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 $${\mathcal{O}}({N}^{4})$$ O ( N 4 ) gate complexity of performing Hamiltonian and unitary Coupled Cluster Trotter steps makes simulation based on such primiti...

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Main Authors: Mario Motta, Erika Ye, Jarrod R. McClean, Zhendong Li, Austin J. Minnich, Ryan Babbush, Garnet Kin-Lic Chan
Format: Article
Language:English
Published: Nature Publishing Group 2021-05-01
Series:npj Quantum Information
Online Access:https://doi.org/10.1038/s41534-021-00416-z
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spelling doaj-952d283f874a4287ae1b8234c4cc470a2021-05-30T11:48:52ZengNature Publishing Groupnpj Quantum Information2056-63872021-05-01711710.1038/s41534-021-00416-zLow rank representations for quantum simulation of electronic structureMario Motta0Erika Ye1Jarrod R. McClean2Zhendong Li3Austin J. Minnich4Ryan Babbush5Garnet Kin-Lic Chan6Division of Chemistry and Chemical Engineering, California Institute of TechnologyDivision of Engineering and Applied Sciences, California Institute of TechnologyGoogle Inc.Division of Chemistry and Chemical Engineering, California Institute of TechnologyDivision of Engineering and Applied Sciences, California Institute of TechnologyGoogle Inc.Division of Chemistry and Chemical Engineering, California Institute of TechnologyAbstract The quantum simulation of quantum chemistry is a promising application of quantum computers. However, for N molecular orbitals, the $${\mathcal{O}}({N}^{4})$$ O ( N 4 ) 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 $${\mathcal{O}}({N}^{3})$$ O ( N 3 ) gate complexity in small simulations, which reduces to $${\mathcal{O}}({N}^{2})$$ O ( N 2 ) gate complexity in the asymptotic regime; and unitary Coupled Cluster Trotter steps with $${\mathcal{O}}({N}^{3})$$ O ( N 3 ) gate complexity as a function of increasing basis size for a given molecule. In the case of the Hamiltonian Trotter step, these circuits have $${\mathcal{O}}({N}^{2})$$ O ( N 2 ) depth on a linearly connected array, an improvement over the $${\mathcal{O}}({N}^{3})$$ O ( N 3 ) 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.https://doi.org/10.1038/s41534-021-00416-z
collection DOAJ
language English
format Article
sources DOAJ
author Mario Motta
Erika Ye
Jarrod R. McClean
Zhendong Li
Austin J. Minnich
Ryan Babbush
Garnet Kin-Lic Chan
spellingShingle Mario Motta
Erika Ye
Jarrod R. McClean
Zhendong Li
Austin J. Minnich
Ryan Babbush
Garnet Kin-Lic Chan
Low rank representations for quantum simulation of electronic structure
npj Quantum Information
author_facet Mario Motta
Erika Ye
Jarrod R. McClean
Zhendong Li
Austin J. Minnich
Ryan Babbush
Garnet Kin-Lic Chan
author_sort Mario Motta
title Low rank representations for quantum simulation of electronic structure
title_short Low rank representations for quantum simulation of electronic structure
title_full Low rank representations for quantum simulation of electronic structure
title_fullStr Low rank representations for quantum simulation of electronic structure
title_full_unstemmed Low rank representations for quantum simulation of electronic structure
title_sort low rank representations for quantum simulation of electronic structure
publisher Nature Publishing Group
series npj Quantum Information
issn 2056-6387
publishDate 2021-05-01
description Abstract The quantum simulation of quantum chemistry is a promising application of quantum computers. However, for N molecular orbitals, the $${\mathcal{O}}({N}^{4})$$ O ( N 4 ) 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 $${\mathcal{O}}({N}^{3})$$ O ( N 3 ) gate complexity in small simulations, which reduces to $${\mathcal{O}}({N}^{2})$$ O ( N 2 ) gate complexity in the asymptotic regime; and unitary Coupled Cluster Trotter steps with $${\mathcal{O}}({N}^{3})$$ O ( N 3 ) gate complexity as a function of increasing basis size for a given molecule. In the case of the Hamiltonian Trotter step, these circuits have $${\mathcal{O}}({N}^{2})$$ O ( N 2 ) depth on a linearly connected array, an improvement over the $${\mathcal{O}}({N}^{3})$$ O ( N 3 ) 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.
url https://doi.org/10.1038/s41534-021-00416-z
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