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

18 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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