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Published May 27, 2021 | Submitted + Supplemental Material + Published
Journal Article Open

Low rank representations for quantum simulation of electronic structure

Abstract

The quantum simulation of quantum chemistry is a promising application of quantum computers. However, for N molecular orbitals, the O(N⁴) gate complexity of performing Hamiltonian and unitary Coupled Cluster Trotter steps makes simulation based on such primitives challenging. We substantially reduce the gate complexity of such primitives through a two-step low-rank factorization of the Hamiltonian and cluster operator, accompanied by truncation of small terms. Using truncations that incur errors below chemical accuracy allow one to perform Trotter steps of the arbitrary basis electronic structure Hamiltonian with O(N³) gate complexity in small simulations, which reduces to O(N²) gate complexity in the asymptotic regime; and unitary Coupled Cluster Trotter steps with O(N³) gate complexity as a function of increasing basis size for a given molecule. In the case of the Hamiltonian Trotter step, these circuits have O(N²) depth on a linearly connected array, an improvement over the O(N³) scaling assuming no truncation. As a practical example, we show that a chemically accurate Hamiltonian Trotter step for a 50 qubit molecular simulation can be carried out in the molecular orbital basis with as few as 4000 layers of parallel nearest-neighbor two-qubit gates, consisting of fewer than 10⁵ non-Clifford rotations. We also apply our algorithm to iron–sulfur clusters relevant for elucidating the mode of action of metalloenzymes.

Additional Information

© The Author(s) 2021. This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. Received 02 September 2020; Accepted 19 April 2021; Published 27 May 2021. M.M. gratefully acknowledges Shiwei Zhang and James Shee for valuable interactions. M.M., Z.L., and G.K.C. (theoretical analysis, electronic structure calculations, drafting of the paper) were supported by NSF grant number 1839204. E.Y. (gate counts, electronic structure calculations) was supported by a Google graduate fellowship and a Google award to G.K.C. A.M. (drafting of the paper) was supported by NSF grant CBET CAREER number 1254213. Data availability: Data regarding the electronic structure calculations can be provided upon request. The matrix elements h_(pq), h_(pqrs) for the iron–sulfur cluster are made available in a compressed archive form (FeS_integrals.tar). Code availability: Code performing the double-decomposition and electronic structure calculations are available upon request. PySCF is available on GitHub (https://github.com/pyscf/pyscf). Author Contributions: R.B., G.K.C., and M.M. contributed to the conception of the project; M.M., J.R.M., Z.L., R.B., and G.K.C. contributed to the theoretical analysis; M.M., Z.L., E.Y., and G.K.C. contributed to the electronic structure calculations; M.M., J.R.M., E.Y., R.B., and G.K.C. contributed to the gate counts analysis. All authors contributed to the drafting of the paper. The authors declare no competing interests.

Attached Files

Published - s41534-021-00416-z.pdf

Submitted - 1808.02625.pdf

Supplemental Material - 41534_2021_416_MOESM1_ESM.gz

Supplemental Material - 41534_2021_416_MOESM2_ESM.pdf

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Additional details

Created:
August 22, 2023
Modified:
October 18, 2023