Quantum algorithms and the finite element method

Ashley Montanaro and Sam Pallister
Phys. Rev. A 93, 032324 – Published 17 March 2016

Abstract

The finite element method is used to approximately solve boundary value problems for differential equations. The method discretizes the parameter space and finds an approximate solution by solving a large system of linear equations. Here we investigate the extent to which the finite element method can be accelerated using an efficient quantum algorithm for solving linear equations. We consider the representative general question of approximately computing a linear functional of the solution to a boundary value problem and compare the quantum algorithm's theoretical performance with that of a standard classical algorithm—the conjugate gradient method. Prior work claimed that the quantum algorithm could be exponentially faster but did not determine the overall classical and quantum run times required to achieve a predetermined solution accuracy. Taking this into account, we find that the quantum algorithm can achieve a polynomial speedup, the extent of which grows with the dimension of the partial differential equation. In addition, we give evidence that no improvement of the quantum algorithm can lead to a superpolynomial speedup when the dimension is fixed and the solution satisfies certain smoothness properties.

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  • Received 5 January 2016

DOI:https://doi.org/10.1103/PhysRevA.93.032324

©2016 American Physical Society

Physics Subject Headings (PhySH)

Quantum Information, Science & Technology

Authors & Affiliations

Ashley Montanaro and Sam Pallister*

  • School of Mathematics, University of Bristol, Bristol BS8 1TW, United Kingdom

  • *sam.pallister@bristol.ac.uk

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Issue

Vol. 93, Iss. 3 — March 2016

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