Approximation of Free Energies with Fluctuation Relations on Quantum Hardware

ORAL

Abstract

Fluctuation relations allow for the computation of equilibrium properties, like free energy differences, from an ensemble of non-equilibrium dynamics simulations. Computing them for quantum systems is exponentially hard on classical computers because it requires taking the exponential of an exponentially scaling Hamiltonian. Given that quantum computers can alleviate this hurdle, we propose an algorithm utilizing a fluctuation relation known as the Jarzynski equality to approximate free energy differences of quantum systems on a quantum computer. We prove that the approximation is rigorously an upper bound for the free energy difference and that the computation is exact when the inverse temperature goes to zero or infinity in adiabatic regimes. Additionally, a rigorous bound is given for the non-adiabatic regime. Furthermore, we successfully demonstrate a proof-of-concept of our algorithm using the transverse field Ising model on quantum hardware. Since free energies play a critical role in any equilibrium property, our algorithm may eventually serve as a valuable tool in a wide range of applications including the construction of phase diagrams, prediction of transport properties and reaction constants, and computer-aided drug design in the future.

*L.B., K.K., and W.A.d.J. were supported by the Office of Science, Office of Advanced Scientific Computing Research Quantum Algorithms Team and Accelerated Research for Quantum Computing Programs of the U.S. Department of Energy under Contract No. DE-AC02-05CH11231. D.L. was funded in part by the NSF Mathematical Sciences Graduate Internship Program. N.M.T. is grateful for support from NASA Ames Research Center and support from the AFRL Information Directorate under Grant No. F4HBKC4162G001. This research used resources of the Oak Ridge Leadership Computing Facility, which is a DOE Office of Science User Facility supported under Contract No. DE-AC05-00OR22725.

Publication: Computing Free Energies with Fluctuation Relations on Quantum Computers, arXiv:2103.09846v2

Presenters

  • Diyi Liu

    • University of Minnesota, Twin Cities

Authors

  • Diyi Liu

    • University of Minnesota, Twin Cities
  • Katherine Klymko

    • Lawrence Berkeley National Laboratory
  • Lindsay Bassman

    • Lawrence Berkeley Lab
    • Lawrence Berkeley National Laboratory
  • Norm M Tubman

    • University of California, Berkeley
    • NASA Ames Research Center
  • Wibe(Bert) A de Jong

    • Lawrence Berkeley National Lab