基于界面效应的纳米TiOxvertical突触装置在神经形态计算系统中的高密度集成。

IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY
Seojin Cho, Geonhui Han, Chuljun Lee, Jiyong Woo, Daeseok Lee
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引用次数: 0

摘要

为了实现一个能够有效处理大量非结构化数据的神经形态计算系统,需要大量的突触和神经元设备,导致面积需求增加。因此,我们开发了一种支持高密度集成的纳米级垂直结构突触装置。为了实现这种突触装置,研究并利用了电阻开关层与电极之间的界面效应。进行了电学和物理分析,以了解所开发的突触装置的工作机制。结果表明,来自电阻开关层的氧离子被电极吸收,形成金属-氧键。开关层中的电压浓度可以改变器件的总电导。为了评估其在神经形态系统中作为突触装置的潜力,开发的装置通过模式识别模拟进行评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Interface effect based nano-scale TiOXvertical synapse device for high-density integration in neuromorphic computing system.

To implement a neuromorphic computing system capable of efficiently processing vast amounts of unstructured data, a significant number of synapse and neuron devices are needed, resulting in increased area demands. Therefore, we developed a nanoscale vertically structured synapse device that supports high-density integration. To realize this synapse device, the interface effects between the resistive switching layer and the electrode were investigated and utilized. Electrical and physical analyses were conducted to comprehend the operational mechanism of the developed synapse device. The results indicate that oxygen ions from the resistive switching layer were absorbed by the electrode, forming metal-oxygen bonds. TheVOconcentration in the switching layer that can change the total conductance of the device. To assess its potential as a synapse device in the neuromorphic system, the developed device was evaluated through pattern recognition simulation.

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来源期刊
Nanotechnology
Nanotechnology 工程技术-材料科学:综合
CiteScore
7.10
自引率
5.70%
发文量
820
审稿时长
2.5 months
期刊介绍: The journal aims to publish papers at the forefront of nanoscale science and technology and especially those of an interdisciplinary nature. Here, nanotechnology is taken to include the ability to individually address, control, and modify structures, materials and devices with nanometre precision, and the synthesis of such structures into systems of micro- and macroscopic dimensions such as MEMS based devices. It encompasses the understanding of the fundamental physics, chemistry, biology and technology of nanometre-scale objects and how such objects can be used in the areas of computation, sensors, nanostructured materials and nano-biotechnology.
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