基于 MoS2/PZT 铁电场效应晶体管的光电调制人工突触,用于神经形态计算系统

IF 11.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Journal of Materials Science & Technology Pub Date : 2024-09-01 DOI:10.1016/j.jmst.2024.06.058
Woochan Chung, Doohyung Kim, Juri Kim, Jongmin Park, Sungjun Kim, Sejoon Lee
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引用次数: 0

摘要

为了提出一种先进的高性能光电突触器件方案,我们在本文中展示了基于二维半导体沟道的铁电场效应晶体管(FeFET)架构上的电驱动和/或光驱动多方面突触功能。该器件是以 MoS2/PZT FeFET 的形式制造的,其突触权重可通过双重刺激(即同时使用电脉冲和光脉冲)和单一刺激(即单独使用电脉冲或光脉冲)进行有效控制。这可能归因于 PbZrxTi1-xO3 (PZT) 中的电脉冲可调强铁电极化以及 MoS2 中的极化场增强持续光电导效应。此外,还证实了所提出的装置具有很高的活性,实现了约 95% 的模式识别准确率。这些结果证实了基于二维半导体沟道的 FeFET 器件作为高性能光电突触平台的巨大潜力,标志着向实现先进的神经形态计算系统迈出了关键的一步。
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Optically and electrically modulated artificial synapses based on MoS2/PZT ferroelectric field-effect transistor for neuromorphic computing system

To present an advanced device scheme of high-performance optoelectronic synapses, herein, we demonstrated the electrically- and/or optically-drivable multifaceted synaptic capabilities on the 2D semiconductor channel-based ferroelectric field-effect transistor (FeFET) architecture. The device was fabricated in the form of the MoS2/PZT FeFET, and its synaptic weights were effectively controlled by dual stimuli (i.e., both electrical and optical pulses simultaneously) as well as single stimuli (i.e., either electrical or optical pulses alone). This could be attributed to the electrical pulse-tunable strong ferroelectric polarization in PbZrxTi1−xO3 (PZT) as well as the polarization field-enhanced persistent photoconductivity effect in MoS2. Additionally, it was confirmed that the proposed device possesses substantial activity, achieving approximately 95% pattern recognition accuracy. The results substantiate the great potential of the 2D semiconductor channel-based FeFET device as a high-performance optoelectronic synaptic platform, marking a pivotal stride towards the realization of advanced neuromorphic computing systems.

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来源期刊
Journal of Materials Science & Technology
Journal of Materials Science & Technology 工程技术-材料科学:综合
CiteScore
20.00
自引率
11.00%
发文量
995
审稿时长
13 days
期刊介绍: Journal of Materials Science & Technology strives to promote global collaboration in the field of materials science and technology. It primarily publishes original research papers, invited review articles, letters, research notes, and summaries of scientific achievements. The journal covers a wide range of materials science and technology topics, including metallic materials, inorganic nonmetallic materials, and composite materials.
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