Cargando…

Multiqubit and multilevel quantum reinforcement learning with quantum technologies

We propose a protocol to perform quantum reinforcement learning with quantum technologies. At variance with recent results on quantum reinforcement learning with superconducting circuits, in our current protocol coherent feedback during the learning process is not required, enabling its implementati...

Descripción completa

Detalles Bibliográficos
Autores principales: Cárdenas-López, F. A., Lamata, L., Retamal, J. C., Solano, E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6053154/
https://www.ncbi.nlm.nih.gov/pubmed/30024914
http://dx.doi.org/10.1371/journal.pone.0200455
_version_ 1783340767144574976
author Cárdenas-López, F. A.
Lamata, L.
Retamal, J. C.
Solano, E.
author_facet Cárdenas-López, F. A.
Lamata, L.
Retamal, J. C.
Solano, E.
author_sort Cárdenas-López, F. A.
collection PubMed
description We propose a protocol to perform quantum reinforcement learning with quantum technologies. At variance with recent results on quantum reinforcement learning with superconducting circuits, in our current protocol coherent feedback during the learning process is not required, enabling its implementation in a wide variety of quantum systems. We consider diverse possible scenarios for an agent, an environment, and a register that connects them, involving multiqubit and multilevel systems, as well as open-system dynamics. We finally propose possible implementations of this protocol in trapped ions and superconducting circuits. The field of quantum reinforcement learning with quantum technologies will enable enhanced quantum control, as well as more efficient machine learning calculations.
format Online
Article
Text
id pubmed-6053154
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-60531542018-07-27 Multiqubit and multilevel quantum reinforcement learning with quantum technologies Cárdenas-López, F. A. Lamata, L. Retamal, J. C. Solano, E. PLoS One Research Article We propose a protocol to perform quantum reinforcement learning with quantum technologies. At variance with recent results on quantum reinforcement learning with superconducting circuits, in our current protocol coherent feedback during the learning process is not required, enabling its implementation in a wide variety of quantum systems. We consider diverse possible scenarios for an agent, an environment, and a register that connects them, involving multiqubit and multilevel systems, as well as open-system dynamics. We finally propose possible implementations of this protocol in trapped ions and superconducting circuits. The field of quantum reinforcement learning with quantum technologies will enable enhanced quantum control, as well as more efficient machine learning calculations. Public Library of Science 2018-07-19 /pmc/articles/PMC6053154/ /pubmed/30024914 http://dx.doi.org/10.1371/journal.pone.0200455 Text en © 2018 Cárdenas-López et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Cárdenas-López, F. A.
Lamata, L.
Retamal, J. C.
Solano, E.
Multiqubit and multilevel quantum reinforcement learning with quantum technologies
title Multiqubit and multilevel quantum reinforcement learning with quantum technologies
title_full Multiqubit and multilevel quantum reinforcement learning with quantum technologies
title_fullStr Multiqubit and multilevel quantum reinforcement learning with quantum technologies
title_full_unstemmed Multiqubit and multilevel quantum reinforcement learning with quantum technologies
title_short Multiqubit and multilevel quantum reinforcement learning with quantum technologies
title_sort multiqubit and multilevel quantum reinforcement learning with quantum technologies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6053154/
https://www.ncbi.nlm.nih.gov/pubmed/30024914
http://dx.doi.org/10.1371/journal.pone.0200455
work_keys_str_mv AT cardenaslopezfa multiqubitandmultilevelquantumreinforcementlearningwithquantumtechnologies
AT lamatal multiqubitandmultilevelquantumreinforcementlearningwithquantumtechnologies
AT retamaljc multiqubitandmultilevelquantumreinforcementlearningwithquantumtechnologies
AT solanoe multiqubitandmultilevelquantumreinforcementlearningwithquantumtechnologies