基于对偶光控光突触的图像识别多光谱传感器内计算。

IF 16 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY
ACS Nano Pub Date : 2025-08-19 DOI:10.1021/acsnano.5c03453
Yanni Zou, Yan Liu, Xiaolong Zhao*, Yilin Wang, Yuxia Xin, Haoyan Zhan, Xiao Feng, Shunjie Yu, Weitao Ding, Ziyuan Fu, Xiaohu Hou and Shibing Long*, 
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引用次数: 0

摘要

通过将传感和计算功能集成到单个光突触中,神经形态视觉系统减轻了Von Neumann架构中由于频繁的数据转换和传输而导致的大量数据冗余。然而,大多数报道的光突触只能在没有电调制的情况下产生单向光响应,并且仅限于狭窄的光谱范围,这限制了它们在复杂的现实光学场景中目标识别的有效性。在这里,我们提出了一个基于反向光控(OPG)工程的多光谱光突触的四色水库计算(RC)系统。由于Ga2O3/WSe2异质结场效应晶体管中载流子动力学的不同,OPG效应的特征是光调制的对移阈值电压(Vth)。具体来说,在深紫外(DUV)光下,Ga2O3中的空穴捕获引起负的Vth位移(兴奋响应),而在可见光下,WSe2中的电子捕获引起正的Vth位移(抑制响应)。光突触在外界光刺激下的非线性光响应和可调的短期记忆特性使其适合作为光电储层。duv特异性电晕放电是高压输电系统面临的一个关键挑战,它会加剧设备老化和严重的能量损失。该系统通过集成duv特定放电信号和可见环境信息,对高压系统中6个高危部件的电晕放电进行定位,准确率达到88.3%。我们的多光谱RC系统展示了在现实世界的多光谱场景中实现精确智能图像识别的途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Multispectral In-Sensor Computing for Image Recognition Based on the Opposite Photogating Photosynapse

Multispectral In-Sensor Computing for Image Recognition Based on the Opposite Photogating Photosynapse

Through the integration of sensing and computing functions into a single photosynapse, the neuromorphic visual system mitigates the substantial data redundancy caused by frequent data conversion and transmission in Von Neumann architectures. However, most reported photosynapses can produce unidirectional light responses only without electric modulation and are limited to narrow spectral ranges, which limits their effectiveness in target recognition in complex real-world optical scenes. Here, we present a four-color reservoir computing (RC) system based on an opposite photogating (OPG)-engineered multispectral photosynapse. The OPG effect, characterized by light-modulated oppositely shifted threshold voltage (Vth), originates from different carrier dynamics in a Ga2O3/WSe2 heterojunction field-effect transistor. Specifically, hole trapping in Ga2O3 under deep ultraviolet (DUV) light induces negative Vth shifts (excitatory responses), while electron trapping in WSe2 under visible light causes positive Vth shifts (inhibitory responses). The nonlinear photoresponse and tunable short-term memory under external light stimuli make the photosynapse suitable for photoelectric reservoirs. The DUV-specific corona discharge, a critical challenge in high-voltage transmission systems, causes exacerbated equipment aging and significant energy losses. By integration of DUV-specific discharge signals and visible environmental information, the system achieves 88.3% accuracy in localizing the corona discharge among six high-risk components in high-voltage systems. Our multispectral RC system demonstrates a pathway toward precise intelligent image recognition in real-world multispectral scenarios.

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来源期刊
ACS Nano
ACS Nano 工程技术-材料科学:综合
CiteScore
26.00
自引率
4.10%
发文量
1627
审稿时长
1.7 months
期刊介绍: ACS Nano, published monthly, serves as an international forum for comprehensive articles on nanoscience and nanotechnology research at the intersections of chemistry, biology, materials science, physics, and engineering. The journal fosters communication among scientists in these communities, facilitating collaboration, new research opportunities, and advancements through discoveries. ACS Nano covers synthesis, assembly, characterization, theory, and simulation of nanostructures, nanobiotechnology, nanofabrication, methods and tools for nanoscience and nanotechnology, and self- and directed-assembly. Alongside original research articles, it offers thorough reviews, perspectives on cutting-edge research, and discussions envisioning the future of nanoscience and nanotechnology.
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