电阻随机存取存储器
X射线光电子能谱
电铸
神经形态工程学
材料科学
光电子学
图层(电子)
透射电子显微镜
分析化学(期刊)
纳米技术
化学
电极
化学工程
计算机科学
物理化学
机器学习
色谱法
人工神经网络
工程类
作者
Debashis Panda,C-A Chu,Arushi Pradhan,S Chandrasekharan,Bhaskar Pattanayak,Simon M. Sze,Tseung‐Yuen Tseng
标识
DOI:10.1088/1361-6641/abe31a
摘要
Abstract The synaptic linearity of resistive random-access memory (RRAM) based on TiO x /HfO 2 improved by inserting an ultrathin Al 2 O 3 layer is investigated. A gradual bipolar switching with a positive set and a negative reset is observed for devices with an Al 2 O 3 layer after an electroforming process. The devices with a 1 nm Al 2 O 3 layer exhibit acceptable reliability with >400 cycles DC endurance with no decrement of the on/off ratio after 10 4 sec. A remarkable enhancement in the synaptic linearity of potentiation 2.15 and depression 1.52 is achieved in this device. The conduction mechanisms at different current regions of the optimized device are studied. The presence of the Al 2 O 3 layer is confirmed by x-ray photoelectron spectroscopy (XPS) and transmission electron microscopy analyses. About 42% of the oxygen vacancy concentration calculated from the XPS spectra is responsible for the synaptic properties. This synaptic RRAM structure is suitable for upcoming neuromorphic computing devices.
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