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2019 年度 実施状況報告書

Dynamics-based neuromorphic properties of spintronics devices

研究課題

研究課題/領域番号 19K15428
研究機関東北大学

研究代表者

KURENKOV ALEKSANDR  東北大学, 先端スピントロニクス研究開発センター, 学術研究員 (80830645)

研究期間 (年度) 2019-04-01 – 2021-03-31
キーワードSpintronics / Spin-orbit torque / Fast switching / Antiferromagnet / Neuromorphic / Synapse / Neuron
研究実績の概要

In FY2019 I and collaborators have advanced in the understanding of the switching in antiferromagnet/ferromagnet heterostuctures. The switching was found to be governed not only by the symmetries of spin-orbit torque, Dzyaloshinski-Moriya interaction and magnetic field but also exchange bias. It varies throughout the sample creating complicated energy landscape which promotes domain wall-driven magnetization reversal in some directions and suppresses it in the others. As a result, different areas of the ferromagnet switch either deterministically, stochastically or remain fixed. Control of the stack properties such as exchange bias allows achieving the desired switching properties which opens the way towards ultrafast neuromorphic devices including synapses and neurons.

現在までの達成度 (区分)
現在までの達成度 (区分)

2: おおむね順調に進展している

理由

The ultrafast neuron and synapse proposed in the application rely on magnetization dynamics. Thus understanding it in details is crucial for the project. Initial simulations assumed coherent rotation of magnetization in each binary domain of the memristive anftiferromagnet/ferromagnet structure. However the experiment and following analysis have revealed that switching is dominated by domain expansion in the preferable directions determined by exchange bias landscape. Therefore, the model needs to be reconsidered to account for the non-coherent switching.
Influence of the ferromagnetic and antiferromagnetic layers properties on memrisrtivity, areal "completeness" of switching and switching current have been determined. It will allow optimizing the stacks for artificial neurons and synapses.

今後の研究の推進方策

Next steps include micromagnetic simulation of the magnetization response to very short pulses (~100 ps) in the antiferromagnet/ferromagnet structures. It is necessary to clarify how the domain pattern will respond to several pulses applied in sequences, characteristic for synapses and neurons. Despite the non-coherent magnetization reversal, short-term memory properties required for synapses and neurons are expected. Moreover, this switching mechanism may provide more biologically plausible results than in the case of independent switching of different areas of the sample. Micromagnetic simulations will be performed in mumax3 software package. This step will clarify optimal parameters of the electric pulses and allow experimental proceeding with samples emulating synapses and neurons.

次年度使用額が生じた理由

As described in the project progress section, it has been experimentally discovered that adjustments need to be done in the model describing our material system. Therefore the grant funds were invested in the hardware for micromagnetic simulations required for deciding the exact experimental parameters. Purchase of the experimental equipment has been postponed until the simulations are complete. This is the reason for carrying over the funds to the next year. The planned usage is on the experimental equipment with properties deduced from the ongoing simulations.

  • 研究成果

    (7件)

すべて 2020 2019 その他

すべて 国際共同研究 (2件) 学会発表 (5件) (うち国際学会 1件、 招待講演 4件)

  • [国際共同研究] ETH Zurich/Gambardella Lab(スイス)

    • 国名
      スイス
    • 外国機関名
      ETH Zurich/Gambardella Lab
  • [国際共同研究] Diamond Light Source(英国)

    • 国名
      英国
    • 外国機関名
      Diamond Light Source
  • [学会発表] Spintronics for uniform artificial synapse and neuron2020

    • 著者名/発表者名
      A. Kurenkov, S. Fukami, Y. Horio, H. Ohno
    • 学会等名
      8th RIEC Symposium on Brain Functions and Brain Computer
    • 招待講演
  • [学会発表] Antiferromagnet/Ferromagnet Heterostructures for Artificial Neurons and Synapses2019

    • 著者名/発表者名
      A. Kurenkov, S. DuttaGupta, C. Zhang, S. Fukami, Y. Horio, H. Ohno
    • 学会等名
      JSAP 80th Autumn Meeting
  • [学会発表] Antiferromagnet/ferromagnet heterostructures as synapses and neurons2019

    • 著者名/発表者名
      A. Kurenkov
    • 学会等名
      SPICE Workshop. Antiferromagnetic Spintronics: from topology to neuromorphic computing
    • 招待講演
  • [学会発表] Artificial synapse and neuron based on the dynamics of spintronic devices2019

    • 著者名/発表者名
      A. Kurenkov, S. DuttaGupta, C. Zhang, S. Fukami, Y. Horio, H. Ohno
    • 学会等名
      64th Annual Conference on Magnetism and Magnetic Materials (MMM-2019)
    • 国際学会 / 招待講演
  • [学会発表] Uniform artificial synapse and neuron based on spintronic devices2019

    • 著者名/発表者名
      A. Kurenkov, S. DuttaGupta, C. Zhang, S. Fukami, Y. Horio, H. Ohno
    • 学会等名
      17th RIEC International Workshop on Spintronics
    • 招待講演

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公開日: 2021-01-27  

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