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Temporal pattern recognition with delayed feedback spin-torque nano-oscillators.

Authors :
Riou M
Torrejon J
Garitaine B
Araujo FA
Bortolotti P
Cros V
Tsunegi S
Yakushiji K
Fukushima A
Kubota H
Yuasa S
Querlioz D
Stiles MD
Grollier J
Source :
Physical review applied [Phys Rev Appl] 2019; Vol. 12 (2).
Publication Year :
2019

Abstract

The recent demonstration of neuromorphic computing with spin-torque nano-oscillators has opened a path to energy efficient data processing. The success of this demonstration hinged on the intrinsic short-term memory of the oscillators. In this study, we extend the memory of the spin-torque nano-oscillators through time-delayed feedback. We leverage this extrinsic memory to increase the efficiency of solving pattern recognition tasks that require memory to discriminate different inputs. The large tunability of these non-linear oscillators allows us to control and optimize the delayed feedback memory using different operating conditions of applied current and magnetic field.

Details

Language :
English
ISSN :
2331-7019
Volume :
12
Issue :
2
Database :
MEDLINE
Journal :
Physical review applied
Publication Type :
Academic Journal
Accession number :
32118096
Full Text :
https://doi.org/10.1103/physrevapplied.12.024049