Influence of Al2O3 layer on InGaZnO memristor crossbar array for neuromorphic applications

  • Choi, Woo Sik
  • Jang, Jun Tae
  • Kim, Donguk
  • Yang, Tae Jun
  • Kim, Changwook
  • 외 2명
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초록

In this study, we studied the effect of Al2O3 layer insertion on InGaZnO (IGZO) memristors by fabricating two kinds of crossbar arrays according to the presence or absence of the Al2O3 layer. It was confirmed that the asymmetric current-voltage ( I V ) characteristics come from the bias-polarity-dependent Schottky barrier and improving the symmetry of the I V properties plays an important role in programming the array. The on/off ratio and endurance characteristics of the device are improved by the inserted Al2O3 layer due to the voltage divide by high resistance of the layer. In addition, a pattern classification is experimentally verified in a 10 x 10 fabricated memristor crossbar array and the improvement of classification rate and power consumption by the insertion of the Al2O3 layer is discussed with binarized weight values. (c) 2022 Elsevier Ltd. All rights reserved.

키워드

MemristorMemristor crossbar arraySwitching MechanismSchottky barrier modulationPattern classificationWinner-takes-allNEURAL-NETWORKMEMORYBEHAVIORTRANSISTORSMODULATION
제목
Influence of Al2O3 layer on InGaZnO memristor crossbar array for neuromorphic applications
저자
Choi, Woo SikJang, Jun TaeKim, DongukYang, Tae JunKim, ChangwookKim, HyungjinKim, Dae Hwan
DOI
10.1016/j.chaos.2022.111813
발행일
2022-03
유형
Article
저널명
Chaos, Solitons and Fractals
156