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Quantum algorithms for systems of linear equations inspired by adiabatic quantum computing

Journal Article · · Physical Review Letters

We present two quantum algorithms based on evolution randomization, a simple variant of adiabatic quantum computing, to prepare a quantum state |x⟩ that is proportional to the solution of the system of linear equations $$A\overrightarrow{x} = \overrightarrow{b}$$. The time complexities of our algorithms are O(κ2log(κ)/ε) and O(κ log(κ)/ε), where κ is the condition number of A and ε is the precision. Both algorithms are constructed using families of Hamiltonians that are linear combinations of products of A, the projector onto the initial state |b⟩, and single-qubit Pauli operators. The algorithms are conceptually simple and easy to implement. They are not obtained from equivalences between the gate model and adiabatic quantum computing. They do not use phase estimation or variable-time amplitude amplification, and do not require large ancillary systems. We discuss a gate-based implementation via Hamiltonian simulation and prove that our second algorithm is almost optimal in terms of κ. Like previous methods, our techniques yield an exponential quantum speed-up under some assumptions. Our results emphasize the role of Hamiltonian-based models of quantum computing for the discovery of important algorithms.

Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE Laboratory Directed Research and Development (LDRD) Program
Grant/Contract Number:
89233218CNA000001
OSTI ID:
1781370
Report Number(s):
LA-UR--17-20510
Journal Information:
Physical Review Letters, Journal Name: Physical Review Letters Journal Issue: 6 Vol. 122; ISSN 0031-9007
Publisher:
American Physical Society (APS)Copyright Statement
Country of Publication:
United States
Language:
English

References (25)

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Frontmatter, Foreword, Conference Organization, External Reviewers, Table of Contents text January 2012
Quantum Simulations of Classical Annealing Processes text January 2008
Spectral Gap Amplification text January 2011
Preconditioned quantum linear system algorithm text January 2013
Quantum principal component analysis text January 2013
Simulating Hamiltonian dynamics with a truncated Taylor series text January 2014
Quantum algorithm for systems of linear equations with exponentially improved dependence on precision text January 2015
Optimal Hamiltonian Simulation by Quantum Signal Processing text January 2016
Efficient quantum algorithms for simulating sparse Hamiltonians text January 2005

Cited By (3)

Quantum annealing for systems of polynomial equations journal July 2019
Hybrid classical-quantum linear solver using Noisy Intermediate-Scale Quantum machines journal November 2019
Hybrid classical-quantum linear solver using Noisy Intermediate-Scale Quantum machines text January 2019

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