Geometry of Matrix Product States: metric, parallel transport and curvature
arXiv:1210.7710 · doi:10.1063/1.4862851
Abstract
We study the geometric properties of the manifold of states described as (uniform) matrix product states. Due to the parameter redundancy in the matrix product state representation, matrix product states have the mathematical structure of a (principal) fiber bundle. The total space or bundle space corresponds to the parameter space, i.e. the space of tensors associated to every physical site. The base manifold is embedded in Hilbert space and can be given the structure of a Kähler manifold by inducing the Hilbert space metric. Our main interest is in the states living in the tangent space to the base manifold, which have recently been shown to be interesting in relation to time dependence and elementary excitations. By lifting these tangent vectors to the (tangent space) of the bundle space using a well-chosen prescription (a principal bundle connection), we can define and efficiently compute an inverse metric, and introduce differential geometric concepts such as parallel transport (related to the Levi-Civita connection) and the Riemann curvature tensor.
80 pages, 6 figures
References in corpus (12)
- The density-matrix renormalization group in the age of matrix product states
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- Real time evolution using the density matrix renormalization group
- Matrix Product Density Operators: Simulation of finite-T and dissipative systems
- Classical simulation of infinite-size quantum lattice systems in one spatial dimension
- A class of quantum many-body states that can be efficiently simulated
- Classical simulation of infinite-size quantum lattice systems in two spatial dimensions
- DMRG and periodic boundary conditions: a quantum information perspective
- Renormalization algorithms for Quantum-Many Body Systems in two and higher dimensions
- String order and symmetries in quantum spin lattices
- Post-Matrix Product State Methods: To tangent space and beyond
- The Dynamics of 1D Quantum Spin Systems Can Be Approximated Efficiently
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