Formulation of the Electric Vehicle Charging and Routing Problem for a Hybrid Quantum-Classical Search Space Reduction Heuristic

Mikel Garcia De Andoin*, Alberto Bottarelli*, Sebastian Schmitt, Izaskun Oregi, Philipp Hauke, Mikel Sanz

*Autor correspondiente de este trabajo

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

1 Cita (Scopus)

Resumen

Combinatorial optimization problems have attracted much interest in the quantum computing community in the recent years as a potential testbed to showcase quantum advantage. In this paper, we show how to exploit multilevel carriers of quantum information - qudits - for the construction of algorithms for constrained quantum optimization. These systems have been recently introduced in the context of quantum optimization and they allow us to treat more general problems than the ones usually mapped into qubit systems. In particular, we propose a hybrid classical quantum heuristic strategy that allows us to sample constrained solutions while greatly reducing the search space of the problem, thus optimizing the use of fewer quantum resources. As an example, we focus on the Electric Vehicle Charging and Routing Problem (EVCRP). We translate the classical problem and map it into a quantum system, obtaining promising results on a toy example which shows the validity of our technique.

Idioma originalInglés
Título de la publicación alojada2023 IEEE 26th International Conference on Intelligent Transportation Systems, ITSC 2023
EditorialInstitute of Electrical and Electronics Engineers Inc.
Páginas5318-5323
Número de páginas6
ISBN (versión digital)9798350399462
DOI
EstadoPublicada - 2023
Evento26th IEEE International Conference on Intelligent Transportation Systems, ITSC 2023 - Bilbao, Espana
Duración: 24 sept 202328 sept 2023

Serie de la publicación

NombreIEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC
ISSN (versión impresa)2153-0009
ISSN (versión digital)2153-0017

Conferencia

Conferencia26th IEEE International Conference on Intelligent Transportation Systems, ITSC 2023
País/TerritorioEspana
CiudadBilbao
Período24/09/2328/09/23

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