人工神经元
材料科学
可扩展性
神经元
人工神经网络
制作
记忆电阻器
纳米技术
神经形态工程学
单层
计算机科学
人工智能
电子工程
神经科学
工程类
病理
生物
替代医学
数据库
医学
作者
Jingyun Wang,Changjiu Teng,Zhiyuan Zhang,Wenjun Chen,Junyang Tan,Yikun Pan,Rongjie Zhang,Heyuan Zhou,Baofu Ding,Hui‐Ming Cheng,Bilu Liu
出处
期刊:ACS Nano
[American Chemical Society]
日期:2021-09-17
卷期号:15 (9): 15123-15131
被引量:30
标识
DOI:10.1021/acsnano.1c05565
摘要
A spiking neural network consists of artificial synapses and neurons and may realize human-level intelligence. Unlike the widely reported artificial synapses, the fabrication of large-scale artificial neurons with good performance is still challenging due to the lack of a suitable material system and integration method. Here, we report an ultrathin (less than10 nm) and inch-size two-dimensional (2D) oxide-based artificial neuron system produced by a controllable assembly of solution-processed 2D monolayer TiOx nanosheets. Artificial neuron devices based on such 2D TiOx films show a high on/off ratio of 109 and a volatile resistance switching phenomenon. The devices can not only emulate the leaky integrate-and-fire activity but also self-recover without additional circuits for sensing and reset. Moreover, the artificial neuron arrays are fabricated and exhibited good uniformity, indicating their large-area integration potential. Our results offer a strategy for fabricating large-scale and ultrathin 2D material-based artificial neurons and 2D spiking neural networks.
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