基于电化学沉积CuI薄膜的光电突触用于神经形态视觉处理。

IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY
Qiufei Yu, Zhongao Yang, Xiaojian Chen, Zhiwei Zhu, Chunli Jiang, Chunhua Luo, Chang Yang, Xiaodong Tang, Hui Peng
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引用次数: 0

摘要

本文报道了一种基于电化学沉积的CuI薄膜的低成本光电突触器件。电化学沉积技术可以在低温和常压条件下制造大面积均匀的薄膜,具有加工简单、成本效益高、与柔性衬底兼容等显著优势。在445 nm光刺激下,该装置成功模拟了生物突触功能,包括对脉冲易化、spike-width-dependent plasticity、spike-frequency-dependent plasticity和spike-number-dependent plasticity。此外,通过实现卷积神经网络(CNN)对设备产生的光电脉冲信号进行后端处理,在50%噪声干扰下,服装图像分类任务的训练集识别准确率达到95.2%,验证了其在低功耗、高度并行的神经形态计算应用中的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An optoelectronic synapse based on electrochemically deposited CuI thin film for neuromorphic visual processing.

This work reports a low-cost optoelectronic synaptic device based on an electrochemically deposited CuI thin film. The electrochemical deposition technique enables large-area and uniform thin-film fabrication under low-temperature and ambient-pressure conditions, offering significant advantages of simple processing, cost-effectiveness, and compatibility with flexible substrates. Under 445 nm light stimulation, the device successfully emulates the biological synaptic functions, including paired-pulse facilitation, spike-width-dependent plasticity, spike-frequency-dependent plasticity, and spike-number-dependent plasticity. Furthermore, by implementing a convolutional neural network (CNN) for backend processing of the device-generated optoelectronic pulse signals, a high training set recognition accuracy of 95.2% is achieved under 50% noise perturbation in clothing image classification tasks, validating its potential for low-power, highly parallel neuromorphic computing applications.

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来源期刊
Nanotechnology
Nanotechnology 工程技术-材料科学:综合
CiteScore
7.10
自引率
5.70%
发文量
820
审稿时长
2.5 months
期刊介绍: The journal aims to publish papers at the forefront of nanoscale science and technology and especially those of an interdisciplinary nature. Here, nanotechnology is taken to include the ability to individually address, control, and modify structures, materials and devices with nanometre precision, and the synthesis of such structures into systems of micro- and macroscopic dimensions such as MEMS based devices. It encompasses the understanding of the fundamental physics, chemistry, biology and technology of nanometre-scale objects and how such objects can be used in the areas of computation, sensors, nanostructured materials and nano-biotechnology.
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