• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

使用基于溶液可加工的钼基忆阻器光传感器的人工视觉感知神经系统。

Artificial visual perception neural system using a solution-processable MoS-based in-memory light sensor.

作者信息

Kumar Dayanand, Joharji Lana, Li Hanrui, Rezk Ayman, Nayfeh Ammar, El-Atab Nazek

机构信息

Smart, Advanced Memory Devices and Applications (SAMA) Laboratory, Electrical and Computer Engineering Program, Computer Electrical Mathematical Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955, Kingdom of Saudi Arabia.

Department of Electrical Engineering and Computer Science, Khalifa University, Abu Dhabi, 127788, United Arab Emirates.

出版信息

Light Sci Appl. 2023 May 5;12(1):109. doi: 10.1038/s41377-023-01166-7.

DOI:10.1038/s41377-023-01166-7
PMID:37147334
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10162957/
Abstract

Optoelectronic devices are advantageous in in-memory light sensing for visual information processing, recognition, and storage in an energy-efficient manner. Recently, in-memory light sensors have been proposed to improve the energy, area, and time efficiencies of neuromorphic computing systems. This study is primarily focused on the development of a single sensing-storage-processing node based on a two-terminal solution-processable MoS metal-oxide-semiconductor (MOS) charge-trapping memory structure-the basic structure for charge-coupled devices (CCD)-and showing its suitability for in-memory light sensing and artificial visual perception. The memory window of the device increased from 2.8 V to more than 6 V when the device was irradiated with optical lights of different wavelengths during the program operation. Furthermore, the charge retention capability of the device at a high temperature (100 °C) was enhanced from 36 to 64% when exposed to a light wavelength of 400 nm. The larger shift in the threshold voltage with an increasing operating voltage confirmed that more charges were trapped at the AlO/MoS interface and in the MoS layer. A small convolutional neural network was proposed to measure the optical sensing and electrical programming abilities of the device. The array simulation received optical images transmitted using a blue light wavelength and performed inference computation to process and recognize the images with 91% accuracy. This study is a significant step toward the development of optoelectronic MOS memory devices for neuromorphic visual perception, adaptive parallel processing networks for in-memory light sensing, and smart CCD cameras with artificial visual perception capabilities.

摘要

光电器件在用于视觉信息处理、识别和存储的内存光传感方面具有优势,能够以节能的方式进行这些操作。最近,人们提出了内存光传感器,以提高神经形态计算系统的能量、面积和时间效率。本研究主要专注于基于双端溶液可加工的MoS金属氧化物半导体(MOS)电荷俘获存储器结构开发单个传感 - 存储 - 处理节点,该结构是电荷耦合器件(CCD)的基本结构,并展示其在内存光传感和人工视觉感知方面的适用性。在编程操作期间,当用不同波长的光照射该器件时,其存储窗口从2.8 V增加到超过6 V。此外,当暴露于400 nm的光波长时,该器件在高温(100°C)下的电荷保持能力从36%提高到64%。随着工作电压增加,阈值电压的更大偏移证实了更多电荷被俘获在AlO/MoS界面和MoS层中。提出了一个小型卷积神经网络来测量该器件的光学传感和电编程能力。阵列模拟接收使用蓝光波长传输的光学图像,并进行推理计算以处理和识别图像,准确率达到91%。这项研究朝着开发用于神经形态视觉感知的光电子MOS存储器件、用于内存光传感的自适应并行处理网络以及具有人工视觉感知能力的智能CCD相机迈出了重要一步。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/28d88753d88a/41377_2023_1166_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/aac25beaf42e/41377_2023_1166_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/f03a684e264e/41377_2023_1166_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/50ba6a9582a2/41377_2023_1166_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/d17ace50cac3/41377_2023_1166_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/8c9ec33aceb2/41377_2023_1166_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/1568605878cb/41377_2023_1166_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/a225b36fe864/41377_2023_1166_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/8ce5a023f3a5/41377_2023_1166_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/28d88753d88a/41377_2023_1166_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/aac25beaf42e/41377_2023_1166_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/f03a684e264e/41377_2023_1166_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/50ba6a9582a2/41377_2023_1166_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/d17ace50cac3/41377_2023_1166_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/8c9ec33aceb2/41377_2023_1166_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/1568605878cb/41377_2023_1166_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/a225b36fe864/41377_2023_1166_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/8ce5a023f3a5/41377_2023_1166_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d764/10162957/28d88753d88a/41377_2023_1166_Fig9_HTML.jpg

相似文献

1
Artificial visual perception neural system using a solution-processable MoS-based in-memory light sensor.使用基于溶液可加工的钼基忆阻器光传感器的人工视觉感知神经系统。
Light Sci Appl. 2023 May 5;12(1):109. doi: 10.1038/s41377-023-01166-7.
2
Flexible Solution-Processable Black-Phosphorus-Based Optoelectronic Memristive Synapses for Neuromorphic Computing and Artificial Visual Perception Applications.基于柔性溶液处理黑磷的光电忆阻突触在神经形态计算和人工视觉感知应用中的研究进展。
Adv Mater. 2023 Jul;35(28):e2300446. doi: 10.1002/adma.202300446. Epub 2023 May 24.
3
Artificial Visual Synaptic Architecture with High-Linearity Light-Modulated Weight for Optoelectronic Neuromorphic Computing.用于光电神经形态计算的具有高线性光调制权重的人工视觉突触架构
ACS Appl Mater Interfaces. 2023 Oct 27. doi: 10.1021/acsami.3c11495.
4
Large-Scale and Flexible Optical Synapses for Neuromorphic Computing and Integrated Visible Information Sensing Memory Processing.大规模、灵活的光突触用于神经形态计算和集成可见光信息传感记忆处理。
ACS Nano. 2021 Jan 26;15(1):1497-1508. doi: 10.1021/acsnano.0c08921. Epub 2020 Dec 29.
5
Multilevel MoS Optical Memory with Photoresponsive Top Floating Gates.具有光响应性顶部浮栅的多级金属氧化物半导体光学存储器。
ACS Appl Mater Interfaces. 2019 Jul 17;11(28):25306-25312. doi: 10.1021/acsami.9b05491. Epub 2019 Jul 3.
6
Multifunctional Optoelectronic Synapses Based on Arrayed MoS Monolayers Emulating Human Association Memory.基于模拟人类联想记忆的阵列 MoS 单层的多功能光电突触
Adv Sci (Weinh). 2023 Jun;10(16):e2300120. doi: 10.1002/advs.202300120. Epub 2023 Apr 14.
7
Flexible Artificial Optoelectronic Synapse based on Lead-Free Metal Halide Nanocrystals for Neuromorphic Computing and Color Recognition.基于无铅金属卤化物纳米晶体的柔性人工光电突触在神经形态计算和颜色识别中的应用。
Adv Sci (Weinh). 2022 Aug;9(22):e2202123. doi: 10.1002/advs.202202123. Epub 2022 Jun 5.
8
Reservoir Computing with Charge-Trap Memory Based on a MoS Channel for Neuromorphic Engineering.基于用于神经形态工程的钼通道电荷陷阱存储器的储层计算。
Adv Mater. 2023 Sep;35(37):e2205381. doi: 10.1002/adma.202205381. Epub 2022 Nov 16.
9
Fully Light-Controlled Memory and Neuromorphic Computation in Layered Black Phosphorus.在分层黑磷中实现全光控存储和类脑计算。
Adv Mater. 2021 Mar;33(10):e2004207. doi: 10.1002/adma.202004207. Epub 2020 Nov 17.
10
Integrated In-Sensor Computing Optoelectronic Device for Environment-Adaptable Artificial Retina Perception Application.用于环境自适应人工视网膜感知应用的集成传感器计算光电设备。
Nano Lett. 2022 Jan 12;22(1):81-89. doi: 10.1021/acs.nanolett.1c03240. Epub 2021 Dec 28.

引用本文的文献

1
A dual-mode transparent device for 360° quasi-omnidirectional self-driven photodetection and efficient ultralow-power neuromorphic computing.一种用于360°准全向自驱动光电探测和高效超低功耗神经形态计算的双模透明器件。
Light Sci Appl. 2025 Aug 12;14(1):273. doi: 10.1038/s41377-025-01991-y.
2
A Multimodal Humidity Adaptive Optical Neuron Based on a MoWS/VO Heterojunction for Vision and Respiratory Functions.一种基于MoWS/VO异质结的用于视觉和呼吸功能的多模态湿度自适应光学神经元。
Adv Mater. 2025 Jul;37(27):e2417793. doi: 10.1002/adma.202417793. Epub 2025 Apr 29.
3
In-sensor compressing via programmable optoelectronic sensors based on van der Waals heterostructures for intelligent machine vision.

本文引用的文献

1
Programmable black phosphorus image sensor for broadband optoelectronic edge computing.用于宽带光电边缘计算的可编程黑磷图像传感器。
Nat Commun. 2022 Mar 18;13(1):1485. doi: 10.1038/s41467-022-29171-1.
2
Direct Charge Trapping Multilevel Memory with Graphdiyne/MoS Van der Waals Heterostructure.基于二维石墨炔/二硫化钼范德华异质结构的直接电荷俘获型多电平存储
Adv Sci (Weinh). 2021 Nov;8(21):e2101417. doi: 10.1002/advs.202101417. Epub 2021 Sep 9.
3
Highly sensitive active pixel image sensor array driven by large-area bilayer MoS transistor circuitry.
基于范德华异质结构的可编程光电传感器用于智能机器视觉的传感器内压缩。
Nat Commun. 2025 Apr 24;16(1):3836. doi: 10.1038/s41467-025-59104-7.
4
Physisorption-assistant optoelectronic synaptic transistors based on TaNiSe/SnS heterojunction from ultraviolet to near-infrared.基于TaNiSe/SnS异质结的从紫外到近红外的物理吸附辅助光电突触晶体管。
Light Sci Appl. 2025 Mar 17;14(1):122. doi: 10.1038/s41377-025-01792-3.
5
In situ training of an in-sensor artificial neural network based on ferroelectric photosensors.基于铁电光电传感器的传感器内人工神经网络的原位训练。
Nat Commun. 2025 Jan 7;16(1):421. doi: 10.1038/s41467-024-55508-z.
6
From light sensing to adaptive learning: hafnium diselenide reconfigurable memcapacitive devices in neuromorphic computing.从光感知到自适应学习:神经形态计算中的二硒化铪可重构忆容器件
Light Sci Appl. 2025 Jan 3;14(1):30. doi: 10.1038/s41377-024-01698-6.
7
Energy Efficient Memristor Based on Green-Synthesized 2D Carbonyl-Decorated Organic Polymer and Application in Image Denoising and Edge Detection: Toward Sustainable AI.基于绿色合成的二维羰基修饰有机聚合物的节能忆阻器及其在图像去噪和边缘检测中的应用:迈向可持续人工智能
Adv Sci (Weinh). 2024 Dec;11(45):e2408648. doi: 10.1002/advs.202408648. Epub 2024 Sep 9.
8
Concomitant Light-Reversible Magnetic Response in Multiferroic Oxide Heterostructures for Multiphysics Applications.用于多物理场应用的多铁性氧化物异质结构中的伴随光可逆磁响应
ACS Appl Mater Interfaces. 2024 Apr 17;16(15):19866-19876. doi: 10.1021/acsami.4c02551. Epub 2024 Apr 8.
由大面积双层钼硫化物晶体管电路驱动的高灵敏度有源像素图像传感器阵列。
Nat Commun. 2021 Jun 11;12(1):3559. doi: 10.1038/s41467-021-23711-x.
4
Oxygen Nucleation of MoS Nanosheet Thin Film Supercapacitor Electrodes for Enhanced Electrochemical Energy Storage.用于增强电化学储能的MoS纳米片薄膜超级电容器电极的氧成核
ChemSusChem. 2021 Jul 22;14(14):2882-2891. doi: 10.1002/cssc.202100941. Epub 2021 Jun 14.
5
Ultrafast machine vision with 2D material neural network image sensors.二维材料神经网络图像传感器的超快机器视觉。
Nature. 2020 Mar;579(7797):62-66. doi: 10.1038/s41586-020-2038-x. Epub 2020 Mar 4.
6
Optoelectronic resistive random access memory for neuromorphic vision sensors.用于神经形态视觉传感器的光电电阻式随机存取存储器。
Nat Nanotechnol. 2019 Aug;14(8):776-782. doi: 10.1038/s41565-019-0501-3. Epub 2019 Jul 15.
7
Memristive crossbar arrays for brain-inspired computing.忆阻器交叉阵列用于脑启发计算。
Nat Mater. 2019 Apr;18(4):309-323. doi: 10.1038/s41563-019-0291-x. Epub 2019 Mar 20.
8
Artificial optic-neural synapse for colored and color-mixed pattern recognition.人工光神经突触用于彩色和混色模式识别。
Nat Commun. 2018 Nov 30;9(1):5106. doi: 10.1038/s41467-018-07572-5.
9
Exfoliation of Transition Metal Dichalcogenides by a High-Power Femtosecond Laser.用高功率飞秒激光剥离过渡金属二硫属化物
Sci Rep. 2018 Aug 28;8(1):12957. doi: 10.1038/s41598-018-31374-w.
10
A semi-floating gate memory based on van der Waals heterostructures for quasi-non-volatile applications.一种基于范德华异质结构的用于准非易失性应用的半浮栅存储器。
Nat Nanotechnol. 2018 May;13(5):404-410. doi: 10.1038/s41565-018-0102-6. Epub 2018 Apr 9.