli matrices and e
(
t
)
is a unit vector. For the Hamiltonian in Eq. (1), e
(
t
)
rotates
in a circle about a vector pointing in the cos θˆz
+
sin θˆxdirection. As θis adiabatically varied to prepare the
ground state of a Heisenberg model, e
(
t
)
will move in a spiral motion along the surface of the sphere as shown
in Fig. 1. For this reason we call this method of state preparation adiabatic spiraling. It is important to note
that the implementation of the adiabatic spiral does not require the switching time to be an integer multiple of
2π
. Studying the evolution of the Ising model at periodic times was only necessary to argue that the eigenstates
of the Heisenberg model are also eigenstates of the Ising model up to O1
corrections. Typically in quantum
simulation, adiabatic switching is done between ground states of gapped Hamiltonians. In contrast, the adiabatic
spiral can be understood as performing adiabatic switching in the middle of the spectrum of the Ising model to
prepare eigenstates of the Heisenberg model.
In practice, the initial eigenstate of the Ising model will often be degenerate, and this degeneracy will need
to be split for the adiabatic approximation to be valid. This can be done by modifying the single-spin terms in
the Hamiltonian. Explicitly, at times that are integer multiples of t=2π
, the time evolution generated by
ˆ
HIsing =X
i,j
Ji,j ˆ
Ziˆ
Zj+X
j
2cos θˆ
Zj+ sin θˆ
Xj+hP(j)
2ˆ
Zj,(5)
can be approximated by the Floquet operator,
ˆ
UF=ˆ
U
Bexp (i2π
X
ij
Jij cos2θˆ
Ziˆ
Zj+sin2θ
2ˆ
Xiˆ
Xj+ˆ
Yiˆ
Yj
i2π
X
j
1
2cos θ hP(j)ˆ
Zj+O1
2)ˆ
UB,
(6)
where ˆ
UBis a local change of basis given by ˆ
UB
=
Qjeiθ
2ˆ
Yj. The additional single-qubit term can be tuned
to create an energy penalty that breaks the degeneracy of the initial Hamiltonian which enables the application
of the adiabatic approximation. With these additional single-qubit terms present, the same arguments at large
can be used to justify the applicability of the adiabatic spiral.
Accepted in Quantum 2023-03-26, click title to verify. Published under CC-BY 4.0. 3
As an explicit demonstration, we consider the preparation of the ground state of the anti-ferromagnetic
Heisenberg model on a 1D chain, with a Hamiltonian of the form
ˆ
HHeis. =JX
jhˆ
Xjˆ
Xj+1 +ˆ
Yjˆ
Yj+1 +ˆ
Zjˆ
Zj+1i.(7)
Preparing the ground state of this system with the adiabatic spiral will require beginning in an eigenstate of the
Ising model that is adiabatically connected to the ground state of the Heisenberg model. Equation 2reproduces
Eq. 7when θ
=
arccos 1
3and would suggest that the ground state of Eq. 7is connected to the ground state
of Eq. 2at other values of θ. The ground state of the Heisenberg Hamiltonian with θ
= 0
is a state with spins
alternating up and down in the ˆzdirection (a Néel state), e.g., |↑↓↑↓↑↓ .... This ground state is degenerate and
the degeneracy can be split by adding a single qubit term to the Hamiltonian with alternating signs. Therefore,
the ground state of the full Heisenberg model can be prepared by beginning in a Néel state and applying a
time-dependent Hamiltonian of the form
ˆ
H(t) = X
jJˆ
Zjˆ
Zj+1 +
21
3
ˆ
Zj+f(t)ˆ
Xj+hP(t)
2(1)jˆ
Zj,(8)
for a time T, where hP
(0)
>
0
,hP
(
T
) = 0
,f
(0) = 0
, and f
(
T
) =
q2
3. Explicitly, if |V acis the ground state
of the anti-ferromagnetic Heisenberg model given in Eq. (7) and |N´eelis a Néel state, then
|V ac=TeiRT
0dt ˆ
H(t)|N´eel,(9)
up to O1
and finite time corrections where ˆ
H(t)is the time-dependent Hamiltonian defined in Eq. (8).
Typically, analog quantum simulators are initialized with all qubits in their ground state, e.g., | ↓⟩n. How-
ever, to apply the adiabatic spiral to the anti-ferromagnetic Heisenberg model, relevant for simulations of the
O(3) NLσM, the initial state should be a Néel state, which can be accomplished by applying a rotation on every
other qubit. Alternately, computations could be performed in a different basis. If
X
is defined to be a product
of Pauli X’s on every other site such that |N´eel
=X
|↓⟩nwhere |↓⟩nis the state with all spins down, then
Eq. (9) can be written as
|V ac=TeiRT
0dt ˆ
H(t)X|↓⟩n.(10)
Multiplying both sides of this equation by Xyields
X|V ac=XTeiRT
0dt ˆ
H(t)X|↓⟩n=TeiRT
0dt ˜
H(t)|↓⟩n,(11)
where
˜
H(t) = X
jJˆ
Zjˆ
Zj+1 +
2(1)j
3
ˆ
Zj+f(t)ˆ
Xj+hP(t)
2ˆ
Zj.(12)
If the quantum simulator can directly implement ˜
H
(
t
)
, then an adiabatic spiral can be used to adiabatically
prepare the Heisenberg ground state from the |↓⟩nstate up to a basis transformation. However, on some
analog quantum simulators such as Rydberg atom systems, the sign of the two-spin interaction is fixed to be
positive. This does not present an issue in using an adiabatic spiral, as it can be implemented with ˜
H
(
t
)
.
This is because a change of overall sign does not change the eigenstates or presence of an energy gap between
eigenstates, indicating that the adiabatic approximation remains valid.
3 A Numerical Example
To implement the adiabatic spiral in Eqs. (8) and (12), specific choices have to be made for hP
(
t
)
and f
(
t
)
. As
an example, we consider the Heisenberg comb that has recently been shown to reproduce the O(3) NLσM in
Accepted in Quantum 2023-03-26, click title to verify. Published under CC-BY 4.0. 4
the continuum and infinite-volume limits. It has modest qubit requirements, making it a good candidate for near
term quantum simulations [137,138]. The Hamiltonian is given by
ˆ
H=X
xhJ
Sx,1·
Sx+1,1+Jp
Sx,1·
Sx,2i,(13)
where
Sx,y
=
1
2σx,y is the vector of Pauli matrices divided by
2
at position
(
x, y
)
on the lattice. An adiabatic
spiral can be used to prepare the ground state of this model from a Néel state with the Hamiltonian
ˆ
H(t) = 1
4X
xhJˆ
Zx,1ˆ
Zx+1,1+Jpˆ
Zx,1ˆ
Zx,2i+X
x,y
21
3
ˆ
Zx,y +f(t)ˆ
Xx,y+hP(t)
2(1)x+yˆ
Zx,y.
(14)
The simplest choices for f
(
t
)
and hP
(
t
)
are linear functions of t. Once the functional forms of f
(
t
)
and hP
(
t
)
have been chosen, implementing the adiabatic spiral further requires choices of
,T, and hP
(0)
. To ensure the
eigenstates of the Ising model are as close to eigenstates of the Heisenberg model as possible, and the conditions
of the adiabatic theorem are satisfied,
and Tshould be taken to be as large as possible. As an example, Fig. 2
shows the energy of a state obtained using the adiabatic spiral as a function of
for a Heisenberg comb of length
4
with J
=
JP
= 1
and a switching time of T
= 25
. In this calculation, hP
(
t
) = 0
for all times and f
(
t
)
was
taken to be a linear function. Evolution under ˆ
H
(
t
)
was evaluated numerically by computing QN
n=1 eiT
Nˆ
H(n
NT)
and increasing Nuntil convergence. At small values of
, the eigenstates of the Ising model and Heisenberg
model are not close and the adiabatic spiral fails. At large
, the adiabatic spiral is able to prepare a state with
an energy below the energy of the first excited state. The reason the energy of the state in Fig. 2saturates above
the ground-state energy is due to a combination of the amount of time used in the switching and the initial
degeneracy in the ground state.
0 2 4 6 8 10 12 14
-3.0
-2.5
-2.0
Ω
Energy
Figure 2: The energy of the final-state obtained after implementing an adiabatic spiral as a function for a comb
of length 4 with
J
=
JP
= 1 and a switching time of
T
= 25, starting from a Néel state. The spiral utilized the
Hamiltonian given in Eq. (14), with
hP
(
t
) = 0 and
f
(
t
)a linear function. The black dashed line is the energy of the
ground state and the red dashed line is the energy of the first excited state.
The energy of the state prepared by the adiabatic spiral can be lowered by taking a non-zero value of hP
(0)
.
Unlike with
and T, the energy of the state prepared by an adiabatic spiral is not monotonic in hP
(0)
. If hP
(0)
is taken to be too large, the process of switching off the initial energy penalty in a finite amount of time can
break adiabaticity, leading to a state with larger energy being prepared. An optimal value of hP
(0)
can be found
variationally. Fig. 3shows the energy obtained from the adiabatic spiral with
Ω=8
and hP
(0) = 0
.
18
. This
value for hP
(0) = 0
.
18
was selected by minimizing the energy obtained by performing the adiabatic spiral with
Ω=8and T= 25.
The adiabatic spiral’s performance can be improved further by optimizing the path taken through parameter
Accepted in Quantum 2023-03-26, click title to verify. Published under CC-BY 4.0. 5
摘要:

StatePreparationintheHeisenbergModelthroughAdiabaticSpiralingAnthonyN.Ciavarella,StephanCaspar,MarcIlla,andMartinJ.SavageInQubatorforQuantumSimulation(IQuS),DepartmentofPhysics,UniversityofWashington,Seattle,Washington98195-1550,USAJune5,2023Anadiabaticstatepreparationtechnique,calledtheadiabaticspi...

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