Asymmetric GaN/ZnO Engineered Resistive Memory Device for Electronic Synapses

  • Muhammad Umair Khan
  • , Chaudhry Muhammad Furqan
  • , Jungmin Kim
  • , Sobia Ali Khan
  • , Qazi Muhammad Saqib
  • , Mahesh Y. Chougale
  • , Rayyan Ali Shaukat
  • , Moon Hee Kang
  • , Nobuhiko P. Kobayashi
  • , Jinho Bae
  • , Hoi Sing Kwok

Research output: Contribution to journalArticlepeer-review

21 Scopus citations

Abstract

The asymmetric resistive memory device can be more suitable to reduce the crosstalk effect in a crossbar array. Similarly, this work focused on the material and design concept to achieve a one-directional engineered resistive switching memory device to reduce crosstalk effect for electronic synapses. The pulsed modulated DC sputtered crystalline GaN heterojunction with ITO/ZnO Schottky diode, resulting in one-directional digital resistive switching. The DC sputtered polycrystalline GaN is used on top of the ITO/ZnO Schottky barrier to achieve asymmetric multistate resistive switching behavior. The synaptic operation helps to investigate the stable synaptic spike-rate-dependent plasticity (SRDP), spike-timing-dependent plasticity (STDP), and long-term potentiation/depression (LTP/LTD). The weight change of the device was evaluated by the Modified National Institute of Standards and Technology (MNIST) image recognition technique at the system-level neural network. The simulation part deepens the concept that an asymmetric neuromorphic device can help reduce the crosstalk effect in a crossbar array to implement AI inference applications.

Original languageBritish English
Pages (from-to)297-307
Number of pages11
JournalACS Applied Electronic Materials
Volume4
Issue number1
DOIs
StatePublished - 25 Jan 2022

Keywords

  • electronic synapses
  • gallium nitride
  • long-term potentiation/depression
  • SRDP
  • STDP

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