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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...

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Autores principales: Körber, Lukas, Heins, Christopher, Hula, Tobias, Kim, Joo-Von, Thlang, Sonia, Schultheiss, Helmut, Fassbender, Jürgen, Schultheiss, Katrin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
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.
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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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