Cu/MgO-based resistive random access memory for neuromorphic applications

神经形态工程学 电阻随机存取存储器 随机存取存储器 材料科学 电阻式触摸屏 光电子学 随机存取 计算机科学 纳米技术 化学 电极 人工智能 计算机网络 操作系统 人工神经网络 计算机硬件 物理化学
作者
Hu Gao,Zhendi Yu,Hao Qu,Youhong Yuan,Dengfeng Li,Mingmin Zhu,Jinming Guo,Xia Chen,Xunying Wang,Baoyuan Wang,Guokun Ma,Hao Wang,Wenjing Dong
出处
期刊:Applied Physics Letters [American Institute of Physics]
卷期号:124 (14) 被引量:2
标识
DOI:10.1063/5.0189599
摘要

Resistive Random Access Memory (ReRAM) is considered to be a suitable candidate for future memories due to its low operating voltage, fast access speed, and the potential to be scaled down to nanometer range for ultra-high-density storage. In addition, its ability to retain multi-level resistance states makes it suitable for neuromorphic computing applications. In this paper, we report the resistive switching performance of Cu/MgO/Pt ReRAM. Repetitive resistive switching transitions with low switching voltages (around 1 V), 102 storage windows, and multi-level memory capabilities have been obtained. Biological synaptic plasticity behavior, such as long-duration potentiation/depression and paired-pulse facilitation, has been realized by the Cu/MgO/Pt ReRAM. The simulation of convolutional neural network for handwritten digit recognition is carried out to evaluate its potential application in neuromorphic systems. Finally, the conduction mechanism of the device is studied, and a resistive switching model based on Cu conducting filaments is proposed according to the dependence of I–V results on temperature and electrode size as well as the element distribution in the device. These findings indicate the potential of Cu/MgO/Pt device as high-performance nonvolatile memories and its utilization in future computer systems and neuromorphic computing.
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