A concept of optically triggered and electrically controlled ultra-fast neuromorphic computing processor based on an antiferromagnetic/heavy metal (AFM/HM) heterostructure is proposed. The AFM/HM-based artificial neurons are excited with short THz-range pulses, triggering precession in AFM. Bias electric current in the HM layer can be used to modify the resonance frequency of precession. The conversion of the precession into the electric current in the HM-layer occurs via the inverse spin Hall effect. A model of a neuromorphic processor is, thus, proposed, consisting of excitatory AFM-based artificial neurons—oscillators, and processing neurons—detectors. We show that the use of optical excitation can significantly increase the processing speed of neuromorphic computing at low power consumption. Examples of the implementation of the simplest logical operations (OR, AND) are demonstrated.
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14 February 2022
Research Article|
February 14 2022
Optically initialized and current-controlled logical element based on antiferromagnetic-heavy metal heterostructures for neuromorphic computing
Special Collection:
Ultrafast and Terahertz Spintronics
A. Mitrofanova
;
A. Mitrofanova
a)
1
Bauman Moscow State Technical University
, 2 Baumanskaya Street, Moscow 105005, Russia
2
Kotel'nikov Institute of Radioengineering and Electronics, Russian Academy of Sciences
, Moscow 125009, Russia
a)Author to whom correspondence should be addressed: nastya_mitrofanova_2000@mail.ru
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A. Safin
;
A. Safin
2
Kotel'nikov Institute of Radioengineering and Electronics, Russian Academy of Sciences
, Moscow 125009, Russia
3
Moscow Power Engineering Institute
, 14 Krasnokazarmennaya Street, Moscow 111250, Russia
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O. Kravchenko
;
O. Kravchenko
1
Bauman Moscow State Technical University
, 2 Baumanskaya Street, Moscow 105005, Russia
2
Kotel'nikov Institute of Radioengineering and Electronics, Russian Academy of Sciences
, Moscow 125009, Russia
4
Federal Research Center “Computer Science and Control” of RAS
, Vavilova st. 40, 119333, Moscow, Russia
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S. Nikitov
;
S. Nikitov
2
Kotel'nikov Institute of Radioengineering and Electronics, Russian Academy of Sciences
, Moscow 125009, Russia
5
Moscow Institute of Physics and Technology
, 9 Instituskij pereulok, Dolgoprudny, 141701, Moscow Region, Russia
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A. Kirilyuk
A. Kirilyuk
2
Kotel'nikov Institute of Radioengineering and Electronics, Russian Academy of Sciences
, Moscow 125009, Russia
6
FELIX Laboratory, Radboud University
, Toernooiveld 7, 6525 AJ Nijmegen, The Netherlands
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a)Author to whom correspondence should be addressed: nastya_mitrofanova_2000@mail.ru
Note: This paper is part of the APL Special Collection on Ultrafast and Terahertz Spintronics.
Appl. Phys. Lett. 120, 072402 (2022)
Article history
Received:
November 22 2021
Accepted:
January 29 2022
Citation
A. Mitrofanova, A. Safin, O. Kravchenko, S. Nikitov, A. Kirilyuk; Optically initialized and current-controlled logical element based on antiferromagnetic-heavy metal heterostructures for neuromorphic computing. Appl. Phys. Lett. 14 February 2022; 120 (7): 072402. https://doi.org/10.1063/5.0079532
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