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Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers

Computers nowadays have different components for data storage and data processing, making data transfer between these units a bottleneck for computing speed. Therefore, so-called cognitive (or neuromorphic) computing approaches try combining both these tasks, as is done in the human brain, to make c...

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Detalles Bibliográficos
Autores principales: Blachowicz, Tomasz, Grzybowski, Jacek, Steblinski, Pawel, Ehrmann, Andrea
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8161448/
https://www.ncbi.nlm.nih.gov/pubmed/34073438
http://dx.doi.org/10.3390/biomimetics6020032
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author Blachowicz, Tomasz
Grzybowski, Jacek
Steblinski, Pawel
Ehrmann, Andrea
author_facet Blachowicz, Tomasz
Grzybowski, Jacek
Steblinski, Pawel
Ehrmann, Andrea
author_sort Blachowicz, Tomasz
collection PubMed
description Computers nowadays have different components for data storage and data processing, making data transfer between these units a bottleneck for computing speed. Therefore, so-called cognitive (or neuromorphic) computing approaches try combining both these tasks, as is done in the human brain, to make computing faster and less energy-consuming. One possible method to prepare new hardware solutions for neuromorphic computing is given by nanofiber networks as they can be prepared by diverse methods, from lithography to electrospinning. Here, we show results of micromagnetic simulations of three coupled semicircle fibers in which domain walls are excited by rotating magnetic fields (inputs), leading to different output signals that can be used for stochastic data processing, mimicking biological synaptic activity and thus being suitable as artificial synapses in artificial neural networks.
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spelling pubmed-81614482021-05-29 Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers Blachowicz, Tomasz Grzybowski, Jacek Steblinski, Pawel Ehrmann, Andrea Biomimetics (Basel) Communication Computers nowadays have different components for data storage and data processing, making data transfer between these units a bottleneck for computing speed. Therefore, so-called cognitive (or neuromorphic) computing approaches try combining both these tasks, as is done in the human brain, to make computing faster and less energy-consuming. One possible method to prepare new hardware solutions for neuromorphic computing is given by nanofiber networks as they can be prepared by diverse methods, from lithography to electrospinning. Here, we show results of micromagnetic simulations of three coupled semicircle fibers in which domain walls are excited by rotating magnetic fields (inputs), leading to different output signals that can be used for stochastic data processing, mimicking biological synaptic activity and thus being suitable as artificial synapses in artificial neural networks. MDPI 2021-05-26 /pmc/articles/PMC8161448/ /pubmed/34073438 http://dx.doi.org/10.3390/biomimetics6020032 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Communication
Blachowicz, Tomasz
Grzybowski, Jacek
Steblinski, Pawel
Ehrmann, Andrea
Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers
title Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers
title_full Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers
title_fullStr Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers
title_full_unstemmed Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers
title_short Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers
title_sort neuro-inspired signal processing in ferromagnetic nanofibers
topic Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8161448/
https://www.ncbi.nlm.nih.gov/pubmed/34073438
http://dx.doi.org/10.3390/biomimetics6020032
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AT grzybowskijacek neuroinspiredsignalprocessinginferromagneticnanofibers
AT steblinskipawel neuroinspiredsignalprocessinginferromagneticnanofibers
AT ehrmannandrea neuroinspiredsignalprocessinginferromagneticnanofibers