Mitigating quantum gate errors for variational eigensolvers using hardware-inspired zero-noise extrapolation
Creators
- 1. Skolkovo Institute of Science and Technology, Moscow 121205, Russia
- 2. Moscow Institute of Physics and Technology, Dolgoprudny 141700, Russia
- 3. The Russian Quantum Center, Moscow 121205, Russia
- 4. Yanqi Lake Beijing Institute of Mathematical Sciences and Applications, Yanqi Island, Huairou District, Beijing 101408, China
Description
Variational quantum algorithms have emerged as a cornerstone of contemporary quantum algorithms research. Practical implementations of these algorithms, despite offering certain levels of robustness against systematic errors, show a decline in performance due to the presence of stochastic errors and limited coherence time. In this work, we develop a recipe for mitigating quantum gate errors using zero-noise extrapolation. We introduce an experimentally amenable method to control error strength in the circuit. We utilize the fact that gate errors in a physical quantum device are distributed inhomogeneously over different qubits and qubit pairs. As a result, one can achieve different circuit error sums based on the manner in which abstract qubits in the circuit are mapped to a physical device. We apply the proposed protocol to variational quantum algorithms and find that the estimated energy is approximately linear with respect to the circuit error sum (CES). Consequently, a linear fit through the energy-CES data, when extrapolated to zero CES, can approximate the energy estimated by a noiseless variational algorithm. We demonstrate this numerically and investigate the applicability range of the technique.
Additional details
Identifiers
- DOI
- 10.1103/PhysRevA.110.012404;
- arXiv
- arXiv:2307.11156;
Publishing Information
- Journal Title
- Physical Review A
- Journal Volume
- 110
- Journal Issue
- 1
- Journal Page Range
- 11 pgs.
- ISSN
- 1094-1622
INIS
- Country of Publication
- United States
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS; S97: MATHEMATICAL METHODS AND COMPUTING;
- Descriptors DEI
- ALGORITHMS; APPROXIMATIONS; CERIUM SELENIDES; CONTROL; EQUIPMENT; ERRORS; EXTRAPOLATION; IMPLEMENTATION; NOISE; PERFORMANCE; QUANTUM MECHANICS; QUANTUM OPTICS; QUBITS; STOCHASTIC PROCESSES; VARIATIONAL METHODS; VARIATIONS
- Descriptors DEC
- CALCULATION METHODS; CERIUM COMPOUNDS; CHALCOGENIDES; INFORMATION; MATHEMATICAL LOGIC; MATHEMATICAL SOLUTIONS; MECHANICS; NUMERICAL SOLUTION; OPTICS; QUANTUM INFORMATION; RARE EARTH COMPOUNDS; SELENIDES; SELENIUM COMPOUNDS
Optional Information
- Copyright
- ©2024 American Physical Society
- Contract/Grant/Project number
- 868-1.3-15/15-2021; R2163
- Notes
- Record automatically processed
- Funding organization
- Roadmap for Quantum Computing