English

Variational quantum algorithm for anion exchange across electrolyzer membrane

Fluid Dynamics 2025-12-02 v1 Quantum Physics

Abstract

We present a variational quantum algorithm that solves the one-dimensional diffusion problem with a space-dependent diffusion constant D(x)D(x). This problem is relevant for the exchange of hydroxide ions across a multi-layer membrane in an alkaline electrolyzer. We use 1616 to 6464 grid points across the membrane, resulting from n=4n=4 to 66 data qubits for the ideal quantum simulations that are based on the Qiskit software. For these qubit numbers, the depth of the parametric quantum circuit has been chosen to ensure sufficient expressibility. The state preparation requires particular attention since the diffusivity DD is piecewise constant in the different layers with discontinuities at the interface. Furthermore, we compare different classical optimization schemes with respect to their convergence in the VQA method. We demonstrate the applicability of the quantum algorithm to a problem with non-trivial boundary conditions and jump conditions of the diffusion constant and outline possible extensions of the proof-of-concept application case of quantum computing.

Keywords

Cite

@article{arxiv.2512.01120,
  title  = {Variational quantum algorithm for anion exchange across electrolyzer membrane},
  author = {Timur Gubaev and Philipp Pfeffer and Christian Dreßler and Jörg Schumacher},
  journal= {arXiv preprint arXiv:2512.01120},
  year   = {2025}
}

Comments

19 pages, 12 figures, 2 tables

R2 v1 2026-07-01T08:02:44.574Z