Reservoir Computing Using a Spin-Wave Delay-Line Active-Ring Resonator Based on Yttrium-Iron-Garnet Film

Stuart Watt and Mikhail Kostylev
Phys. Rev. Applied 13, 034057 – Published 23 March 2020

Abstract

We demonstrate the use of propagating spin waves for implementing a reservoir-computing architecture. Our concept utilizes an active-ring resonator comprising a magnetic thin-film delay line with an integrated feedback loop. These systems exhibit strong nonlinearity and delayed response, two important properties required for an effective reservoir-computing implementation. In a simple design, we exploit the electric control of feedback gain to inject input data into the active-ring resonator and use a microwave diode to read out the amplitude of the spin waves circulating in the ring. We employ two baseline tasks, namely the short-term memory and parity-check tasks, to evaluate the suitability of this architecture for processing time-series data.

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  • Received 11 December 2019
  • Revised 24 February 2020
  • Accepted 2 March 2020

DOI:https://doi.org/10.1103/PhysRevApplied.13.034057

© 2020 American Physical Society

Physics Subject Headings (PhySH)

Condensed Matter, Materials & Applied Physics

Authors & Affiliations

Stuart Watt* and Mikhail Kostylev

  • School of Physics and Astrophysics, University of Western Australia, Crawley, W.A. 6009, Australia

  • *stuart.watt@research.uwa.edu.au

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Vol. 13, Iss. 3 — March 2020

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