溶液加工 Ga2O3 薄膜的光突触 Memristor 器件

IF 5.3 2区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Wei Wang, Xiangxiang Gao, Zhenhua Lin, Haoyu Bai, Dongsheng Cui, Jie Su, Jincheng Zhang, Yue Hao, Jingjing Chang
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引用次数: 0

摘要

与生物突触功能相结合的硬件是实现类脑计算的关键。与生物突触结构相似的电阻式随机存取存储器(RRAM)是模拟生物突触功能的重要候选材料。本研究采用溶液法制备了作为 RRAM 功能层的 Ga2O3 薄膜,并随后构建了基于 RRAM 的 Ag/Ga2O3/Si 结构光突触器件。该器件具有优异的双极电阻开关特性、大存储窗口和长保持时间等优点。此外,该器件还能在光脉冲刺激下产生兴奋性突触后电流(EPSC)和成对脉冲促进(PPF)行为,从而实现对突触可塑性的模拟。通过观察光子突触在不同条件下的尖峰持续时间依赖可塑性(SDDP)、尖峰强度依赖可塑性(SIDP)、尖峰数量依赖可塑性(SNDP)和尖峰速率依赖可塑性(SRDP)特性,实现了突触行为从短期记忆(STM)到长期记忆(LTM)的转变。该装置还模拟了 "学习-遗忘-记忆 "的连续过程,揭示了基于RRAM的光子突触在人工视觉感知和记忆存储领域的巨大潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Photo-synaptic Memristor Devices from Solution-processed Ga2O3 Thin Films

Photo-synaptic Memristor Devices from Solution-processed Ga2O3 Thin Films
Hardware integration with biological synaptic function is the key to realizing brain-like computing. Resistive Random Access Memory (RRAM), with a similar structure to biological synapses, are important candidate for the simulation of biological synaptic function. In this work, Ga2O3 film as a functional layer of RRAM is prepared by the solution method, and an RRAM-based photo-synaptic device with an Ag/Ga2O3/Si structure is constructed subsequently. The device exhibits excellent bipolar resistive switching characteristics, with the merits of a large storage window and long retention time. Furthermore, the devices generated excitatory postsynaptic currents (EPSC) and paired-pulse facilitation (PPF) behaviors under light pulse stimulation, enabling the simulation of synaptic plasticity. The transformation of synaptic behavior from short-term memory (STM) to long-term memory (LTM) is achieved by observing the spike-duration dependent plasticity (SDDP), spike-intensity dependent plasticity (SIDP), spike-number dependent plasticity (SNDP) and spike-rate dependent plasticity (SRDP) characteristics of photonic synapses under different conditions. The device also simulates the process of successive “learning-forgotten-remembering”, revealing that RRAM-based photonic synapses have great potential in the fields of artificial visual perception and memory storage.
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来源期刊
Advanced Electronic Materials
Advanced Electronic Materials NANOSCIENCE & NANOTECHNOLOGYMATERIALS SCIE-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
11.00
自引率
3.20%
发文量
433
期刊介绍: Advanced Electronic Materials is an interdisciplinary forum for peer-reviewed, high-quality, high-impact research in the fields of materials science, physics, and engineering of electronic and magnetic materials. It includes research on physics and physical properties of electronic and magnetic materials, spintronics, electronics, device physics and engineering, micro- and nano-electromechanical systems, and organic electronics, in addition to fundamental research.
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