Emulation of neuron and synaptic functions in spin-orbit torque domain wall devices

被引:2
|
作者
Kumar, Durgesh [1 ]
Maddu, Ramu [1 ]
Chung, Hong Jing [2 ]
Rahaman, Hasibur [1 ]
Jin, Tianli [1 ]
Bhatti, Sabpreet [1 ]
Ter Lim, Sze [2 ]
Sbiaa, Rachid [3 ]
Piramanayagam, S. N. [1 ]
机构
[1] Nanyang Technol Univ, Sch Phys & Math Sci, 21 Nanyang Link, Singapore 637371, Singapore
[2] ASTAR, Inst Mat Res & Engn, 2 Fusionopolis Way, Innovis 138634, Singapore
[3] Sultan Qaboos Univ, Coll Sci, Dept Phys, POB 36, Muscat 123, Oman
基金
新加坡国家研究基金会;
关键词
Ferroelectric RAM - Spin dynamics;
D O I
10.1039/d3nh00423f
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
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. Neuromorphic computing based on spin-orbit torque driven domain wall (DW) devices is promising for energy-efficient computation. This study demonstrates energy efficient operations of DW neurons and synapses by novel reading and writing strategies.
引用
收藏
页码:1962 / 1977
页数:16
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