基于ITO和IGZO双层通道的可见光调制光电突触晶体管

IF 6.6 2区 材料科学 Q2 CHEMISTRY, PHYSICAL Applied Surface Science Pub Date : 2025-08-30 Epub Date: 2025-04-14 DOI:10.1016/j.apsusc.2025.163266
Lingxue Meng , Hongwei Hao , Lan Ma , Hangyu Yue , Hang Ye , Linhai Guo , Zunkai Huang , Li Tian
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引用次数: 0

摘要

随着基于冯-诺依曼架构的计算系统所面临的计算需求日益增长,模仿人脑神经突触的人工突触器件已成为应对这一挑战的潜在解决方案。本研究提出了一种基于 ITO/IGZO 复合有源层的光电突触薄膜晶体管 (TFT),旨在提高器件对可见光的响应速度和突触可塑性。与传统的单层器件相比,ITO/IGZO 双层结构的可见光响应明显改善,尤其是在红光和绿光波段。X 射线光电子能谱(XPS)分析表明,ITO/IGZO 界面的氧空位和子带态有所增加,这有利于产生被低能量光子激发的载流子,从而进一步提高光电性能。该光电突触器件在模拟突触可塑性方面表现出良好的短期和长期可塑性(STP 和 LTP),并在美国国家标准与技术研究院(MNIST)的手写数字识别实验中达到了 93% 的准确率。这些结果表明,ITO/IGZO TFT 不仅能增强可见光响应,还具有模拟神经突触行为的潜力,因此有望成为神经形态计算和视觉感知系统的组成部分。
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Visible light-modulated photoelectric synaptic transistor based on ITO and IGZO bilayer channel
With the increasing computational demands faced by computing systems based on the von Neumann architecture, artificial synaptic devices that mimic the neural synapses of the human brain have emerged as a potential solution to this challenge. This study presents a photoelectric synaptic thin-film transistor (TFT) based on an ITO/IGZO composite active layer, aiming to enhance the device’s responsiveness to visible light and synaptic plasticity. Compared to traditional single-layer devices, the ITO/IGZO bilayer structure exhibits significantly improved visible light response, particularly in the red and green light bands. X-ray photoelectron spectroscopy (XPS) analysis revealed an increase in oxygen vacancies and sub-bandgap states at the ITO/IGZO interface, which facilitates the generation of carriers excited by low-energy photons, thereby further enhancing the photoelectric performance. The photoelectric synaptic device demonstrates good short-term and long-term plasticity (STP and LTP) in mimicking synaptic plasticity and achieved an accuracy rate of 93% in the Modified National Institute of Standards and Technology (MNIST) handwritten digit recognition experiment. The results indicate that ITO/IGZO TFTs not only enhance visible light response but also have the potential to simulate neural synaptic behavior, making them a promising component in neuromorphic computing and visual perception systems.
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来源期刊
Applied Surface Science
Applied Surface Science 工程技术-材料科学:膜
CiteScore
12.50
自引率
7.50%
发文量
3393
审稿时长
67 days
期刊介绍: Applied Surface Science covers topics contributing to a better understanding of surfaces, interfaces, nanostructures and their applications. The journal is concerned with scientific research on the atomic and molecular level of material properties determined with specific surface analytical techniques and/or computational methods, as well as the processing of such structures.
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