突触可塑性
材料科学
钙钛矿(结构)
神经形态工程学
长时程增强
生物电子学
MNIST数据库
人工神经网络
纳米技术
计算机科学
人工智能
化学
生物化学
受体
生物传感器
结晶学
作者
Kyung Ju Kwak,Ji Hyun Baek,Da Eun Lee,In Hyuk Im,Mohammadreza Shokouhimehr,Seung Ju Kim,Yoon Jung Lee,Jae Young Kim,Ho Won Jang
出处
期刊:Nano Letters
[American Chemical Society]
日期:2022-06-08
卷期号:22 (14): 6010-6017
被引量:21
标识
DOI:10.1021/acs.nanolett.2c01272
摘要
In resistive switching memories or artificial synaptic devices, halide perovskites have attracted attention for their unusual features such as rapid ion migration, adjustable composition, and facile synthesis. Herein, the environmentally friendly and highly air stable CsCu2I3 perovskite films are used as the active layer in the Au/CsCu2I3/ITO/glass artificial synapses. The device shows variable synaptic plasticities such as long-term and short-term synaptic plasticity, paired-pulse facilitation, and spike-timing-dependent plasticity by combining potentiation and depression along the formation of conductive filaments. The performances of the devices are maintained for 160 days under ambient conditions. Additionally, the accuracy evaluation of the CsCu2I3-based artificial synapses performs exceptionally well with the MNIST and Fashion MNIST data sets, demonstrating high learning accuracy in deep neural networks. Using the novel B-site engineered halide perovskite material with extreme air stability, this study paves the way for artificial synaptic devices for next-generation in-memory hardware.
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