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Pattern recognition in reciprocal space with a magnon-scattering reservoir
Magnons are elementary excitations in magnetic materials and undergo nonlinear multimode scattering processes at large input powers. In experiments and simulations, we show that the interaction between magnon modes of a confined magnetic vortex can be harnessed for pattern recognition. We study the...
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/PMC10319722/ https://www.ncbi.nlm.nih.gov/pubmed/37402733 http://dx.doi.org/10.1038/s41467-023-39452-y |
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author | Körber, Lukas Heins, Christopher Hula, Tobias Kim, Joo-Von Thlang, Sonia Schultheiss, Helmut Fassbender, Jürgen Schultheiss, Katrin |
author_facet | Körber, Lukas Heins, Christopher Hula, Tobias Kim, Joo-Von Thlang, Sonia Schultheiss, Helmut Fassbender, Jürgen Schultheiss, Katrin |
author_sort | Körber, Lukas |
collection | PubMed |
description | Magnons are elementary excitations in magnetic materials and undergo nonlinear multimode scattering processes at large input powers. In experiments and simulations, we show that the interaction between magnon modes of a confined magnetic vortex can be harnessed for pattern recognition. We study the magnetic response to signals comprising sine wave pulses with frequencies corresponding to radial mode excitations. Three-magnon scattering results in the excitation of different azimuthal modes, whose amplitudes depend strongly on the input sequences. We show that recognition rates as high as 99.4% can be attained for four-symbol sequences using the scattered modes, with strong performance maintained with the presence of amplitude noise in the inputs. |
format | Online Article Text |
id | pubmed-10319722 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-103197222023-07-06 Pattern recognition in reciprocal space with a magnon-scattering reservoir Körber, Lukas Heins, Christopher Hula, Tobias Kim, Joo-Von Thlang, Sonia Schultheiss, Helmut Fassbender, Jürgen Schultheiss, Katrin Nat Commun Article Magnons are elementary excitations in magnetic materials and undergo nonlinear multimode scattering processes at large input powers. In experiments and simulations, we show that the interaction between magnon modes of a confined magnetic vortex can be harnessed for pattern recognition. We study the magnetic response to signals comprising sine wave pulses with frequencies corresponding to radial mode excitations. Three-magnon scattering results in the excitation of different azimuthal modes, whose amplitudes depend strongly on the input sequences. We show that recognition rates as high as 99.4% can be attained for four-symbol sequences using the scattered modes, with strong performance maintained with the presence of amplitude noise in the inputs. Nature Publishing Group UK 2023-07-04 /pmc/articles/PMC10319722/ /pubmed/37402733 http://dx.doi.org/10.1038/s41467-023-39452-y Text en © The Author(s) 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 Körber, Lukas Heins, Christopher Hula, Tobias Kim, Joo-Von Thlang, Sonia Schultheiss, Helmut Fassbender, Jürgen Schultheiss, Katrin Pattern recognition in reciprocal space with a magnon-scattering reservoir |
title | Pattern recognition in reciprocal space with a magnon-scattering reservoir |
title_full | Pattern recognition in reciprocal space with a magnon-scattering reservoir |
title_fullStr | Pattern recognition in reciprocal space with a magnon-scattering reservoir |
title_full_unstemmed | Pattern recognition in reciprocal space with a magnon-scattering reservoir |
title_short | Pattern recognition in reciprocal space with a magnon-scattering reservoir |
title_sort | pattern recognition in reciprocal space with a magnon-scattering reservoir |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10319722/ https://www.ncbi.nlm.nih.gov/pubmed/37402733 http://dx.doi.org/10.1038/s41467-023-39452-y |
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