Dynamic hybrid visual-thermal multimodal perception neuromorphic devices based on defect modulation of electrospun nanofibers

IF 25.1 1区 工程技术 Q1 ENGINEERING, MANUFACTURING
Shengkai Wen, Yanan Liu, Yi Li, Liang Xie, Jun Li, Jianhua Zhang
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引用次数: 5

Abstract

Abstract Neuromorphic devices, inspired by the intricate architecture of the human brain, have garnered recognition for their prodigious computational speed and sophisticated parallel computing capabilities. Vision, the primary mode of external information acquisition in living organisms, has garnered substantial scholarly interest. Notwithstanding numerous studies simulating the retina through optical synapses, their applications remain circumscribed to single-mode perception. Moreover, the pivotal role of temperature, a fundamental regulator of biological activities, has regrettably been relegated to the periphery. To address these limitations, we proffer a neuromorphic device endowed with multimodal perception, grounded in the principles of light-modulated semiconductors. This device seamlessly accomplishes dynamic hybrid visual and thermal multimodal perception, featuring temperature-dependent paired pulse facilitation properties and adaptive storage. Crucially, our meticulous examination of transfer curves, capacitance–voltage ( C–V ) tests, and noise measurements provides insights into interface and bulk defects, elucidating the physical mechanisms underlying adaptive storage and other functionalities. Additionally, the device demonstrates a variety of synaptic functionalities, including filtering properties, Ebbinghaus curves, and memory applications in image recognition. Surprisingly, the digital recognition rate achieves a remarkable value of 98.8%. These discernments furnish crucial insights for the prospective evolution of intricate neuromorphic systems.
基于电纺丝纳米纤维缺陷调制的动态混合视-热多模态感知神经形态装置
神经形态器件受人脑复杂结构的启发,以其惊人的计算速度和复杂的并行计算能力而获得认可。视觉作为生物体获取外部信息的主要方式,已经获得了大量的学术兴趣。尽管有许多研究通过光学突触模拟视网膜,但它们的应用仍然局限于单模感知。此外,令人遗憾的是,温度这一生物活动的基本调节因子的关键作用已经退居次要地位。为了解决这些限制,我们提供了一种基于光调制半导体原理的具有多模态感知的神经形态装置。该装置无缝地实现了动态混合视觉和热多模态感知,具有温度相关的成对脉冲促进特性和自适应存储。至关重要的是,我们对传输曲线、电容电压(C-V)测试和噪声测量的细致检查提供了对界面和体缺陷的见解,阐明了自适应存储和其他功能的物理机制。此外,该设备还展示了各种突触功能,包括滤波特性、艾宾浩斯曲线和图像识别中的记忆应用。令人惊讶的是,数字识别率达到了惊人的98.8%。这些发现为复杂神经形态系统的未来进化提供了至关重要的见解。
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来源期刊
International Journal of Extreme Manufacturing
International Journal of Extreme Manufacturing Engineering-Industrial and Manufacturing Engineering
CiteScore
17.70
自引率
6.10%
发文量
83
审稿时长
12 weeks
期刊介绍: The International Journal of Extreme Manufacturing (IJEM) focuses on publishing original articles and reviews related to the science and technology of manufacturing functional devices and systems with extreme dimensions and/or extreme functionalities. The journal covers a wide range of topics, from fundamental science to cutting-edge technologies that push the boundaries of currently known theories, methods, scales, environments, and performance. Extreme manufacturing encompasses various aspects such as manufacturing with extremely high energy density, ultrahigh precision, extremely small spatial and temporal scales, extremely intensive fields, and giant systems with extreme complexity and several factors. It encompasses multiple disciplines, including machinery, materials, optics, physics, chemistry, mechanics, and mathematics. The journal is interested in theories, processes, metrology, characterization, equipment, conditions, and system integration in extreme manufacturing. Additionally, it covers materials, structures, and devices with extreme functionalities.
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