Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Imai, Yusuke, Taniguchi, Tomohiro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
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
_version_ 1785109271791271936
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
work_keys_str_mv AT imaiyusuke associativememorybyvirtualoscillatornetworkbasedonsinglespintorqueoscillator
AT taniguchitomohiro associativememorybyvirtualoscillatornetworkbasedonsinglespintorqueoscillator