• Editors' Suggestion

Easy-plane spin Hall nano-oscillators as spiking neurons for neuromorphic computing

Danijela Marković, Matthew W. Daniels, Pankaj Sethi, Andrew D. Kent, Mark D. Stiles, and Julie Grollier
Phys. Rev. B 105, 014411 – Published 10 January 2022

Abstract

We show analytically using a macrospin approximation that easy-plane spin Hall nano-oscillators excited by a spin current polarized perpendicularly to the easy plane have phase dynamics analogous to that of Josephson junctions. Similarly to Josephson junctions, they can reproduce the spiking behavior of biological neurons that is appropriate for neuromorphic computing. To take advantage of typical spin-orbit torques, we use a nanoconstriction geometry, in which the magnetostatic interaction and magnetocrystalline anisotropy are tuned to create an easy plane that includes the interface normal direction. We perform micromagnetic simulations of such oscillators realized in this geometry and show that the easy-plane spiking dynamics is preserved in this experimentally feasible architecture. Finally we simulate two elementary neural network blocks that implement operations essential for neuromorphic computing. First, we show that output spikes energies from two neurons can be summed and injected into a following layer neuron and second, we demonstrate that outputs can be multiplied by synaptic weights implemented by locally modifying the anisotropy.

  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
4 More
  • Received 13 October 2021
  • Revised 9 December 2021
  • Accepted 13 December 2021

DOI:https://doi.org/10.1103/PhysRevB.105.014411

©2022 American Physical Society

Physics Subject Headings (PhySH)

Condensed Matter, Materials & Applied PhysicsNonlinear DynamicsInterdisciplinary Physics

Authors & Affiliations

Danijela Marković1,*, Matthew W. Daniels2, Pankaj Sethi1, Andrew D. Kent3, Mark D. Stiles2, and Julie Grollier1

  • 1Unité Mixte de Physique CNRS/Thales, Université Paris-Saclay, 91767 Palaiseau, France
  • 2Physical Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland 20899-6202, USA
  • 3Center for Quantum Phenomena, Department of Physics, New York University, New York, New York 10003, USA

Article Text (Subscription Required)

Click to Expand

References (Subscription Required)

Click to Expand
Issue

Vol. 105, Iss. 1 — 1 January 2022

Reuse & Permissions
Access Options
CHORUS

Article Available via CHORUS

Download Accepted Manuscript
Author publication services for translation and copyediting assistance advertisement

Authorization Required


×
×

Images

×

Sign up to receive regular email alerts from Physical Review B

Log In

Abbrechen
×

Suche


Article Lookup

Paste a citation or DOI

Enter a citation
×