Back to Search
Start Over
Magnetic field-free stochastic computing based on the voltage-controlled magnetic tunnel junction.
- 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]
- Subjects :
- *MAGNETIC tunnelling
*VOLTAGE control
*SPINTRONICS
Subjects
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