神经形态计算用聚苯二烯- pbte纳米复合记忆电阻器的光敏电阻开关

IF 5.1 3区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Nanoscale Pub Date : 2025-03-06 DOI:10.1039/D5NR00456J
Andrey D. Trofimov, Andrey V. Emelyanov, Anna N. Matsukatova, Alexander A. Nesmelov, Sergey A. Zavyalov, Timofey D. Patsaev, Pavel A. Forsh, Gang Liu, Vladimir V. Rylkov and Vyacheslav A. Demin
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引用次数: 0

摘要

具有原位数据传感、存储和处理能力的电阻开关(RS)存储器件在人工智能应用中具有广阔的前景。在这方面,不仅通过电刺激,而且通过光刺激来控制电阻,为开发新的神经形态传感和计算系统提供了有吸引力的机会。在这里,我们展示了Cu/苝- pbte /ITO记忆器件的RS,以及RS对光激发的依赖,以实现高效的神经形态计算和高分类精度。主要忆阻特性(多电平电阻态、RS电压、持久、保持、RS时间和能量等)随时间和空间变化而变化。此外,该装置还展示了一系列突触可塑性行为,如峰值定时(振幅、宽度)依赖的可塑性、长期增强和抑制。在实验结果的基础上,提出了一个描述光敏RS的定性模型,并考虑了光生载流子对导电丝生长的影响。这项工作为即将到来的神经形态传感和计算系统的光敏记忆装置的发展提供了一种吸引人的方法。
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Photosensitive resistive switching in parylene–PbTe nanocomposite memristors for neuromorphic computing†

Resistive switching (RS) memory devices with incorporated capabilities of in situ data sensing, storing and processing are promising for artificial intelligence applications. In this respect, controlling resistance not only by electrical but also optical stimulations provides attractive opportunities for the development of novel neuromorphic sensing and computing systems. Here, we demonstrate the RS of Cu/parylene–PbTe/ITO memristive devices and the dependence of RS on optical excitation for efficient neuromorphic computing with high classification accuracy. The main memristive characteristics (multilevel resistive states, RS voltages, endurance, retention, RS time, RS energy, etc.) are evaluated with account of temporal and spatial variations. Additionally, the devices demonstrate a range of synaptic plasticity behaviors, such as spike-timing (amplitude, width)-dependent plasticity, long-term potentiation and depression. A qualitative model that describes photosensitive RS and takes into account the influence of photogenerated charge carriers on conductive filament growth is proposed based on the experimental results. This work presents an appealing approach towards the development of photosensitive memristive devices for upcoming neuromorphic sensing and computing systems.

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来源期刊
Nanoscale
Nanoscale CHEMISTRY, MULTIDISCIPLINARY-NANOSCIENCE & NANOTECHNOLOGY
CiteScore
12.10
自引率
3.00%
发文量
1628
审稿时长
1.6 months
期刊介绍: Nanoscale is a high-impact international journal, publishing high-quality research across nanoscience and nanotechnology. Nanoscale publishes a full mix of research articles on experimental and theoretical work, including reviews, communications, and full papers.Highly interdisciplinary, this journal appeals to scientists, researchers and professionals interested in nanoscience and nanotechnology, quantum materials and quantum technology, including the areas of physics, chemistry, biology, medicine, materials, energy/environment, information technology, detection science, healthcare and drug discovery, and electronics.
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