123 research outputs found
Diagonalizing transfer matrices and matrix product operators: a medley of exact and computational methods
Transfer matrices and matrix product operators play an ubiquitous role in the
field of many body physics. This paper gives an ideosyncratic overview of
applications, exact results and computational aspects of diagonalizing transfer
matrices and matrix product operators. The results in this paper are a mixture
of classic results, presented from the point of view of tensor networks, and of
new results. Topics discussed are exact solutions of transfer matrices in
equilibrium and non-equilibrium statistical physics, tensor network states,
matrix product operator algebras, and numerical matrix product state methods
for finding extremal eigenvectors of matrix product operators.Comment: Lecture notes from a course at Vienna Universit
Scattering particles in quantum spin chains
A variational approach for constructing an effective particle description of
the low-energy physics of one-dimensional quantum spin chains is presented.
Based on the matrix product state formalism, we compute the one- and
two-particle excitations as eigenstates of the full microscopic Hamiltonian. We
interpret the excitations as particles on a strongly-correlated background with
non-trivial dispersion relations, spectral weights and two-particle S matrices.
Based on this information, we show how to describe a finite density of
excitations as an interacting gas of bosons, using its approximate
integrability at low densities. We apply our framework to the Heisenberg
antiferromagnetic ladder: we compute the elementary excitation spectrum and the
magnon-magnon S matrix, study the formation of bound states and determine both
static and dynamic properties of the magnetized ladder.Comment: published versio
Simulating excitation spectra with projected entangled-pair states
We develop and benchmark a technique for simulating excitation spectra of
generic two-dimensional quantum lattice systems using the framework of
projected entangled-pair states (PEPS). The technique relies on a variational
ansatz for capturing quasiparticle excitations on top of a PEPS ground state.
Our method perfectly captures the quasiparticle dispersion relation of the
square-lattice transverse-field Ising model, and reproduces the spin-wave
velocity and the spin-wave anomaly in the square-lattice Heisenberg model with
high precision
Tangent-space methods for uniform matrix product states
In these lecture notes we give a technical overview of tangent-space methods for matrix product states in the thermodynamic limit. We introduce the manifold of uniform matrix product states, show how to compute different types of observables, and discuss the concept of a tangent space. We explain how to variationally optimize ground-state approximations, implement real-time evolution and describe elementary excitations for a given model Hamiltonian. Also, we explain how matrix product states approximate fixed points of one-dimensional transfer matrices. We show how all these methods can be translated to the language of continuous matrix product states for one-dimensional field theories. We conclude with some extensions of the tangent-space formalism and with an outlook to new applications
Post-Matrix Product State Methods: To tangent space and beyond
We develop in full detail the formalism of tangent states to the manifold of
matrix product states, and show how they naturally appear in studying
time-evolution, excitations and spectral functions. We focus on the case of
systems with translation invariance in the thermodynamic limit, where momentum
is a well defined quantum number. We present some new illustrative results and
discuss analogous constructions for other variational classes. We also discuss
generalizations and extensions beyond the tangent space, and give a general
outlook towards post matrix product methods.Comment: 40 pages, 8 figure
Matrix product states and variational methods applied to critical quantum field theory
We study the second-order quantum phase-transition of massive real scalar
field theory with a quartic interaction ( theory) in (1+1) dimensions
on an infinite spatial lattice using matrix product states (MPS). We introduce
and apply a naive variational conjugate gradient method, based on the
time-dependent variational principle (TDVP) for imaginary time, to obtain
approximate ground states, using a related ansatz for excitations to calculate
the particle and soliton masses and to obtain the spectral density. We also
estimate the central charge using finite-entanglement scaling. Our value for
the critical parameter agrees well with recent Monte Carlo results, improving
on an earlier study which used the related DMRG method, verifying that these
techniques are well-suited to studying critical field systems. We also obtain
critical exponents that agree, as expected, with those of the transverse Ising
model. Additionally, we treat the special case of uniform product states (mean
field theory) separately, showing that they may be used to investigate
non-critical quantum field theories under certain conditions.Comment: 24 pages, 21 figures, with a minor improvement to the QFT sectio
Renormalization group flows of Hamiltonians using tensor networks
A renormalization group flow of Hamiltonians for two-dimensional classical
partition functions is constructed using tensor networks. Similar to tensor
network renormalization ([G. Evenbly and G. Vidal, Phys. Rev. Lett. 115, 180405
(2015)], [S. Yang, Z.-C. Gu, and X.-G Wen, Phys. Rev. Lett. 118, 110504
(2017)]) we obtain approximate fixed point tensor networks at criticality. Our
formalism however preserves positivity of the tensors at every step and hence
yields an interpretation in terms of Hamiltonian flows. We emphasize that the
key difference between tensor network approaches and Kadanoff's spin blocking
method can be understood in terms of a change of local basis at every
decimation step, a property which is crucial to overcome the area law of mutual
information. We derive algebraic relations for fixed point tensors, calculate
critical exponents, and benchmark our method on the Ising model and the
six-vertex model.Comment: accepted version for Phys. Rev. Lett, main text: 5 pages, 3 figures,
appendices: 9 pages, 1 figur
Excitations and the tangent space of projected entangled-pair states
We develop tangent space methods for projected entangled-pair states (PEPS)
that provide direct access to the low-energy sector of strongly-correlated
two-dimensional quantum systems. More specifically, we construct a variational
ansatz for elementary excitations on top of PEPS ground states that allows for
computing gaps, dispersion relations, and spectral weights directly in the
thermodynamic limit. Solving the corresponding variational problem requires the
evaluation of momentum transformed two-point and three-point correlation
functions on a PEPS background, which we can compute efficiently by using a
contraction scheme. As an application we study the spectral properties of the
magnons of the Affleck-Kennedy-Lieb-Tasaki model on the square lattice and the
anyonic excitations in a perturbed version of Kitaev's toric code
Fermionic projected entangled-pair states and topological phases
We study fermionic matrix product operator algebras and identify the
associated algebraic data. Using this algebraic data we construct fermionic
tensor network states in two dimensions that have non-trivial
symmetry-protected or intrinsic topological order. The tensor network states
allow us to relate physical properties of the topological phases to the
underlying algebraic data. We illustrate this by calculating defect properties
and modular matrices of supercohomology phases. Our formalism also captures
Majorana defects as we show explicitly for a class of
symmetry-protected and intrinsic topological phases. The tensor networks states
presented here are well-suited for numerical applications and hence open up new
possibilities for studying interacting fermionic topological phases.Comment: Published versio
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