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Qade: Solving Differential Equations on Quantum Annealers

Quantum Physics 2022-04-11 v1 Machine Learning High Energy Physics - Phenomenology High Energy Physics - Theory

Abstract

We present a general method, called Qade, for solving differential equations using a quantum annealer. The solution is obtained as a linear combination of a set of basis functions. On current devices, Qade can solve systems of coupled partial differential equations that depend linearly on the solution and its derivatives, with non-linear variable coefficients and arbitrary inhomogeneous terms. We test the method with several examples and find that state-of-the-art quantum annealers can find the solution accurately for problems requiring a small enough function basis. We provide a Python package implementing the method at gitlab.com/jccriado/qade.

Keywords

Cite

@article{arxiv.2204.03657,
  title  = {Qade: Solving Differential Equations on Quantum Annealers},
  author = {Juan Carlos Criado and Michael Spannowsky},
  journal= {arXiv preprint arXiv:2204.03657},
  year   = {2022}
}

Comments

10 pages, 1 figure

R2 v1 2026-06-24T10:41:37.295Z