Improved memory and synaptic device performance of HfO2-based multilayer memristor by inserting oxygen gradient TiOx layer

IF 5.3 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Jihee Park, Heeseong Jang, Yongjin Byun, Hyesung Na, Hyeonseung Ji, Sungjun Kim
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引用次数: 0

Abstract

Pt/Al/TiOx/HfO2/AlN/Pt devices demonstrate abrupt filamentary resistive switching (RS) that is strongly dependent on the bias polarity due to variations of the defect states in the TiOx layer, which is deposited using pulse direct current (DC) sputtering. In this study, we compare a device with a TiOx layer that serves as an oxygen reservoir layer (which has the same oxygen flow rate) with another device that has three TiOx layers with different oxygen flow rates. Both devices form an AlOx layer that acts as an overshoot suppression layer (OSL) due to a natural oxidation reaction between the TiOx oxygen reservoir layer and the Pt/Al top electrode. Additionally, the ultrathin AlN layer serves as an oxygen barrier layer (OBL) at the interface between the HfO2 layer and the Pt/Ti bottom electrode, inhibiting the movement of oxygen ions. The device with three oxygen layers achieves low current characteristics and low-power operation by gradually increasing the breakdown voltage. The optimized device demonstrates excellent linearity in terms of both potentiation and depression based on analog RS characteristics. Moreover, when the change in conductivity is employed as a weight in the neural network, neuromorphic system simulation can achieve a pattern recognition accuracy exceeding 91 %. Essential synaptic functions, including spike-rate-dependent plasticity (SRDP), spike-number-dependent plasticity (SNDP), spike-duration-plasticity (SDDP), and spike amplitude dependent plasticity (SADP), are also demonstrated to mimic biological synapses for neuromorphic computing applications. These results suggest that variations in oxygen flow in the Pt/Al/TiOx/HfO2/AlN/Pt structure could serve as a viable memory device for integration into neuromorphic systems.
Pt/Al/TiOx/HfO2/AlN/Pt 器件显示出突然的丝状电阻开关 (RS),这种开关与偏压极性密切相关,原因是使用脉冲直流 (DC) 溅射沉积的 TiOx 层中的缺陷态发生了变化。在本研究中,我们比较了一个具有作为储氧层的 TiOx 层(氧气流速相同)的器件和另一个具有三个不同氧气流速的 TiOx 层的器件。由于 TiOx 储氧层和铂/铝顶层电极之间的自然氧化反应,这两种装置都形成了一个 AlOx 层,作为过冲抑制层 (OSL)。此外,超薄 AlN 层在 HfO2 层和 Pt/Ti 底电极之间的界面上充当氧阻挡层 (OBL),抑制氧离子的移动。带有三个氧层的器件通过逐步提高击穿电压实现了低电流特性和低功耗运行。根据模拟 RS 特性,优化后的器件在增效和抑制方面都表现出卓越的线性。此外,将电导率的变化作为神经网络的权重时,神经形态系统模拟可实现超过 91% 的模式识别准确率。此外,还展示了基本的突触功能,包括尖峰速率相关可塑性(SRDP)、尖峰数量相关可塑性(SNDP)、尖峰持续时间相关可塑性(SDDP)和尖峰振幅相关可塑性(SADP),以模拟生物突触,用于神经形态计算应用。这些结果表明,Pt/Al/TiOx/HfO2/AlN/Pt 结构中氧气流量的变化可以作为一种可行的记忆装置,集成到神经形态系统中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Chaos Solitons & Fractals
Chaos Solitons & Fractals 物理-数学跨学科应用
CiteScore
13.20
自引率
10.30%
发文量
1087
审稿时长
9 months
期刊介绍: Chaos, Solitons & Fractals strives to establish itself as a premier journal in the interdisciplinary realm of Nonlinear Science, Non-equilibrium, and Complex Phenomena. It welcomes submissions covering a broad spectrum of topics within this field, including dynamics, non-equilibrium processes in physics, chemistry, and geophysics, complex matter and networks, mathematical models, computational biology, applications to quantum and mesoscopic phenomena, fluctuations and random processes, self-organization, and social phenomena.
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