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Material design strategies for emulating neuromorphic functionalities with resistive switching memories.

Authors :
Bousoulas, Panagiotis
Kitsios, Stavros
Chatzinikolaou, Theodoros Panagiotis
Fyrigos, Iosif-Angelos
Ntinas, Vasileios
Tsompanas, Michail-Antisthenis
Sirakoulis, Georgios Ch.
Tsoukalas, Dimitris
Source :
Japanese Journal of Applied Physics; Oct2022, Vol. 61 Issue SM, p1-12, 12p
Publication Year :
2022

Abstract

Nowadays, the huge power consumption and the inability of the conventional circuits to deal with real-time classification tasks have necessitated the devising of new electronic devices with inherent neuromorphic functionalities. Resistive switching memories arise as an ideal candidate due to their low footprint and small leakage current dissipation, while their intrinsic randomness is smoothly leveraged for implementing neuromorphic functionalities. In this review, valence change memories or conductive bridge memories for emulating neuromorphic characteristics are demonstrated. Moreover, the impact of the device structure and the incorporation of Pt nanoparticles is thoroughly investigated. Interestingly, our devices possess the ability to emulate various artificial synaptic functionalities, including paired-pulsed facilitation and paired-pulse depression, long-term plasticity and four different types of spike-dependent plasticity. Our approach provides valuable insights from a material design point of view towards the development of multifunctional synaptic elements that operate with low power consumption and exhibit biological-like behavior. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00214922
Volume :
61
Issue :
SM
Database :
Complementary Index
Journal :
Japanese Journal of Applied Physics
Publication Type :
Academic Journal
Accession number :
163253609
Full Text :
https://doi.org/10.35848/1347-4065/ac7774