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Dynamics-based neuromorphic properties of spintronics devices

Research Project

Project/Area Number 19K15428
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 29010:Applied physical properties-related
Research InstitutionTohoku University

Principal Investigator

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)

Project Period (FY) 2019-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2020: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2019: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywordsneuromorphic computing / synapse / neuron / spintronics / exchange bias / antiferromagnet / ferromagnet / Spintronics / Spin-orbit torque / Fast switching / Antiferromagnet / Exchange bias / Synapse / Neuron / Neuromorphic / artificial intelligence / antiferromagnets
Outline of Research at the Start

This research is aimed to using magnetization dynamics for biologically plausible computations in artificial spiking neural networks. Emulation of a synapse and neuron in our research will allow very efficient, enduring, non-volatile architectures without leakage currents and with high frequencies.

Outline of Final Research Achievements

We have clarified the microscopic mechanism behind spin-orbit torque switching in ferromagnet/antiferromagnet (FM/AFM) stacks. It was found that exchange bias (EB) at the FM/AFM interface varies throughout the system and causes non-binary behavior. This variation happens at a fine scale of the stack grain size i.e. ~ 15 nm. Within a grain, the FM/AFM interface can be assumed to be monocrystalline and it can give EB as large as hundreds of mT. Much weaker EB of ~20-40 mT, previously measured at the FM domain level (~ 200 nm in effective diameter) can be explained by averaging effects. EB in each site is determined by crystallographic orientation of the grain and the quality of the FM/AFM interface, which leads to a wide dispersion of values in polycrystalline non-epitaxial systems.

Academic Significance and Societal Importance of the Research Achievements

The new picture of EB in polycrystalline systems, confirmed experimentally and with simulations, is crucial for understanding and engineering of EB both for fundamental studies and neuromorphic applications.

Report

(3 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • Research Products

    (10 results)

All 2020 2019 Other

All Int'l Joint Research (2 results) Journal Article (3 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 3 results,  Open Access: 1 results) Presentation (5 results) (of which Int'l Joint Research: 1 results,  Invited: 4 results)

  • [Int'l Joint Research] ETH Zurich/Gambardella Lab(スイス)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] Diamond Light Source(英国)

    • Related Report
      2019 Research-status Report
  • [Journal Article] Multidomain Memristive Switching of Pt38Mn62/[Co/Ni]n Multilayers2020

    • Author(s)
      G. K. Krishnaswamy, A. Kurenkov, G. Sala, M. Baumgartner, V. Krizakova, C. Nistor, F. Maccherozzi, S. S. Dhesi, S. Fukami, H. Ohno, and P. Gambardella
    • Journal Title

      Physical Review Applied

      Volume: 14 Issue: 4 Pages: 044036-044036

    • DOI

      10.1103/physrevapplied.14.044036

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Spin-orbit torque switching of an antiferromagnetic metallic heterostructure2020

    • Author(s)
      S. DuttaGupta, A. Kurenkov, O. A. Tretiakov, G. Krishnaswamy, G. Sala, V. Krizakova, F. Maccherozzi, S. S. Dhesi. P. Gambardella, S. Fukami and H. Ohno
    • Journal Title

      Nature Communications

      Volume: 11 Issue: 1 Pages: 5715-5715

    • DOI

      10.1038/s41467-020-19511-4

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Neuromorphic computing with antiferromagnetic spintronics2020

    • Author(s)
      A. Kurenkov, S. Fukami, and H. Ohno
    • Journal Title

      Journal of Applied Physics

      Volume: 128 Issue: 1 Pages: 010902-010902

    • DOI

      10.1063/5.0009482

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Spintronics for uniform artificial synapse and neuron2020

    • Author(s)
      A. Kurenkov, S. Fukami, Y. Horio, H. Ohno
    • Organizer
      8th RIEC Symposium on Brain Functions and Brain Computer
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] Antiferromagnet/Ferromagnet Heterostructures for Artificial Neurons and Synapses2019

    • Author(s)
      A. Kurenkov, S. DuttaGupta, C. Zhang, S. Fukami, Y. Horio, H. Ohno
    • Organizer
      JSAP 80th Autumn Meeting
    • Related Report
      2019 Research-status Report
  • [Presentation] Antiferromagnet/ferromagnet heterostructures as synapses and neurons2019

    • Author(s)
      A. Kurenkov
    • Organizer
      SPICE Workshop. Antiferromagnetic Spintronics: from topology to neuromorphic computing
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] Artificial synapse and neuron based on the dynamics of spintronic devices2019

    • Author(s)
      A. Kurenkov, S. DuttaGupta, C. Zhang, S. Fukami, Y. Horio, H. Ohno
    • Organizer
      64th Annual Conference on Magnetism and Magnetic Materials (MMM-2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Uniform artificial synapse and neuron based on spintronic devices2019

    • Author(s)
      A. Kurenkov, S. DuttaGupta, C. Zhang, S. Fukami, Y. Horio, H. Ohno
    • Organizer
      17th RIEC International Workshop on Spintronics
    • Related Report
      2019 Research-status Report
    • Invited

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Published: 2019-04-18   Modified: 2024-01-30  

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