Suppr超能文献

理解用于神经形态系统的三端突触器件中的质子诱导突触行为。

Understanding of proton induced synaptic behaviors in three-terminal synapse device for neuromorphic systems.

机构信息

Center for Single Atom-based Semiconductor Device and Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang, Republic of Korea.

出版信息

Nanotechnology. 2019 Jun 21;30(25):255202. doi: 10.1088/1361-6528/ab0b97. Epub 2019 Feb 28.

Abstract

In this study, we investigate a proton-based three-terminal (3-T) synapse device to realize linear weight-update and I-V linearity characteristics for neuromorphic systems. The conductance states of the 3-T synapse device can be controlled by modulating the proton concentration in the WO channel. Therefore, we estimate the dynamic change of proton concentration in the channel region, which directly affects synaptic behaviors. Our findings indicate that the supply of an excess number of protons from the SiO-H electrolyte and low proton diffusivity in the WO channel result in asymmetric and non-linear weight-update characteristics. In addition, though the linear I-V characteristics can be obtained using non-stoichiometric WO, we observe that significant oxygen deficiency in the channel region increases the operating current levels. Thus, based on this information, we introduce optimized conditions of each component in the 3-T synapse device and shape of the gate voltage pulses. As a result, an excellent classification accuracy is achieved using linear weight-update and I-V linearity characteristics under optimized device and pulse conditions.

摘要

在这项研究中,我们研究了基于质子的三端(3-T)突触器件,以实现用于神经形态系统的线性权重更新和 I-V 线性特性。3-T 突触器件的电导状态可以通过调节 WO 沟道中的质子浓度来控制。因此,我们估计了直接影响突触行为的沟道区域中质子浓度的动态变化。我们的研究结果表明,来自 SiO-H 电解质的过量质子供应和 WO 沟道中低质子扩散性导致不对称和非线性的权重更新特性。此外,虽然可以使用非化学计量 WO 获得线性 I-V 特性,但我们观察到通道区域中的显著缺氧会增加工作电流水平。因此,基于这些信息,我们在 3-T 突触器件和栅极电压脉冲的形状中引入了每个组件的优化条件。结果,在优化的器件和脉冲条件下,通过线性权重更新和 I-V 线性特性实现了出色的分类准确性。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验