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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8161448 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT blachowicztomasz neuroinspiredsignalprocessinginferromagneticnanofibers AT grzybowskijacek neuroinspiredsignalprocessinginferromagneticnanofibers AT steblinskipawel neuroinspiredsignalprocessinginferromagneticnanofibers AT ehrmannandrea neuroinspiredsignalprocessinginferromagneticnanofibers |