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Hybrid quantum-classical heuristic for the bin packing problem

  • Basque Center for Applied Mathematics

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

12 Citas (Scopus)

Resumen

Optimization problems is one of the most challenging applications of quantum computers, as well as one of the most relevants. As a consequence, it has attracted huge efforts to obtain a speedup over classical algorithms using quantum resources. Up to now, many problems of different nature have been addressed through the perspective of this revolutionary computation paradigm, but there are still many open questions. In this work, a hybrid classical-quantum approach is presented for dealing with the one-dimensional Bin Packing Problem (1dBPP). The algorithm comprises two modules, each one designed for being executed in different computational ecosystems. First, a quantum subroutine seeks a set of feasible bin configurations of the problem at hand. Secondly, a classical computation subroutine builds complete solutions to the problem from the subsets given by the quantum subroutine. Being a hybrid solver, we have called our method H-BPP. To test our algorithm, we have built 18 different 1dBPP instances as a benchmarking set, in which we analyse the fitness, the number of solutions and the performance of the QC subroutine. Based on these figures of merit we verify that H-BPP is a valid technique to address the 1dBPP.

Idioma originalInglés
Título de la publicación alojadaGECCO 2022 Companion - Proceedings of the 2022 Genetic and Evolutionary Computation Conference
EditorialAssociation for Computing Machinery, Inc
Páginas2214-2222
Número de páginas9
ISBN (versión digital)9781450392686
DOI
EstadoPublicada - 9 jul 2022
Evento2022 Genetic and Evolutionary Computation Conference, GECCO 2022 - Virtual, Online, Estados Unidos
Duración: 9 jul 202213 jul 2022

Serie de la publicación

NombreGECCO 2022 Companion - Proceedings of the 2022 Genetic and Evolutionary Computation Conference

Conferencia

Conferencia2022 Genetic and Evolutionary Computation Conference, GECCO 2022
País/TerritorioEstados Unidos
CiudadVirtual, Online
Período9/07/2213/07/22

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