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Ionic decision-maker created as novel, solid-state devices

Decision-making is being performed frequently in areas of computation to obtain better performance in a wide variety of current intelligent activities. In practical terms, this decision-making must adapt to dynamic changes in environmental conditions. However, because of limited computational resour...

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Detalles Bibliográficos
Autores principales: Tsuchiya, Takashi, Tsuruoka, Tohru, Kim, Song-Ju, Terabe, Kazuya, Aono, Masakazu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6128672/
https://www.ncbi.nlm.nih.gov/pubmed/30202787
http://dx.doi.org/10.1126/sciadv.aau2057
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author Tsuchiya, Takashi
Tsuruoka, Tohru
Kim, Song-Ju
Terabe, Kazuya
Aono, Masakazu
author_facet Tsuchiya, Takashi
Tsuruoka, Tohru
Kim, Song-Ju
Terabe, Kazuya
Aono, Masakazu
author_sort Tsuchiya, Takashi
collection PubMed
description Decision-making is being performed frequently in areas of computation to obtain better performance in a wide variety of current intelligent activities. In practical terms, this decision-making must adapt to dynamic changes in environmental conditions. However, because of limited computational resources, adaptive decision-making is generally difficult to achieve using conventional computers. The ionic decision-maker reported here, which uses electrochemical phenomena, has excellent dynamic adaptabilities, as demonstrated by its ability to solve multiarmed bandit problems (MBPs) in which a gambler given a choice of slot machines must select the appropriate machines to play so as to maximize the total reward in a series of trials. Furthermore, our ionic decision-maker successfully solves dynamic competitive MBPs, which cause serious loss due to the collision of selfish users in communication networks. The technique used in our devices offers a shift toward decision-making using the motion of ions, an approach that could find myriad applications in computer science and technology, including artificial intelligence.
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spelling pubmed-61286722018-09-10 Ionic decision-maker created as novel, solid-state devices Tsuchiya, Takashi Tsuruoka, Tohru Kim, Song-Ju Terabe, Kazuya Aono, Masakazu Sci Adv Research Articles Decision-making is being performed frequently in areas of computation to obtain better performance in a wide variety of current intelligent activities. In practical terms, this decision-making must adapt to dynamic changes in environmental conditions. However, because of limited computational resources, adaptive decision-making is generally difficult to achieve using conventional computers. The ionic decision-maker reported here, which uses electrochemical phenomena, has excellent dynamic adaptabilities, as demonstrated by its ability to solve multiarmed bandit problems (MBPs) in which a gambler given a choice of slot machines must select the appropriate machines to play so as to maximize the total reward in a series of trials. Furthermore, our ionic decision-maker successfully solves dynamic competitive MBPs, which cause serious loss due to the collision of selfish users in communication networks. The technique used in our devices offers a shift toward decision-making using the motion of ions, an approach that could find myriad applications in computer science and technology, including artificial intelligence. American Association for the Advancement of Science 2018-09-07 /pmc/articles/PMC6128672/ /pubmed/30202787 http://dx.doi.org/10.1126/sciadv.aau2057 Text en Copyright © 2018 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). http://creativecommons.org/licenses/by-nc/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (http://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited.
spellingShingle Research Articles
Tsuchiya, Takashi
Tsuruoka, Tohru
Kim, Song-Ju
Terabe, Kazuya
Aono, Masakazu
Ionic decision-maker created as novel, solid-state devices
title Ionic decision-maker created as novel, solid-state devices
title_full Ionic decision-maker created as novel, solid-state devices
title_fullStr Ionic decision-maker created as novel, solid-state devices
title_full_unstemmed Ionic decision-maker created as novel, solid-state devices
title_short Ionic decision-maker created as novel, solid-state devices
title_sort ionic decision-maker created as novel, solid-state devices
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6128672/
https://www.ncbi.nlm.nih.gov/pubmed/30202787
http://dx.doi.org/10.1126/sciadv.aau2057
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