基于Ga2O3的多功能光电忆阻器,用于人工突触和神经形态计算

IF 20.6 Q1 OPTICS
Dongsheng Cui, Mengjiao Pei, Zhenhua Lin, Hong Zhang, Mengyang Kang, Yifei Wang, Xiangxiang Gao, Jie Su, Jinshui Miao, Yun Li, Jincheng Zhang, Yue Hao, Jingjing Chang
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引用次数: 0

摘要

光电记忆电阻器具有数据存储和模拟人类视觉感知的能力。它们在神经形态视觉系统(NVs)中有很大的应用前景。本研究介绍了一种非晶宽禁带Ga2O3光电突触记忆电阻器,通过调节电流顺度(Icc)和利用可变紫外(UV-254 nm)光强实现3位数据存储。忆阻器辅助逻辑(MAGIC)中的“与”和“或”逻辑门是利用电压极性和紫外光作为输入信号来实现的。该装置还表现出高度稳定的突触特性,如对脉冲易化(PPF)、峰值强度依赖可塑性(SIDP)、峰值数量依赖可塑性(SNDP)、峰值时间依赖可塑性(STDP)、峰值频率依赖可塑性(SFDP)和学习经验行为。最后,当集成到人工神经网络(ANN)时,Ag/Ga2O3/Pt忆阻器件模拟了光脉冲增强和电脉冲抑制,具有较高的模式精度(90.7%)。具有多功能特性的单记忆细胞在光电记忆存储、神经形态计算和人工视觉感知等领域具有广阔的应用前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Versatile optoelectronic memristor based on wide-bandgap Ga2O3 for artificial synapses and neuromorphic computing

Versatile optoelectronic memristor based on wide-bandgap Ga2O3 for artificial synapses and neuromorphic computing

Optoelectronic memristors possess capabilities of data storage and mimicking human visual perception. They hold great promise in neuromorphic visual systems (NVs). This study introduces the amorphous wide-bandgap Ga2O3 photoelectric synaptic memristor, which achieves 3-bit data storage through the adjustment of current compliance (Icc) and the utilization of variable ultraviolet (UV-254 nm) light intensities. The “AND” and “OR” logic gates in memristor-aided logic (MAGIC) are implemented by utilizing voltage polarity and UV light as input signals. The device also exhibits highly stable synaptic characteristics such as paired-pulse facilitation (PPF), spike-intensity dependent plasticity (SIDP), spike-number dependent plasticity (SNDP), spike-time dependent plasticity (STDP), spike-frequency dependent plasticity (SFDP) and the learning experience behavior. Finally, when integrated into an artificial neural network (ANN), the Ag/Ga2O3/Pt memristive device mimicked optical pulse potentiation and electrical pulse depression with high pattern accuracy (90.7%). The single memristive cells with multifunctional features are promising candidates for optoelectronic memory storage, neuromorphic computing, and artificial visual perception applications.

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来源期刊
Light-Science & Applications
Light-Science & Applications 数理科学, 物理学I, 光学, 凝聚态物性 II :电子结构、电学、磁学和光学性质, 无机非金属材料, 无机非金属类光电信息与功能材料, 工程与材料, 信息科学, 光学和光电子学, 光学和光电子材料, 非线性光学与量子光学
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