神经形态工程学
材料科学
光电子学
横杆开关
肖特基二极管
计算机科学
电子工程
二极管
人工神经网络
电信
工程类
人工智能
作者
Muhammad Umair Khan,Qazi Muhammad Saqib,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
标识
DOI:10.1021/acsaelm.1c01006
摘要
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.
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