材料科学
神经形态工程学
可控性
晶体管
电解质
突触
联轴节(管道)
光电子学
计算机科学
纳米技术
电压
电气工程
电极
化学
人工神经网络
神经科学
人工智能
工程类
生物
物理化学
数学
冶金
应用数学
作者
Dong‐Gyu Jin,Seung‐Hwan Kim,Seung‐Geun Kim,June Park,Euyjin Park,Hyun‐Yong Yu
出处
期刊:Small
[Wiley]
日期:2021-06-10
卷期号:17 (30): e2100242-e2100242
被引量:27
标识
DOI:10.1002/smll.202100242
摘要
Presently, the 3-terminal artificial synapse device has been in focus for neuromorphic computing systems owing to its excellent weight controllability. Here, an artificial synapse device based on the 3-terminal solid-state electrolyte-gated transistor is proposed to achieve outstanding synaptic characteristics with a human-like mechanism at low power. Novel synaptic characteristics are accomplished by precisely tuning the threshold voltage using the proton-electron coupling effect, which is caused by proton migration inside the electrolyte. However, these synaptic characteristics are degraded because traps at the interface of channel/electrolyte disturb the proton-electron coupling effect. To minimize degradation, the oxygen plasma treatment is performed to reduce interface traps. As a result, symmetric weight updates and outstanding synaptic characteristics are achieved. Furthermore, high repeatability and long-term plasticity are observed at low operating power, which is essential for artificial synapses. Therefore, this study shows the progress of artificial synapses and proposes a promising method, a low-power neuromorphic system, to achieve high accuracy.
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