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Associative memory by virtual oscillator network based on single spin-torque oscillator
A coupled oscillator network may be able to perform an energy-efficient associative memory operation. However, its realization has been difficult because inhomogeneities unavoidably arise among the oscillators during fabrication and lead to an unreliable operation. This issue could be resolved if th...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10517175/ https://www.ncbi.nlm.nih.gov/pubmed/37737250 http://dx.doi.org/10.1038/s41598-023-42951-z |
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author | Imai, Yusuke Taniguchi, Tomohiro |
author_facet | Imai, Yusuke Taniguchi, Tomohiro |
author_sort | Imai, Yusuke |
collection | PubMed |
description | A coupled oscillator network may be able to perform an energy-efficient associative memory operation. However, its realization has been difficult because inhomogeneities unavoidably arise among the oscillators during fabrication and lead to an unreliable operation. This issue could be resolved if the oscillator network were able to be formed from a single oscillator. Here, we performed numerical simulations and theoretical analyses on an associative memory operation that uses a virtual oscillator network based on a spin-torque oscillator. The virtual network combines the concept of coupled oscillators with that of feedforward neural networks. Numerical experiments demonstrate successful associations of 60-pixel patterns with various memorized patterns. Moreover, the origin of the associative memory is shown to be forced synchronization driven by feedforward input, where phase differences among oscillators are fixed and correspond to the colors of the pixels in the pattern. |
format | Online Article Text |
id | pubmed-10517175 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105171752023-09-24 Associative memory by virtual oscillator network based on single spin-torque oscillator Imai, Yusuke Taniguchi, Tomohiro Sci Rep Article A coupled oscillator network may be able to perform an energy-efficient associative memory operation. However, its realization has been difficult because inhomogeneities unavoidably arise among the oscillators during fabrication and lead to an unreliable operation. This issue could be resolved if the oscillator network were able to be formed from a single oscillator. Here, we performed numerical simulations and theoretical analyses on an associative memory operation that uses a virtual oscillator network based on a spin-torque oscillator. The virtual network combines the concept of coupled oscillators with that of feedforward neural networks. Numerical experiments demonstrate successful associations of 60-pixel patterns with various memorized patterns. Moreover, the origin of the associative memory is shown to be forced synchronization driven by feedforward input, where phase differences among oscillators are fixed and correspond to the colors of the pixels in the pattern. Nature Publishing Group UK 2023-09-22 /pmc/articles/PMC10517175/ /pubmed/37737250 http://dx.doi.org/10.1038/s41598-023-42951-z Text en © The Author(s) 2023, corrected publication 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Imai, Yusuke Taniguchi, Tomohiro Associative memory by virtual oscillator network based on single spin-torque oscillator |
title | Associative memory by virtual oscillator network based on single spin-torque oscillator |
title_full | Associative memory by virtual oscillator network based on single spin-torque oscillator |
title_fullStr | Associative memory by virtual oscillator network based on single spin-torque oscillator |
title_full_unstemmed | Associative memory by virtual oscillator network based on single spin-torque oscillator |
title_short | Associative memory by virtual oscillator network based on single spin-torque oscillator |
title_sort | associative memory by virtual oscillator network based on single spin-torque oscillator |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10517175/ https://www.ncbi.nlm.nih.gov/pubmed/37737250 http://dx.doi.org/10.1038/s41598-023-42951-z |
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