MoSe2-ZnO纳米异质结构在节能神经形态应用中的电阻开关动力学

IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Rashmi Roy Karmakar , Harsh Ranjan , Vivek Pratap Singh , Somdatta Singh , Saurabh Kumar Pandey , Jyoti Jaiswal , Sanjeev Kumar
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引用次数: 0

摘要

人工突触是神经形态计算的组成部分,这一领域有望克服传统冯·诺伊曼架构的局限性。忆阻器具有可调谐的非易失性电阻开关(RS)状态,具有作为人工突触的重要前景,促进了同一物理单元内的数据存储和处理。在这项研究中,我们报道了基于水热合成的MoSe2-ZnO纳米异质结构的忆阻器件,该器件集成在上部Ni/Ag和下部FTO电极之间,并全面研究了其RS特性,突触功能以及神经形态计算应用的潜力。采用XRD、拉曼光谱、FESEM、HRTEM、EDS和XPS等分析手段对MoSe2-ZnO纳米异质结构的结构、组成和电子性能进行了表征。制备的Ag/MoSe2-ZnO/FTO忆阻器在低工作电压范围内(-1 V至+1 V)表现出可靠的模拟电阻开关(ARS)行为。该装置成功模拟了多个读取电压(0.2-0.6 V)下微秒脉冲刺激(1µs)下突触的增强和抑制等关键功能,紧密复制了生物突触的可塑性。此外,对耐用性、数据保留、设备对设备(D2D)和周期对周期(C2C)可靠性的评估确认了一致的模拟切换行为和稳定的操作性能。机理分析揭示了一种混合电阻开关机制,包括基于Ag的导电丝形成/溶解和MoSe2-ZnO基体内的电荷捕获/脱陷。双对数I-V分析和能带图插图支持了这种双模传导,阐明了界面动力学和偏置下势垒调制的作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Resistive switching dynamics in MoSe2-ZnO nanoheterostructures for energy-efficient neuromorphic application
An artificial synapse is integral to neuromorphic computing, a field poised to overcome the limitations of the traditional von Neumann architecture. Memristors, with their tunable, non-volatile resistive switching (RS) states, hold significant promise for acting as artificial synapses, facilitating both data storage and processing within the same physical unit. In this study, we report on memristive devices based on a hydrothermally synthesized MoSe2-ZnO nanoheterostructure, integrated between upper Ni/Ag and lower FTO electrodes, with a comprehensive investigation into their RS characteristics, synaptic functionalities, and potential for neuromorphic computing applications. The structural, compositional, and electronic properties of the MoSe2-ZnO nanoheterostructure were probed using XRD, Raman spectroscopy, FESEM, HRTEM, EDS, and XPS analyses. The fabricated Ag/MoSe2-ZnO/FTO memristor exhibited reliable analog resistive switching (ARS) behavior over a low operational voltage range (-1 V to +1 V). The device successfully emulated key synaptic functions, including potentiation and depression, under microsecond pulse stimuli (1 µs) at multiple read voltages (0.2–0.6 V), closely replicating biological synaptic plasticity. Additionally, assessments of endurance, data retention, device-to-device (D2D), and cycle-to-cycle (C2C) reliability confirmed consistent analog switching behavior and stable operational performance. A mechanistic analysis revealed a hybrid resistive switching mechanism, involving both Ag⁺-based conductive filament formation/dissolution and charge trapping/detrapping within the MoSe2-ZnO matrix. This dual-mode conduction was supported by double-logarithmic I–V analysis and energy band diagram illustrations, clarifying the role of interface dynamics and barrier modulation under bias.
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来源期刊
Sensors and Actuators A-physical
Sensors and Actuators A-physical 工程技术-工程:电子与电气
CiteScore
8.10
自引率
6.50%
发文量
630
审稿时长
49 days
期刊介绍: Sensors and Actuators A: Physical brings together multidisciplinary interests in one journal entirely devoted to disseminating information on all aspects of research and development of solid-state devices for transducing physical signals. Sensors and Actuators A: Physical regularly publishes original papers, letters to the Editors and from time to time invited review articles within the following device areas: • Fundamentals and Physics, such as: classification of effects, physical effects, measurement theory, modelling of sensors, measurement standards, measurement errors, units and constants, time and frequency measurement. Modeling papers should bring new modeling techniques to the field and be supported by experimental results. • Materials and their Processing, such as: piezoelectric materials, polymers, metal oxides, III-V and II-VI semiconductors, thick and thin films, optical glass fibres, amorphous, polycrystalline and monocrystalline silicon. • Optoelectronic sensors, such as: photovoltaic diodes, photoconductors, photodiodes, phototransistors, positron-sensitive photodetectors, optoisolators, photodiode arrays, charge-coupled devices, light-emitting diodes, injection lasers and liquid-crystal displays. • Mechanical sensors, such as: metallic, thin-film and semiconductor strain gauges, diffused silicon pressure sensors, silicon accelerometers, solid-state displacement transducers, piezo junction devices, piezoelectric field-effect transducers (PiFETs), tunnel-diode strain sensors, surface acoustic wave devices, silicon micromechanical switches, solid-state flow meters and electronic flow controllers. Etc...
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