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    Solving Helmholtz problems with finite elements on a quantum annealer

    Arnaud Rémi1,*, François Damanet2, and Christophe Geuzaine1

    • 1Department of Electrical Engineering and Computer Science, Institut Montefiore, University of Liège, 4000 Liège, Belgium
    • 2Institut de Physique Nucléaire, Atomique et de Spectroscopie, CESAM, University of Liège, 4000 Liège, Belgium

    • *Contact author: aremi@uliege.be

    Phys. Rev. A 113, 012622 – Published 26 January, 2026

    DOI: https://doi.org/10.1103/l4l6-qlj4

    Abstract

    Solving Helmholtz problems using finite elements leads to the resolution of a linear system which is challenging to solve for classical computers. In this paper we investigate how quantum annealers could address this challenge. We first express the linear system arising from the Helmholtz problem as a generalized eigenvalue problem (GEVP). The obtained GEVP is mapped into quadratic unconstrained binary optimization problems, which we solve using an adaptive quantum-annealing eigensolver (AQAE) and its classical equivalent. We identify two key parameters in the success of the AQAE for solving Helmholtz problems: the system condition number and the integrated control errors (ICEs) in the quantum hardware. Our results show that a large system condition number implies a finer discretization grid for the AQAE to converge, leading to a variable overhead, and that the AQAE is either tolerant or not with respect to ICEs depending on the GEVP. Finally, we establish lower bounds on the annealing time, narrowing the possibility of a quantum advantage for solving Helmholtz problems.

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