神经形态工程学
材料科学
记忆电阻器
重置(财务)
光电子学
氧化铟锡
电阻随机存取存储器
计算机科学
电压
纳米技术
电子工程
电气工程
人工神经网络
人工智能
薄膜
金融经济学
工程类
经济
作者
Dongyeol Ju,Sunghun Kim,Sungjun Kim
出处
期刊:Nanomaterials
[Multidisciplinary Digital Publishing Institute]
日期:2023-09-01
卷期号:13 (17): 2477-2477
被引量:10
摘要
In this paper, we fabricate an ITO/SiN/TaN memristor device and analyze its electrical characteristics for a neuromorphic system. The device structure and chemical properties are investigated using transmission electron microscopy and X-ray photoelectron spectroscopy. Uniform bipolar switching is achieved through DC sweep under a compliance current of 5 mA. Also, the analog reset phenomenon is observed by modulating the reset voltage for long-term memory. Additionally, short-term memory characteristics are obtained by controlling the strength of the pulse response. Finally, bio-inspired synaptic characteristics are emulated using Hebbian learning rules such as spike-rate-dependent plasticity (SRDP) and spike-timing-dependent plasticity (STDP). As a result, we believe that the coexistence of short-term and long-term memories in the ITO/SiN/TaN device can provide flexibility in device design in future neuromorphic applications.
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