Qubit-efficient simulation of thermal states with quantum tensor networks

Yuxuan Zhang, Shahin Jahanbani, Daoheng Niu, Reza Haghshenas, and Andrew C. Potter
Phys. Rev. B 106, 165126 – Published 24 October 2022

Abstract

We present a holographic quantum simulation algorithm to variationally prepare thermal states of d-dimensional interacting quantum many-body systems, using only enough hardware qubits to represent a (d1)-dimensional cross section. This technique implements the thermal state by approximately unraveling the quantum matrix-product density operator (qMPDO) into a stochastic mixture of quantum matrix-product states (sto-qMPS). The parameters of the quantum circuits generating the qMPS and of the probability distribution generating the stochastic mixture are determined through a variational optimization procedure. We demonstrate a small-scale proof-of-principle demonstration of this technique on Quantinuum's trapped-ion quantum processor to simulate thermal properties of correlated spin chains over a wide temperature range using only a single pair of hardware qubits. Then, through classical simulations, we explore the representational power of two versions of sto-qMPS ansatzes for larger and deeper circuits and establish empirical relationships between the circuit resources and the accuracy of the variational free energy.

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  • Received 10 August 2022
  • Revised 13 October 2022
  • Accepted 17 October 2022

DOI:https://doi.org/10.1103/PhysRevB.106.165126

©2022 American Physical Society

Physics Subject Headings (PhySH)

Condensed Matter, Materials & Applied PhysicsQuantum Information, Science & Technology

Authors & Affiliations

Yuxuan Zhang1,*, Shahin Jahanbani1, Daoheng Niu1, Reza Haghshenas2, and Andrew C. Potter3

  • 1Department of Physics, The University of Texas at Austin, Austin, Texas 78712, USA
  • 2Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, California 91125, USA
  • 3Department of Physics and Astronomy, and Stewart Blusson Quantum Matter Institute, University of British Columbia, Vancouver, BC, Canada V6T 1Z1

  • *yuxuanzhang@utexas.edu

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Issue

Vol. 106, Iss. 16 — 15 October 2022

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