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We consider the representation of operators in terms of tensor networks and their application to ground-state approximation and time evolution of systems with long-range interactions. We provide an explicit construction to represent an…

量子物理 · 物理学 2010-07-20 F. Fröwis , V. Nebendahl , W. Dür

An exponential interaction is constructed so that one-dimensional atoms and chains of atoms mimic the general behavior of their three-dimensional counterparts. Relative to the more commonly used soft-Coulomb interaction, the exponential…

强关联电子 · 物理学 2016-03-07 Thomas E. Baker , E. Miles Stoudenmire , Lucas O. Wagner , Kieron Burke , Steven R. White

We provide an exact construction of interaction Hamiltonians on a one-dimensional lattice which grow as a polynomial multiplied by an exponential with the lattice site separation as a matrix product operator (MPO), a type of one-dimensional…

量子物理 · 物理学 2020-06-24 Michael L. Wall

Tensor network operators, such as the matrix product operator (MPO) and the projected entangled-pair operator (PEPO), can provide efficient representation of certain linear operators in high dimensional spaces. This paper focuses on the…

计算物理 · 物理学 2019-09-06 Lin Lin , Yu Tong

A Gibbs operator $e^{-\beta H}$ for a 2D lattice system with a Hamiltonian $H$ can be represented by a 3D tensor network, the third dimension being the imaginary time (inverse temperature) $\beta$. Coarse-graining the network along $\beta$…

强关联电子 · 物理学 2016-12-21 Piotr Czarnik , Marek M. Rams , Jacek Dziarmaga

Tensor network methods are powerful and efficient tools to study the properties and dynamics of statistical and quantum systems, in particular in one and two dimensions. In recent years, these methods were applied to lattice gauge theories,…

高能物理 - 理论 · 物理学 2020-02-28 William J. Cunningham , Bianca Dittrich , Sebastian Steinhaus

Matrix models with continuous symmetry are powerful tools for studying quantum gravity and holography. Tensor models have also found applications in holographic quantum gravity. Matrix models with discrete permutation symmetry have been…

高能物理 - 理论 · 物理学 2023-12-15 George Barnes , Adrian Padellaro , Sanjaye Ramgoolam

An exact analytical diagonalization is used to solve the two dimensional Extended Hubbard Model for system with finite size. We have considered an Extended Hubbard Model (EHM) including on-site and off-site interactions with interaction…

统计力学 · 物理学 2015-06-03 S. Harir , M. Bennai , Y. Boughaleb

We describe a practical and efficient approach to represent physically realistic long-range interactions in two-dimensional tensor network algorithms via projected entangled-pair operators (PEPOs). We express the long-range interaction as a…

强关联电子 · 物理学 2018-11-20 Matthew J. O'Rourke , Zhendong Li , Garnet Kin-Lic Chan

A matrix basis formulation is introduced to represent the 3 x 3 dyadic Green's functions in the frequency domain for the Maxwell's equations and the elastic wave equation in layered media. The formulation can be used to decompose the…

数学物理 · 物理学 2020-08-04 Wenzhong Zhang , Bo Wang , Wei Cai

We describe an iterative formalism to compute influence functionals that describe the general quantum dynamics of a subsystem beyond the assumption of linear coupling to a quadratic bath. We use a space-time tensor network representation of…

量子物理 · 物理学 2021-08-24 Erika Ye , Garnet Kin-Lic Chan

Originating in quantum physics, tensor networks (TNs) have been widely adopted as exponential machines and parameter decomposers for recognition tasks. Typical TN models, such as Matrix Product States (MPS), have not yet achieved successful…

计算机视觉与模式识别 · 计算机科学 2025-02-17 Chang Nie , Junfang Chen , Yajie Chen

The purpose of this paper is to outline a generalised model for representing hybrids of relational-categorical, symbolic, perceptual-sensory and perceptual-latent data, so as to embody, in the same architectural data layer, representations…

机器学习 · 计算机科学 2020-04-29 Bogdan Bocse , Ioan Radu Jinga

Recently the rank-structured tensor approach suggested a progress in the numerical treatment of the long-range electrostatic potentials in many-particle systems and the respective interaction energy and forces [39,40,2]. In this paper, we…

数值分析 · 数学 2021-07-21 Venera Khoromskaia , Boris N. Khoromskij

Tensor network states are used to approximate ground states of local Hamiltonians on a lattice in D spatial dimensions. Different types of tensor network states can be seen to generate different geometries. Matrix product states (MPS) in…

量子物理 · 物理学 2012-03-02 G. Evenbly , G. Vidal

We introduce the concept of concatenated tensor networks to efficiently describe quantum states. We show that the corresponding concatenated tensor network states can efficiently describe time evolution and possess arbitrary block-wise…

量子物理 · 物理学 2010-06-17 R. Hübener , V. Nebendahl , W. Dür

Simulating many-body open quantum systems is an extremely challenging problem, with methods often restricted to either models with nearest-neighbor interactions or semi-classical approximations. In particular, modeling two-dimensional…

量子物理 · 物理学 2025-12-02 Jack Dunham , Marzena H. Szymańska

Hybrid spectral-spatial representations are introduced to rapidly calculate periodic scalar and dyadic Green's functions of the Helmholtz equation for 2D and 3D configurations with a 1D (linear) periodicity. The presented schemes work…

计算物理 · 物理学 2015-05-13 Derek Van Orden , Vitaliy Lomakin

A classical problem of free-space Green's function $G_{0\Lambda}$ representations of the Helmholtz equation is studied in various quasi-periodic cases, i.e., when an underlying periodicity is imposed in less dimensions than is the dimension…

数学物理 · 物理学 2007-05-23 Alexander Moroz

Matrix product states (MPS) illustrate the suitability of tensor networks for the description of interacting many-body systems: ground states of gapped $1$-D systems are approximable by MPS as shown by Hastings [J. Stat. Mech. Theor. Exp.,…

量子物理 · 物理学 2016-09-21 Robert Koenig , Volkher B. Scholz
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