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Emulation of neuron and synaptic functions in spin–orbit torque domain wall devicesElectronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d3nh00423f

Authors :
Kumar, Durgesh
Maddu, Ramu
Chung, Hong Jing
Rahaman, Hasibur
Jin, Tianli
Bhatti, Sabpreet
Ter Lim, Sze
Sbiaa, Rachid
Piramanayagam, S. N.
Source :
Nanoscale Horizons; 2024, Vol. 9 Issue: 11 p1962-1977, 16p
Publication Year :
2024

Abstract

Neuromorphic computing (NC) architecture has shown its suitability for energy-efficient computation. Amongst several systems, spin–orbit torque (SOT) based domain wall (DW) devices are one of the most energy-efficient contenders for NC. To realize spin-based NC architecture, the computing elements such as synthetic neurons and synapses need to be developed. However, there are very few experimental investigations on DW neurons and synapses. The present study demonstrates the energy-efficient operations of neurons and synapses by using novel reading and writing strategies. We have used a W/CoFeB-based energy-efficient SOT mechanism to drive the DWs at low current densities. We have used the concept of meander devices for achieving synaptic functions. By doing this, we have achieved 9 different resistive states in experiments. We have experimentally demonstrated the functional spike and step neurons. Additionally, we have engineered the anomalous Hall bars by incorporating several pairs, in comparison to conventional Hall crosses, to increase the sensitivity as well as signal-to-noise ratio (SNR). We have performed micromagnetic simulations and transport measurements to demonstrate the above-mentioned functionalities.

Details

Language :
English
ISSN :
20556756 and 20556764
Volume :
9
Issue :
11
Database :
Supplemental Index
Journal :
Nanoscale Horizons
Publication Type :
Periodical
Accession number :
ejs67747914
Full Text :
https://doi.org/10.1039/d3nh00423f