Published June 18, 2024 | Version v1
Journal article

Phase binarization in mutually synchronized bias field free spin-Hall nano-oscillators for reservoir computing

  • 1. Natural Sciences and Science Education, National Institute of Education, Nanyang Technological University 637616, Singapore
  • 2. Department of Physics, Indian Institute of Technology Kanpur, Uttar Pradesh 208016, India
  • 3. Faculty of Computer Science and System Engineering, Kyushu Institute of Technology, Iizuka 820-8502, Japan
  • 4. Research Center for Neuromorphic AI hardware, Kyushu Institute of Technology, Kitakyushu 808-0196, Japan

Description

Mutually coupled spin-Hall nano-oscillators (SHNO) can exhibit a binarized phase state, offering pathways to realize Ising machines and efficient neuromorphic hardware. Conventionally, phase binarization is achieved in coupled identical SHNOs via injecting an external microwave at twice the oscillator frequency in the presence of a strong biasing magnetic field. However, this technology poses potential challenges of higher energy consumption and complex circuit design. Moreover, differences in the individual characteristic frequencies of SHNOs resulting from fabrication-induced mismatch in SHNO dimensions may hinder their mutual synchronization. Addressing these challenges, we demonstrate purely dc current-driven mutual synchronization and phase binarization of two nonidentical nanoconstriction SHNOs without biasing magnetic field and microwave injection. We thoroughly investigate these phenomena and underlying mechanisms using micromagnetic simulation. We show how the localized fundamental mode of the spin wave emerging from the magnetization auto-oscillation reinforces the mutual synchronization, while the second-harmonic spin wave induces the phase binarization in the coupled SHNO pair. We further demonstrate the bias field free synchronized SHNO pair efficiently performing a reservoir computing benchmark learning task: sin- and square-wave classification, with 100% accuracy, utilizing the current-tunable phase binarization phenomenon. Our results showcase promising magnetization dynamics of coupled bias field free SHNOs for future computing applications.

Additional details

Identifiers

DOI
10.1103/PhysRevB.109.214425;
arXiv
arXiv:2404.04023;
Crossref Funder ID
10.13039/501100001381; 10.13039/501100001459;

Publishing Information

Journal Title
Physical Review B
Journal Volume
109
Journal Issue
21
Journal Page Range
12 pgs.
ISSN
1550-235X

Optional Information

Copyright
©2024 American Physical Society
Contract/Grant/Project number
NRF-CRP21-2018-0003; RG76/22
Notes
Contact Email: Contact author: rajdeep.rawat@nie.edu.sg; Record automatically processed
Funding organization
National Research Foundation Singapore; Ministry of Education - Singapore