面向神经形态视觉系统的Cu2O/TiO2异质结构全光控记忆器件。

IF 11 1区 综合性期刊 Q1 Multidisciplinary Research Pub Date : 2025-01-10 eCollection Date: 2025-01-01 DOI:10.34133/research.0580
Jun Xie, Xuanyu Shan, Ningbo Zou, Ya Lin, Zhongqiang Wang, Ye Tao, Xiaoning Zhao, Haiyang Xu, Yichun Liu
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引用次数: 0

摘要

光电忆阻器集图像感知、存储和处理等多种功能于一体,被认为是构建新型神经形态视觉系统的首选材料。特别是,具有全光调制和互补金属氧化物半导体(CMOS)兼容性的记忆材料非常需要高效节能的图像感知。作为p型氧化物材料,Cu2O具有优异的理论光电转换效率和宽带光响应。本文研制了一种基于Cu2O/TiO2/海藻酸钠纳米复合膜的全光控忆阻器。利用可见光(680 nm)和紫外光(350 nm)实现了光增强和抑制行为。在此基础上,构建了具有良好器件变异性和环境稳定性的7 × 9光电记忆体阵列,模拟了生物视网膜的图像预处理功能。利用双向光输入可以有效地降低随机噪声。得益于图像预处理功能,手写体数字分类准确率提高60%以上。我们的工作为高效的神经形态视觉系统提供了一条途径,促进了人工智能技术的发展。
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All-Optically Controlled Memristive Device Based on Cu2O/TiO2 Heterostructure Toward Neuromorphic Visual System.

The optoelectronic memristor integrates the multifunctionalities of image sensing, storage, and processing, which has been considered as the leading candidate to construct novel neuromorphic visual system. In particular, memristive materials with all-optical modulation and complementary metal oxide semiconductor (CMOS) compatibility are highly desired for energy-efficient image perception. As a p-type oxide material, Cu2O exhibits outstanding theoretical photoelectric conversion efficiency and broadband photoresponse. In this work, an all-optically controlled memristor based on the Cu2O/TiO2/sodium alginate nanocomposite film is developed. Optical potentiation and depression behaviors have been implemented by utilizing visible (680 nm) and ultraviolet (350 nm) light. Furthermore, a 7 × 9 optoelectronic memristive array with satisfactory device variation and environment stability is constructed to emulate the image preprocessing function in biological retina. The random noise can be reduced effectively by utilizing bidirectional optical input. Beneficial from the image preprocessing function, the accuracy of handwritten digit classification increases more than 60%. Our work presents a pathway toward high-efficient neuromorphic visual system and promotes the development of artificial intelligence technology.

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来源期刊
Research
Research Multidisciplinary-Multidisciplinary
CiteScore
13.40
自引率
3.60%
发文量
0
审稿时长
14 weeks
期刊介绍: Research serves as a global platform for academic exchange, collaboration, and technological advancements. This journal welcomes high-quality research contributions from any domain, with open arms to authors from around the globe. Comprising fundamental research in the life and physical sciences, Research also highlights significant findings and issues in engineering and applied science. The journal proudly features original research articles, reviews, perspectives, and editorials, fostering a diverse and dynamic scholarly environment.
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