Finite-size and finite bond dimension effects of tensor network renormalization

Atsushi Ueda and Masaki Oshikawa
Phys. Rev. B 108, 024413 – Published 14 July 2023

Abstract

We propose a general procedure for extracting the running coupling constants of the underlying field theory of a given classical statistical model on a two-dimensional lattice, combining tensor network renormalization (TNR) and the finite-size scaling theory of conformal field theory. By tracking the coupling constants at each scale, we are able to visualize the renormalization group flow and demonstrate it with the classical Ising and three-state Potts models. Furthermore, utilizing this methodology, we reveal the limitations due to finite bond dimension D on TNR applied to critical systems. We find that a finite correlation length is imposed by the finite bond dimension in TNR, and it can be attributed to an emergent relevant perturbation that respects the symmetries of the system. The correlation length shows the same power-law dependence on D as the “finite entanglement scaling” of the matrix product states.

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  • Received 17 February 2023
  • Revised 31 May 2023
  • Accepted 10 July 2023

DOI:https://doi.org/10.1103/PhysRevB.108.024413

©2023 American Physical Society

Physics Subject Headings (PhySH)

Condensed Matter, Materials & Applied Physics

Authors & Affiliations

Atsushi Ueda1,* and Masaki Oshikawa1,2,3

  • 1Institute for Solid State Physics, University of Tokyo, Kashiwa 277-8581, Japan
  • 2Kavli Institute for the Physics and Mathematics of the Universe (WPI), The University of Tokyo, Kashiwa, Chiba 277-8583, Japan
  • 3Trans-scale Quantum Science Institute, University of Tokyo, Bunkyo-ku, Tokyo 113-0033, Japan

  • *aueda@issp.u-tokyo.ac.jp

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Vol. 108, Iss. 2 — 1 July 2023

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