Arbitrary Ground State Observables from Quantum Computed Moments
Abstract: The determination of ground state properties of quantum systems is a fundamental problem in physics and chemistry, and is considered a key application of quantum computers. A common approach is to prepare a trial ground state on the quantum computer and measure observables such as energy, but this is often limited by hardware constraints that prevent an accurate description of the target ground state. The quantum computed moments (QCM) method has proven to be remarkably useful in estimating the ground state energy of a system by computing Hamiltonian moments with respect to a suboptimal or noisy trial state. In this paper, we extend the QCM method to estimate arbitrary ground state observables of quantum systems. We present preliminary results of using QCM to determine the ground state magnetisation and spin-spin correlations of the Heisenberg model in its various forms. Our findings validate the well-established advantage of QCM over existing methods in handling suboptimal trial states and noise, extend its applicability to the estimation of more general ground state properties, and demonstrate its practical potential for solving a wide range of problems on near-term quantum hardware.
- “Quantum chemistry in the age of quantum computing” In Chemical reviews 119.19 ACS Publications, 2019, pp. 10856–10915 DOI: 10.1021/acs.chemrev.8b00803
- “Quantum computational chemistry” In Reviews of Modern Physics 92.1 APS, 2020, pp. 015003 DOI: 10.1103/RevModPhys.92.015003
- “Variational quantum algorithms” In Nature Reviews Physics 3.9 Nature Publishing Group UK London, 2021, pp. 625–644 DOI: 10.1038/s42254-021-00348-9
- “A variational eigenvalue solver on a photonic quantum processor” In Nature communications 5.1 Nature Publishing Group, 2014, pp. 1–7 DOI: 10.1038/ncomms5213
- “Hardware-efficient variational quantum eigensolver for small molecules and quantum magnets” In Nature 549.7671 Nature Publishing Group, 2017, pp. 242–246 DOI: 10.1038/nature23879
- “Ground-state energy estimation of the water molecule on a trapped-ion quantum computer” In npj Quantum Information 6.1 Nature Publishing Group UK London, 2020, pp. 33 DOI: 10.1038/s41534-020-0259-3
- “Noise-induced barren plateaus in variational quantum algorithms” In Nature communications 12.1 Nature Publishing Group, 2021, pp. 1–11 DOI: 10.1038/s41467-021-27045-6
- Daniel Stilck França and Raul Garcia-Patron “Limitations of optimization algorithms on noisy quantum devices” In Nature Physics 17.11 Nature Publishing Group UK London, 2021, pp. 1221–1227 DOI: 10.1038/s41567-021-01356-3
- Lloyd C L Hollenberg “Plaquette expansion in lattice Hamiltonian models” In Physical Review D 47.4 APS, 1993, pp. 1640 DOI: 10.1103/PhysRevD.47.1640
- Lloyd C L Hollenberg and N S Witte “General nonperturbative estimate of the energy density of lattice Hamiltonians” In Physical Review D 50.5 APS, 1994, pp. 3382 DOI: 10.1103/PhysRevD.50.3382
- Lloyd C L Hollenberg and N S Witte “Analytic solution for the ground-state energy of the extensive many-body problem” In Physical Review B 54.23 APS, 1996, pp. 16309 DOI: 10.1103/PhysRevB.54.16309
- “Quantum computed moments correction to variational estimates” In Quantum 4 Verein zur Förderung des Open Access Publizierens in den Quantenwissenschaften, 2020, pp. 373 DOI: 10.22331/q-2020-12-15-373
- “Noise-robust ground state energy estimates from deep quantum circuits” In Quantum 7 Verein zur Förderung des Open Access Publizierens in den Quantenwissenschaften, 2023, pp. 1109 DOI: 10.22331/q-2023-09-11-1109
- “Chemistry beyond the Hartree–Fock energy via quantum computed moments” In Scientific Reports 12.1 Nature Publishing Group, 2022, pp. 1–9 DOI: 10.1038/s41598-022-12324-z
- “Quantum simulations employing connected moments expansions” In The Journal of Chemical Physics 153.20 AIP Publishing LLC, 2020, pp. 201102 DOI: 10.1063/5.0030688
- “Quantum power method by a superposition of time-evolved states” In PRX Quantum 2.1 APS, 2021, pp. 010333 DOI: 10.1103/PRXQuantum.2.010333
- “Algorithmic error mitigation scheme for current quantum processors” In Quantum 5 Verein zur Förderung des Open Access Publizierens in den Quantenwissenschaften, 2021, pp. 492 DOI: 10.22331/q-2021-07-01-492
- Joseph C Aulicino, Trevor Keen and Bo Peng “State preparation and evolution in quantum computing: A perspective from Hamiltonian moments” In International Journal of Quantum Chemistry 122.5 Wiley Online Library, 2022, pp. e26853 DOI: 10.1002/qua.26853
- Ruizhe Zhang, Guoming Wang and Peter Johnson “Computing ground state properties with early fault-tolerant quantum computers” In Quantum 6 Verein zur Förderung des Open Access Publizierens in den Quantenwissenschaften, 2022, pp. 761 DOI: 10.22331/q-2022-07-11-761
- Lloyd C L Hollenberg and Michael J Tomlinson “Staggered magnetisation in the Heisenberg antiferromagnet” In Australian journal of physics 47.2 CSIRO Publishing, 1994, pp. 137–144 DOI: 10.1071/PH940137
- N S Witte, Lloyd C L Hollenberg and Zheng Weihong “Two-dimensional XXZ model ground-state properties using an analytic Lanczos expansion” In Physical Review B 55.16 APS, 1997, pp. 10412 DOI: 10.1103/PhysRevB.55.10412
- “Observing ground-state properties of the Fermi-Hubbard model using a scalable algorithm on a quantum computer” In Nature Communications 13.1 Nature Publishing Group UK London, 2022, pp. 5743 DOI: 10.1038/s41467-022-33335-4
- “Identification of topological phases using classically-optimized variational quantum eigensolver” In arXiv preprint arXiv:2202.02909, 2022 DOI: 10.48550/arXiv.2202.02909
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