神经形态工程学
电阻随机存取存储器
材料科学
电导
光电子学
原子层沉积
再现性
突触重量
电阻式触摸屏
记忆电阻器
电压
纳米技术
薄膜
人工神经网络
电子工程
计算机科学
电气工程
凝聚态物理
物理
工程类
机器学习
统计
计算机视觉
数学
作者
Sohyeon Kim,Yawar Abbas,Yu‐Rim Jeon,A.S. Sokolov,Bon‐Cheol Ku,Changhwan Choi
出处
期刊:Nanotechnology
[IOP Publishing]
日期:2018-07-27
卷期号:29 (41): 415204-415204
被引量:57
标识
DOI:10.1088/1361-6528/aad64c
摘要
We performed various pulse measurements on an atomic layer deposited (ALD) HfO2-based resistive switching random access memory (RRAM) device and investigated its electronic synaptic characteristics. Unlike requirements for RRAM device application, to achieve the multi-state conductance changes required for the synaptic device, we employed additional sputtered TaOx thin film formation on the ALD HfO2 switching medium, which leads to engineering the concentration of oxygen vacancies and modulating the conductive filaments. With this TaOx/HfO2 bi-layered device, we attained gradual resistive switching, linear and symmetric conductance change, improved endurance and reproducibility characteristics compared to a single HfO2 device. Finally, we emulated spike-timing-dependent plasticity based learning rule with pulses inspired by neural action potential, indicating its potential as an electronic synaptic device in a hardware neuromorphic system.
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