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On-chip photonic decision maker using spontaneous mode switching in a ring laser

Efficient and accurate decision making is gaining increased importance with the rapid expansion of information communication technologies including artificial intelligence. Here, we propose and experimentally demonstrate an on-chip, integrated photonic decision maker based on a ring laser. The ring...

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Autores principales: Homma, Ryutaro, Kochi, Satoshi, Niiyama, Tomoaki, Mihana, Takatomo, Mitsui, Yusuke, Kanno, Kazutaka, Uchida, Atsushi, Naruse, Makoto, Sunada, Satoshi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603012/
https://www.ncbi.nlm.nih.gov/pubmed/31263142
http://dx.doi.org/10.1038/s41598-019-45754-3
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author Homma, Ryutaro
Kochi, Satoshi
Niiyama, Tomoaki
Mihana, Takatomo
Mitsui, Yusuke
Kanno, Kazutaka
Uchida, Atsushi
Naruse, Makoto
Sunada, Satoshi
author_facet Homma, Ryutaro
Kochi, Satoshi
Niiyama, Tomoaki
Mihana, Takatomo
Mitsui, Yusuke
Kanno, Kazutaka
Uchida, Atsushi
Naruse, Makoto
Sunada, Satoshi
author_sort Homma, Ryutaro
collection PubMed
description Efficient and accurate decision making is gaining increased importance with the rapid expansion of information communication technologies including artificial intelligence. Here, we propose and experimentally demonstrate an on-chip, integrated photonic decision maker based on a ring laser. The ring laser exhibits spontaneous switching between clockwise and counter-clockwise oscillatory dynamics; we utilize such nature to solve a multi-armed bandit problem. The spontaneous switching dynamics provides efficient exploration to find the accurate decision. On-line decision making is experimentally demonstrated including autonomous adaptation to an uncertain environment. This study paves the way for directly utilizing the fluctuating physics inherent in ring lasers, or integrated photonics technologies in general, for achieving or accelerating intelligent functionality.
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spelling pubmed-66030122019-07-14 On-chip photonic decision maker using spontaneous mode switching in a ring laser Homma, Ryutaro Kochi, Satoshi Niiyama, Tomoaki Mihana, Takatomo Mitsui, Yusuke Kanno, Kazutaka Uchida, Atsushi Naruse, Makoto Sunada, Satoshi Sci Rep Article Efficient and accurate decision making is gaining increased importance with the rapid expansion of information communication technologies including artificial intelligence. Here, we propose and experimentally demonstrate an on-chip, integrated photonic decision maker based on a ring laser. The ring laser exhibits spontaneous switching between clockwise and counter-clockwise oscillatory dynamics; we utilize such nature to solve a multi-armed bandit problem. The spontaneous switching dynamics provides efficient exploration to find the accurate decision. On-line decision making is experimentally demonstrated including autonomous adaptation to an uncertain environment. This study paves the way for directly utilizing the fluctuating physics inherent in ring lasers, or integrated photonics technologies in general, for achieving or accelerating intelligent functionality. Nature Publishing Group UK 2019-07-01 /pmc/articles/PMC6603012/ /pubmed/31263142 http://dx.doi.org/10.1038/s41598-019-45754-3 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Homma, Ryutaro
Kochi, Satoshi
Niiyama, Tomoaki
Mihana, Takatomo
Mitsui, Yusuke
Kanno, Kazutaka
Uchida, Atsushi
Naruse, Makoto
Sunada, Satoshi
On-chip photonic decision maker using spontaneous mode switching in a ring laser
title On-chip photonic decision maker using spontaneous mode switching in a ring laser
title_full On-chip photonic decision maker using spontaneous mode switching in a ring laser
title_fullStr On-chip photonic decision maker using spontaneous mode switching in a ring laser
title_full_unstemmed On-chip photonic decision maker using spontaneous mode switching in a ring laser
title_short On-chip photonic decision maker using spontaneous mode switching in a ring laser
title_sort on-chip photonic decision maker using spontaneous mode switching in a ring laser
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603012/
https://www.ncbi.nlm.nih.gov/pubmed/31263142
http://dx.doi.org/10.1038/s41598-019-45754-3
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