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Supplementary information files for On-chip phonon-magnon reservoir for neuromorphic computing

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posted on 2023-12-20, 10:39 authored by Dmytro D Yaremkevich, Alexey V Scherbakov, Luke De Clerk, Serhii M Kukhtaruk, Achim Nadzeyka, Richard Campion, Andrew W Rushforth, Sergey SavelievSergey Saveliev, Alexander BalanovAlexander Balanov, Manfred Bayer

© the authors, CC-BY 4.0

Supplementary files for article On-chip phonon-magnon reservoir for neuromorphic computing

Reservoir computing is a concept involving mapping signals onto a high-dimensional phase space of a dynamical system called “reservoir” for subsequent recognition by an artificial neural network. We implement this concept in a nanodevice consisting of a sandwich of a semiconductor phonon waveguide and a patterned ferromagnetic layer. A pulsed write-laser encodes input signals into propagating phonon wavepackets, interacting with ferromagnetic magnons. The second laser reads the output signal reflecting a phase-sensitive mix of phonon and magnon modes, whose content is highly sensitive to the write- and read-laser positions. The reservoir efficiently separates the visual shapes drawn by the write-laser beam on the nanodevice surface in an area with a size comparable to a single pixel of a modern digital camera. Our finding suggests the phonon-magnon interaction as a promising hardware basis for realizing on-chip reservoir computing in future neuromorphic architectures.

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