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
相关论文
共 50 条
  • [1] Flexible spin-orbit torque devices
    Lee, OukJae
    You, Long
    Jang, Jaewon
    Subramanian, Vivek
    Salahuddin, Sayeef
    APPLIED PHYSICS LETTERS, 2015, 107 (25)
  • [2] Amplifying spin waves along Neel domain wall by spin-orbit torque
    Xing, Xiangjun
    Wang, T.
    Zhou, Yan
    APPLIED PHYSICS LETTERS, 2021, 118 (06)
  • [3] Domain wall dynamics driven by spin transfer torque and the spin-orbit field
    Hayashi, Masamitsu
    Nakatani, Yoshinobu
    Fukami, Shunsuke
    Yamanouchi, Michihiko
    Mitani, Seiji
    Ohno, Hideo
    JOURNAL OF PHYSICS-CONDENSED MATTER, 2012, 24 (02)
  • [4] Selective multiple domain wall injection using spin-orbit torque
    Luo, Ziyan
    Liao, Wugang
    Yang, Yumeng
    Zhu, Chunxiang
    Wu, Yihong
    APPLIED PHYSICS LETTERS, 2017, 111 (16)
  • [5] Dynamics of domain-wall motion driven by spin-orbit torque in antiferromagnets
    Sanchez-Tejerina, Luis
    Puliafito, Vito
    Amiri, Pedram Khalili
    Carpentieri, Mario
    Finocchio, Giovanni
    PHYSICAL REVIEW B, 2020, 101 (01)
  • [6] Domain wall-magnetic tunnel junction spin-orbit torque devices and circuits for in-memory computing
    Alamdar, Mahshid
    Leonard, Thomas
    Cui, Can
    Rimal, Bishweshwor P.
    Xue, Lin
    Akinola, Otitoaleke G.
    Xiao, T. Patrick
    Friedman, Joseph S.
    Bennett, Christopher H.
    Marinella, Matthew J.
    Incorvia, Jean Anne C.
    APPLIED PHYSICS LETTERS, 2021, 118 (11)
  • [7] Benchmarking of spin-orbit torque vs spin-transfer torque devices
    Kumar, Piyush
    Naeemi, Azad
    APPLIED PHYSICS LETTERS, 2022, 121 (11)
  • [8] Materials, physics, and devices of spin-orbit torque effect
    Han, Xiufeng
    Wan, Caihua
    Yu, Guoqiang
    APPLIED PHYSICS LETTERS, 2021, 118 (18)
  • [9] Position error-free control of magnetic domain-wall devices via spin-orbit torque modulation
    Lee, Seong-Hyub
    Kim, Myeonghoe
    Whang, Hyun-Seok
    Nam, Yune-Seok
    Park, Jung-Hyun
    Kim, Kitae
    Kim, Minhwan
    Shin, Jiho
    Yu, Ji-Sung
    Yoon, Jaesung
    Chang, Jun-Young
    Kim, Duck-Ho
    Choe, Sug-Bong
    NATURE COMMUNICATIONS, 2023, 14 (01)
  • [10] Position error-free control of magnetic domain-wall devices via spin-orbit torque modulation
    Seong-Hyub Lee
    Myeonghoe Kim
    Hyun-Seok Whang
    Yune-Seok Nam
    Jung-Hyun Park
    Kitae Kim
    Minhwan Kim
    Jiho Shin
    Ji-Sung Yu
    Jaesung Yoon
    Jun-Young Chang
    Duck-Ho Kim
    Sug-Bong Choe
    Nature Communications, 14