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Magnetic field-free stochastic computing based on the voltage-controlled magnetic tunnel junction.

Authors :
Luo, Yanxiang
Wu, Yuxuan
Zeng, Kexin
Zhang, Like
Liu, Shuhui
Luo, Renjuan
Luo, Yawen
Zhang, Xuan
Fang, Bin
Zhou, Yan
Zeng, Zhongming
Source :
Applied Physics Letters. 5/20/2024, Vol. 124 Issue 21, p1-6. 6p.
Publication Year :
2024

Abstract

The stochastic computing (SC) has been proven to be an energy-efficient way to perform neural network. In this study, we propose a field-free voltage-controlled spintronics SC system based on the magnetic tunnel junction (MTJ). We observe a stochastic switching behavior of the MTJ and that it could be controlled by the voltage applied on the device. The voltage-controlled stochastic switching behavior is used to encode numbers ranging from 0 to 1 into a series of random bit-streams in the SC system. Furthermore, the handwritten recognition task is performed on the MTJ-based SC system, achieving a 95% maximum accuracy, which is comparable with the floating-point based neural network. Our work provides inspiration for the energy-efficient neural network systems. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00036951
Volume :
124
Issue :
21
Database :
Academic Search Index
Journal :
Applied Physics Letters
Publication Type :
Academic Journal
Accession number :
177456331
Full Text :
https://doi.org/10.1063/5.0202103