用于人工视觉系统的溶液加工氧化铟镓薄膜的可调突触行为

IF 10.7 2区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Pengsheng Li, Honglin Song, Zixu Sa, Fengjing Liu, Mingxu Wang, Guangcan Wang, Junchen Wan, Zeqi Zang, Jie Jiang and Zai-xing Yang
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引用次数: 0

摘要

非晶金属氧化物薄膜具有持久的光电导性,是一种前景广阔的人工视觉系统。本研究采用低成本、环保、易操作的溶液工艺,成功制备了 In/Ga 比和厚度可调的大尺度、均匀分布的非晶 InGaO 薄膜,用于构建人工视觉系统。随着 In/Ga 比率和薄膜厚度的增加,氧空位量也随之增加,光照引发的突触后电流也随之增加,有利于短期可塑性向长期可塑性的过渡。在最佳 In/Ga 比率和薄膜厚度条件下,5×5 阵列 InGaO 薄膜晶体管在第 1 视图和第 10 视图之间 0 秒衰减时的电导响应差异高达 2.88 µA,Idecay 30 s/Idecay 0 s 从 45.24% 增加到 53.24%,从而实现了高图像清晰度和非易失性人工视觉记忆。此外,还构建了一个三层人工视觉网络来评估图像识别能力,其准确率高达 91.32%。所有研究结果都表明,低成本、易操作的非晶 InGaO 薄膜可用于未来的视觉信息处理和图像识别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Tunable synaptic behaviors of solution-processed InGaO films for artificial visual systems†

Tunable synaptic behaviors of solution-processed InGaO films for artificial visual systems†

Due to their persistent photoconductivity, amorphous metal oxide thin films are promising for construction of artificial visual systems. In this work, large-scale, uniformly distributed amorphous InGaO thin films with an adjustable In/Ga ratio and thickness are prepared successfully by a low-cost environmentally friendly and easy-to-handle solution process for constructing artificial visual systems. With the increase of the In/Ga ratio and film thickness, the number of oxygen vacancies increases, along with the increase of post-synaptic current triggered by illumination, benefiting the transition of short-term plasticity to long-term plasticity. With an optimal In/Ga ratio and film thickness, the conductance response difference at a decay of 0 s between the 1st and the 10th views of a 5 × 5 array InGaO thin film transistor is up to 2.88 μA, along with an increase in the Idecay 30s/Idecay 0s ratio from 45.24% to 53.24%, resulting in a high image clarity and non-volatile artificial visual memory. Furthermore, a three-layer artificial vision network is constructed to evaluate the image recognition capability, exhibiting an accuracy of up to 91.32%. All results promise low-cost and easy-to-handle amorphous InGaO thin films for future visual information processing and image recognition.

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来源期刊
Materials Horizons
Materials Horizons CHEMISTRY, MULTIDISCIPLINARY-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
18.90
自引率
2.30%
发文量
306
审稿时长
1.3 months
期刊介绍: Materials Horizons is a leading journal in materials science that focuses on publishing exceptionally high-quality and innovative research. The journal prioritizes original research that introduces new concepts or ways of thinking, rather than solely reporting technological advancements. However, groundbreaking articles featuring record-breaking material performance may also be published. To be considered for publication, the work must be of significant interest to our community-spanning readership. Starting from 2021, all articles published in Materials Horizons will be indexed in MEDLINE©. The journal publishes various types of articles, including Communications, Reviews, Opinion pieces, Focus articles, and Comments. It serves as a core journal for researchers from academia, government, and industry across all areas of materials research. Materials Horizons is a Transformative Journal and compliant with Plan S. It has an impact factor of 13.3 and is indexed in MEDLINE.
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