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Proposing magnetoimpedance effect for neuromorphic computing

Oscillation of physical parameters in materials can result in a peak signal in the frequency spectrum of the voltage measured from the materials. This spectrum and its amplitude/frequency tunability, through the application of bias voltage or current, can be used to perform neuron-like cognitive tas...

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Autores principales: Jamilpanah, Loghman, Chiolerio, Alessandro, Crepaldi, Marco, Adamatzky, Andrew, Mohseni, Majid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10224953/
https://www.ncbi.nlm.nih.gov/pubmed/37244978
http://dx.doi.org/10.1038/s41598-023-35876-0
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author Jamilpanah, Loghman
Chiolerio, Alessandro
Crepaldi, Marco
Adamatzky, Andrew
Mohseni, Majid
author_facet Jamilpanah, Loghman
Chiolerio, Alessandro
Crepaldi, Marco
Adamatzky, Andrew
Mohseni, Majid
author_sort Jamilpanah, Loghman
collection PubMed
description Oscillation of physical parameters in materials can result in a peak signal in the frequency spectrum of the voltage measured from the materials. This spectrum and its amplitude/frequency tunability, through the application of bias voltage or current, can be used to perform neuron-like cognitive tasks. Magnetic materials, after achieving broad distribution for data storage applications in classical Von Neumann computer architectures, are under intense investigation for their neuromorphic computing capabilities. A recent successful demonstration regards magnetisation oscillation in magnetic thin films by spin transfer or spin orbit torques accompanied by magnetoresistance (MR) effect that can give a voltage peak in the frequency spectrum of voltage with bias current dependence of both peak frequency and amplitude. Here we use classical magnetoimpedance (MI) effect in a magnetic wire to produce such a peak and manipulate its frequency and amplitude by means of the bias voltage. We applied a noise signal to a magnetic wire with high magnetic permeability and owing to the frequency dependence of the magnetic permeability we got frequency dependent impedance with a peak at the maximum permeability. Frequency dependence of the MI effect results in different changes in the voltage amplitude at each frequency when a bias voltage is applied and therefore a shift in the peak position and amplitude can be obtained. The presented method and material provide optimal features in structural simplicity, low-frequency operation (tens of MHz-order) and high robustness at different environmental conditions. Our universal approach can be applied to any system with frequency dependent bias responses.
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spelling pubmed-102249532023-05-29 Proposing magnetoimpedance effect for neuromorphic computing Jamilpanah, Loghman Chiolerio, Alessandro Crepaldi, Marco Adamatzky, Andrew Mohseni, Majid Sci Rep Article Oscillation of physical parameters in materials can result in a peak signal in the frequency spectrum of the voltage measured from the materials. This spectrum and its amplitude/frequency tunability, through the application of bias voltage or current, can be used to perform neuron-like cognitive tasks. Magnetic materials, after achieving broad distribution for data storage applications in classical Von Neumann computer architectures, are under intense investigation for their neuromorphic computing capabilities. A recent successful demonstration regards magnetisation oscillation in magnetic thin films by spin transfer or spin orbit torques accompanied by magnetoresistance (MR) effect that can give a voltage peak in the frequency spectrum of voltage with bias current dependence of both peak frequency and amplitude. Here we use classical magnetoimpedance (MI) effect in a magnetic wire to produce such a peak and manipulate its frequency and amplitude by means of the bias voltage. We applied a noise signal to a magnetic wire with high magnetic permeability and owing to the frequency dependence of the magnetic permeability we got frequency dependent impedance with a peak at the maximum permeability. Frequency dependence of the MI effect results in different changes in the voltage amplitude at each frequency when a bias voltage is applied and therefore a shift in the peak position and amplitude can be obtained. The presented method and material provide optimal features in structural simplicity, low-frequency operation (tens of MHz-order) and high robustness at different environmental conditions. Our universal approach can be applied to any system with frequency dependent bias responses. Nature Publishing Group UK 2023-05-27 /pmc/articles/PMC10224953/ /pubmed/37244978 http://dx.doi.org/10.1038/s41598-023-35876-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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
Jamilpanah, Loghman
Chiolerio, Alessandro
Crepaldi, Marco
Adamatzky, Andrew
Mohseni, Majid
Proposing magnetoimpedance effect for neuromorphic computing
title Proposing magnetoimpedance effect for neuromorphic computing
title_full Proposing magnetoimpedance effect for neuromorphic computing
title_fullStr Proposing magnetoimpedance effect for neuromorphic computing
title_full_unstemmed Proposing magnetoimpedance effect for neuromorphic computing
title_short Proposing magnetoimpedance effect for neuromorphic computing
title_sort proposing magnetoimpedance effect for neuromorphic computing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10224953/
https://www.ncbi.nlm.nih.gov/pubmed/37244978
http://dx.doi.org/10.1038/s41598-023-35876-0
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