Reservoir Computing with Planar Nanomagnet Arrays

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Authors Peng Zhou, Nathan R. McDonald, Alexander J. Edwards, Lisa Loomis, Clare D. Thiem, Joseph S. Friedman arXiv ID 2003.10948 Category cs.NE: Neural & Evolutionary Cross-listed cs.ET, physics.app-ph Citations 7 Venue arXiv.org Last Checked 4 months ago
Abstract
Reservoir computing is an emerging methodology for neuromorphic computing that is especially well-suited for hardware implementations in size, weight, and power (SWaP) constrained environments. This work proposes a novel hardware implementation of a reservoir computer using a planar nanomagnet array. A small nanomagnet reservoir is demonstrated via micromagnetic simulations to be able to identify simple waveforms with 100% accuracy. Planar nanomagnet reservoirs are a promising new solution to the growing need for dedicated neuromorphic hardware.
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