A practical introduction to tensor networks: Matrix product states and projected entangled pair states

被引:1425
作者
Orus, Roman [1 ]
机构
[1] Johannes Gutenberg Univ Mainz, Inst Phys, D-55099 Mainz, Germany
关键词
Tensor networks; MPS; PEPS; Entanglement; RENORMALIZATION-GROUP; FLOW-EQUATIONS; GAUGE-THEORY; LATTICE; THERMODYNAMICS; ALGORITHM; SYSTEMS; CHAIN;
D O I
10.1016/j.aop.2014.06.013
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This is a partly non-technical introduction to selected topics on tensor network methods, based on several lectures and introductory seminars given on the subject. It should be a good place for newcomers to get familiarized with some of the key ideas in the field, specially regarding the numerics. After a very general introduction we motivate the concept of tensor network and provide several examples. We then move on to explain some basics about Matrix Product States (MPS) and Projected Entangled Pair States (PEPS). Selected details on some of the associated numerical methods for Id and 2d quantum lattice systems are also discussed. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:117 / 158
页数:42
相关论文
共 163 条
[1]   RIGOROUS RESULTS ON VALENCE-BOND GROUND-STATES IN ANTIFERROMAGNETS [J].
AFFLECK, I ;
KENNEDY, T ;
LIEB, EH ;
TASAKI, H .
PHYSICAL REVIEW LETTERS, 1987, 59 (07) :799-802
[2]   VALENCE BOND GROUND-STATES IN ISOTROPIC QUANTUM ANTIFERROMAGNETS [J].
AFFLECK, I ;
KENNEDY, T ;
LIEB, EH ;
TASAKI, H .
COMMUNICATIONS IN MATHEMATICAL PHYSICS, 1988, 115 (03) :477-528
[3]  
Altand A., 2006, CONDENSED MATTER FIE
[4]   A variational method based on weighted graph states [J].
Anders, Simon ;
Briegel, Hans J. ;
Duer, Wolfgang .
NEW JOURNAL OF PHYSICS, 2007, 9
[5]   THE RESONATING VALENCE BOND STATE IN LA2CUO4 AND SUPERCONDUCTIVITY [J].
ANDERSON, PW .
SCIENCE, 1987, 235 (4793) :1196-1198
[6]  
[Anonymous], 2012, LECT NOT PHYS
[7]  
[Anonymous], PHYS REV LETT
[8]   Matrix Product States for Dynamical Simulation of Infinite Chains [J].
Banuls, M. C. ;
Hastings, M. B. ;
Verstraete, F. ;
Cirac, J. I. .
PHYSICAL REVIEW LETTERS, 2009, 102 (24)
[9]  
Banuls M.C., ARXIV13053765
[10]   Quantum-information analysis of electronic states of different molecular structures [J].
Barcza, G. ;
Legeza, Oe ;
Marti, K. H. ;
Reiher, M. .
PHYSICAL REVIEW A, 2011, 83 (01)