Swindells, C. orcid.org/0000-0002-9572-5930, Eade, D.R., Silsupadol, T. et al. (1 more author) (2025) Fingerprinting magnetic states in interconnected nanoring arrays via spin wave spectra. SPIN, 15 (01). 2450020. ISSN 2010-3247
Abstract
Arrays of interconnected magnetic nanorings show emergent dynamics arising from stochastic interactions at junctions between rings. These global emergent properties have already shown potential as a platform for reservoir computing. However, their experimental computational performance has been limited by the use of a single-dimensional global measurement, their magnetoresistance, as an output, masking much of the underlying state information. Here, we show in both simulation and experiment the potential of using the spin wave spectra of such arrays of nanorings to produce a fingerprint of the number and orientation of the internal magnetic states, providing a route towards a multi-dimensional output with which to perform computation. We show that the spectra fulfils the two criteria for reservoir computing: a nonlinear response to an input stimulus, and a fading memory.
Metadata
Item Type: | Article |
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Authors/Creators: |
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Copyright, Publisher and Additional Information: | © 2024 The Authors. This is an Open Access article published by World Scientic Publishing Company. It is distributed under the terms of the Creative Commons Attribution 4.0 (https://creativecommons.org/licenses/by/4.0) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
Keywords: | Spin wave; nanoring; micromagnetics; ferromagnetic resonance; reservoir computing |
Dates: |
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Institution: | The University of Sheffield |
Academic Units: | The University of Sheffield > Faculty of Engineering (Sheffield) > School of Chemical, Materials and Biological Engineering |
Depositing User: | Symplectic Sheffield |
Date Deposited: | 30 Sep 2024 11:20 |
Last Modified: | 12 Mar 2025 17:23 |
Status: | Published |
Publisher: | World Scientific Pub Co Pte Ltd |
Refereed: | Yes |
Identification Number: | 10.1142/s2010324724500206 |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:217747 |