CMOS-compatible self-aligned 3D memristive elements for reservoir computing systems

被引:11
|
作者
Koroleva, Aleksandra A. [1 ]
Kuzmichev, Dmitry S. [1 ]
Kozodaev, Maxim G. [1 ]
Zabrosaev, Ivan V. [1 ]
Korostylev, Evgeny V. [1 ]
Markeev, Andrey M. [1 ]
机构
[1] Moscow Inst Phys & Technol, Inst Per 9, Dolgoprudnyi 141700, Moscow, Russia
基金
俄罗斯科学基金会; 俄罗斯基础研究基金会;
关键词
SYNAPSE DEVICE; MEMORY;
D O I
10.1063/5.0138218
中图分类号
O59 [应用物理学];
学科分类号
摘要
Neuromorphic capabilities of a self-aligned complementary metal-oxide-semiconductor compatible W/WOx/HfO2/Ru cell in a 3D vertical memristive structure were investigated. We show that the device exhibits nonfilamentary forming-free multilevel resistive switching with gradual resistance change. In addition, the poor retention of a low resistance state allows integration of these structures in architectures that require short-term memory characteristics such as reservoir computing systems. The ability of the device to rely on the temporal sequence of the stream was tested with the digit recognition task. Since a WOx layer was obtained by thermal oxidization and HfO2 and Ru layers were grown by atomic layer deposition methods, the device is suitable for high-density systems with high connectivity within a neural network.
引用
收藏
页数:7
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