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Influence of levy noise on subthreshold synchronization of spintronic stochastic neurons

Authors :
Zhiqiang Liao
Kaijie Ma
Siyi Tang
Md Shamim Sarker
Hiroyasu Yamahara
Hitoshi Tabata
Source :
Results in Physics, Vol 27, Iss , Pp 104475- (2021)
Publication Year :
2021
Publisher :
Elsevier, 2021.

Abstract

Superparamagnetic tunnel junctions (SMTJs) are spintronic nanodevices that can oscillate spontaneously under the influence of thermal noise. Studies have proposed that SMTJs can be modeled as magnetic neurons by subjecting them to electrical Gaussian white noise and can be subsequently synchronized under subthreshold driving. Considering the non-Gaussian background noise in industrial applications, this study investigated the influence of levy noise on SMTJ subthreshold synchronization. The results revealed that levy noise with weak pulse characteristics can be used to promote the subthreshold synchronization of the SMTJs, whereas levy noise with enhanced pulse characteristics cannot be used. Under the same conditions, enhanced levy noise asymmetry is advantageous for achieving SMTJ synchronization under subthreshold driving.

Details

Language :
English
ISSN :
22113797
Volume :
27
Issue :
104475-
Database :
Directory of Open Access Journals
Journal :
Results in Physics
Publication Type :
Academic Journal
Accession number :
edsdoj.87c2b05560e044109f2d773eb065bc83
Document Type :
article
Full Text :
https://doi.org/10.1016/j.rinp.2021.104475