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Material design strategies for emulating neuromorphic functionalities with resistive switching memories

  • Panagiotis Bousoulas*
  • , Stavros Kitsios
  • , Theodoros Panagiotis Chatzinikolaou
  • , Iosif Angelos Fyrigos
  • , Vasileios Ntinas
  • , Michail Antisthenis Tsompanas
  • , Georgios Ch Sirakoulis*
  • , Dimitris Tsoukalas
  • *Kontaktforfatter

Publikation: Bidrag til tidsskrift › Review (oversigtsartikel) › peer review

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.

OriginalsprogEngelsk
ArtikelnummerSM0806
TidsskriftJapanese Journal of Applied Physics
Vol/bind61
Udgave nummerSM
ISSN0021-4922
DOI
StatusUdgivet - 1 okt. 2022
Udgivet eksterntJa

Bibliografisk note

Publisher Copyright:
© 2022 The Author(s). Published on behalf of The Japan Society of Applied Physics by IOP Publishing Ltd.

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