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Quantum walk-based vehicle routing optimisation

Quantum Physics 2021-10-01 v1 Computational Physics

Abstract

This paper demonstrates the applicability of the Quantum Walk-based Optimisation Algorithm(QWOA) to the Capacitated Vehicle Routing Problem (CVRP). Efficient algorithms are developedfor the indexing and unindexing of the solution space and for implementing the required alternatingphase-walk unitaries, which are the core components of QWOA. Results of numerical simulationdemonstrate that the QWOA is capable of producing convergence to near-optimal solutions for arandomly generated 8 location CVRP. Preparation of the amplified quantum state in this exampleproblem is demonstrated to produce high-quality solutions, which are more optimal than expectedfrom classical random sampling of equivalent computational effort.

Keywords

Cite

@article{arxiv.2109.14907,
  title  = {Quantum walk-based vehicle routing optimisation},
  author = {Tavis Bennett and Edric Matwiejew and Sam Marsh and Jingbo B. Wang},
  journal= {arXiv preprint arXiv:2109.14907},
  year   = {2021}
}
R2 v1 2026-06-24T06:30:34.982Z