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Optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics

Nanophotonics allows to employ light-matter interaction to induce nonlinear optical effects and realize non-conventional memory and computation capabilities, however to date, light-liquid interaction was not considered as a potential mechanism to achieve computation on a nanoscale. Here, we experime...

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Autores principales: Gao, Chengkuan, Gaur, Prabhav, Almutairi, Dhaifallah, Rubin, Shimon, Fainman, Yeshaiahu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10362060/
https://www.ncbi.nlm.nih.gov/pubmed/37479712
http://dx.doi.org/10.1038/s41467-023-40127-x
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author Gao, Chengkuan
Gaur, Prabhav
Almutairi, Dhaifallah
Rubin, Shimon
Fainman, Yeshaiahu
author_facet Gao, Chengkuan
Gaur, Prabhav
Almutairi, Dhaifallah
Rubin, Shimon
Fainman, Yeshaiahu
author_sort Gao, Chengkuan
collection PubMed
description Nanophotonics allows to employ light-matter interaction to induce nonlinear optical effects and realize non-conventional memory and computation capabilities, however to date, light-liquid interaction was not considered as a potential mechanism to achieve computation on a nanoscale. Here, we experimentally demonstrate self-induced phase change effect which relies on the coupling between geometric changes of thin liquid film to optical properties of photonic waveguide modes, and then employ it for neuromorphic computing. In our optofluidic silicon photonics system we utilize thermocapillary-based deformation of thin liquid film capable to induce nonlinear effect which is more than one order of magnitude higher compared to the more traditional heat-based thermo-optical effect, and allowing operation as a nonlinear actuator and memory element, both residing at the same compact spatial region. The resulting dynamics allows to implement Reservoir Computing at spatial region which is approximately five orders of magnitude smaller compared to state-of-the-art experimental liquid-based systems.
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spelling pubmed-103620602023-07-23 Optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics Gao, Chengkuan Gaur, Prabhav Almutairi, Dhaifallah Rubin, Shimon Fainman, Yeshaiahu Nat Commun Article Nanophotonics allows to employ light-matter interaction to induce nonlinear optical effects and realize non-conventional memory and computation capabilities, however to date, light-liquid interaction was not considered as a potential mechanism to achieve computation on a nanoscale. Here, we experimentally demonstrate self-induced phase change effect which relies on the coupling between geometric changes of thin liquid film to optical properties of photonic waveguide modes, and then employ it for neuromorphic computing. In our optofluidic silicon photonics system we utilize thermocapillary-based deformation of thin liquid film capable to induce nonlinear effect which is more than one order of magnitude higher compared to the more traditional heat-based thermo-optical effect, and allowing operation as a nonlinear actuator and memory element, both residing at the same compact spatial region. The resulting dynamics allows to implement Reservoir Computing at spatial region which is approximately five orders of magnitude smaller compared to state-of-the-art experimental liquid-based systems. Nature Publishing Group UK 2023-07-21 /pmc/articles/PMC10362060/ /pubmed/37479712 http://dx.doi.org/10.1038/s41467-023-40127-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Gao, Chengkuan
Gaur, Prabhav
Almutairi, Dhaifallah
Rubin, Shimon
Fainman, Yeshaiahu
Optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics
title Optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics
title_full Optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics
title_fullStr Optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics
title_full_unstemmed Optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics
title_short Optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics
title_sort optofluidic memory and self-induced nonlinear optical phase change for reservoir computing in silicon photonics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10362060/
https://www.ncbi.nlm.nih.gov/pubmed/37479712
http://dx.doi.org/10.1038/s41467-023-40127-x
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