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Electronic synaptic characteristics and simulation application of Ag/CeO2/Pt memristor

记忆电阻器 神经形态工程学 材料科学 人工神经网络 电压 电阻式触摸屏 突触 纳米技术 计算机科学 光电子学 电子工程 人工智能 电气工程 工程类 神经科学 计算机视觉 生物
作者
Hangfei Li,Tong Liu,Yanbin Wang,Sunyingyue Geng,Ting Xu,Minghui Cao,Shuangqing Fan,Tao Liu,Jie Su
出处
期刊:Ceramics International [Elsevier]
卷期号:48 (10): 13754-13760 被引量:22
标识
DOI:10.1016/j.ceramint.2022.01.256
摘要

With the development of science and technology, artificial neural networks (ANNs) have become a research spot. Furthermore, two-terminal oxide memristors with adjustable resistance have attracted extensive attention due to their simple structure, low power consumption, and easy integration, among other attractive features. Additionally, among many oxides, ceria has exhibited good performance, such as longer retention and better stability in resistive devices; however, it was currently rarely used in artificial neural synapses. In this work, a self-designed Ag/CeO2/Pt memristor was found to realize the slow transition between the high-resistance state (HRS) and low-resistance state (LRS) at a very small working voltage. It was also found to exhibit very good retention performance and cyclic characteristics. The conductivity of the device was analyzed by the current-voltage (I–V) characteristics curve. Furthermore, its artificial synaptic function was explored, and a series of neuromorphic systems simulations were carried out. Additionally, the relationships between the pulse sequence parameters and the resistance state of the device were explored, and an electrical signal simulation of Pavlov's dog experiment was designed. The findings demonstrated that the device could be used to realize the application of artificial neural synapse simulation.
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