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String Model Building on Quantum Annealers

We explore for the first time the direct construction of string models on quantum annealers, and investigate their efficiency and effectiveness in the model discovery process. Through a thorough comparison with traditional methods such as simulated annealing, random scans, and genetic algorithms, we...

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Detalles Bibliográficos
Autores principales: Abel, Steven A., Nutricati, Luca A., Rizos, John
Lenguaje:eng
Publicado: 2023
Materias:
Acceso en línea:http://cds.cern.ch/record/2866741
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author Abel, Steven A.
Nutricati, Luca A.
Rizos, John
author_facet Abel, Steven A.
Nutricati, Luca A.
Rizos, John
author_sort Abel, Steven A.
collection CERN
description We explore for the first time the direct construction of string models on quantum annealers, and investigate their efficiency and effectiveness in the model discovery process. Through a thorough comparison with traditional methods such as simulated annealing, random scans, and genetic algorithms, we highlight the potential advantages offered by quantum annealers, which in this study promised to be roughly fifty times faster than random scans and genetic algorithm and approximately four times faster than simulated annealing.
id cern-2866741
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2023
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spelling cern-28667412023-10-03T15:51:47Zhttp://cds.cern.ch/record/2866741engAbel, Steven A.Nutricati, Luca A.Rizos, JohnString Model Building on Quantum Annealersquant-phGeneral Theoretical Physicshep-phParticle Physics - Phenomenologyhep-thParticle Physics - TheoryWe explore for the first time the direct construction of string models on quantum annealers, and investigate their efficiency and effectiveness in the model discovery process. Through a thorough comparison with traditional methods such as simulated annealing, random scans, and genetic algorithms, we highlight the potential advantages offered by quantum annealers, which in this study promised to be roughly fifty times faster than random scans and genetic algorithm and approximately four times faster than simulated annealing.arXiv:2306.16801oai:cds.cern.ch:28667412023-06-29
spellingShingle quant-ph
General Theoretical Physics
hep-ph
Particle Physics - Phenomenology
hep-th
Particle Physics - Theory
Abel, Steven A.
Nutricati, Luca A.
Rizos, John
String Model Building on Quantum Annealers
title String Model Building on Quantum Annealers
title_full String Model Building on Quantum Annealers
title_fullStr String Model Building on Quantum Annealers
title_full_unstemmed String Model Building on Quantum Annealers
title_short String Model Building on Quantum Annealers
title_sort string model building on quantum annealers
topic quant-ph
General Theoretical Physics
hep-ph
Particle Physics - Phenomenology
hep-th
Particle Physics - Theory
url http://cds.cern.ch/record/2866741
work_keys_str_mv AT abelstevena stringmodelbuildingonquantumannealers
AT nutricatilucaa stringmodelbuildingonquantumannealers
AT rizosjohn stringmodelbuildingonquantumannealers