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Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision

Exploration of optoelectronic memristors with the capability to combine sensing and processing functions is required to promote development of efficient neuromorphic vision. In this work, the authors develop a plasmonic optoelectronic memristor that relies on the effects of localized surface plasmon...

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Autores principales: Shan, Xuanyu, Zhao, Chenyi, Wang, Xinnong, Wang, Zhongqiang, Fu, Shencheng, Lin, Ya, Zeng, Tao, Zhao, Xiaoning, Xu, Haiyang, Zhang, Xintong, Liu, Yichun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8867191/
https://www.ncbi.nlm.nih.gov/pubmed/34967152
http://dx.doi.org/10.1002/advs.202104632
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author Shan, Xuanyu
Zhao, Chenyi
Wang, Xinnong
Wang, Zhongqiang
Fu, Shencheng
Lin, Ya
Zeng, Tao
Zhao, Xiaoning
Xu, Haiyang
Zhang, Xintong
Liu, Yichun
author_facet Shan, Xuanyu
Zhao, Chenyi
Wang, Xinnong
Wang, Zhongqiang
Fu, Shencheng
Lin, Ya
Zeng, Tao
Zhao, Xiaoning
Xu, Haiyang
Zhang, Xintong
Liu, Yichun
author_sort Shan, Xuanyu
collection PubMed
description Exploration of optoelectronic memristors with the capability to combine sensing and processing functions is required to promote development of efficient neuromorphic vision. In this work, the authors develop a plasmonic optoelectronic memristor that relies on the effects of localized surface plasmon resonance (LSPR) and optical excitation in an Ag–TiO(2) nanocomposite film. Fully light‐induced synaptic plasticity (e.g., potentiation and depression) under visible and ultraviolet light stimulations is demonstrated, which enables the functional combination of visual sensing and low‐level image pre‐processing (including contrast enhancement and noise reduction) in a single device. Furthermore, the light‐gated and electrically‐driven synaptic plasticity can be performed in the same device, in which the spike‐timing‐dependent plasticity (STDP) learning functions can be reversibly modulated by visible and ultraviolet light illuminations. Thereby, the high‐level image processing function, i.e., image recognition, can also be performed in this memristor, whose recognition rate and accuracy are obviously enhanced as a result of image pre‐processing and light‐gated STDP enhancement. Experimental analysis shows that the memristive switching mechanism under optical stimulation can be attributed to the oxidation/reduction of Ag nanoparticles due to the effects of LSPR and optical excitation. The authors' work proposes a new type of plasmonic optoelectronic memristor with fully light‐modulated capability that may promote the future development of efficient neuromorphic vision.
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spelling pubmed-88671912022-02-27 Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision Shan, Xuanyu Zhao, Chenyi Wang, Xinnong Wang, Zhongqiang Fu, Shencheng Lin, Ya Zeng, Tao Zhao, Xiaoning Xu, Haiyang Zhang, Xintong Liu, Yichun Adv Sci (Weinh) Research Articles Exploration of optoelectronic memristors with the capability to combine sensing and processing functions is required to promote development of efficient neuromorphic vision. In this work, the authors develop a plasmonic optoelectronic memristor that relies on the effects of localized surface plasmon resonance (LSPR) and optical excitation in an Ag–TiO(2) nanocomposite film. Fully light‐induced synaptic plasticity (e.g., potentiation and depression) under visible and ultraviolet light stimulations is demonstrated, which enables the functional combination of visual sensing and low‐level image pre‐processing (including contrast enhancement and noise reduction) in a single device. Furthermore, the light‐gated and electrically‐driven synaptic plasticity can be performed in the same device, in which the spike‐timing‐dependent plasticity (STDP) learning functions can be reversibly modulated by visible and ultraviolet light illuminations. Thereby, the high‐level image processing function, i.e., image recognition, can also be performed in this memristor, whose recognition rate and accuracy are obviously enhanced as a result of image pre‐processing and light‐gated STDP enhancement. Experimental analysis shows that the memristive switching mechanism under optical stimulation can be attributed to the oxidation/reduction of Ag nanoparticles due to the effects of LSPR and optical excitation. The authors' work proposes a new type of plasmonic optoelectronic memristor with fully light‐modulated capability that may promote the future development of efficient neuromorphic vision. John Wiley and Sons Inc. 2021-12-29 /pmc/articles/PMC8867191/ /pubmed/34967152 http://dx.doi.org/10.1002/advs.202104632 Text en © 2021 The Authors. Advanced Science published by Wiley‐VCH GmbH https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Shan, Xuanyu
Zhao, Chenyi
Wang, Xinnong
Wang, Zhongqiang
Fu, Shencheng
Lin, Ya
Zeng, Tao
Zhao, Xiaoning
Xu, Haiyang
Zhang, Xintong
Liu, Yichun
Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision
title Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision
title_full Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision
title_fullStr Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision
title_full_unstemmed Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision
title_short Plasmonic Optoelectronic Memristor Enabling Fully Light‐Modulated Synaptic Plasticity for Neuromorphic Vision
title_sort plasmonic optoelectronic memristor enabling fully light‐modulated synaptic plasticity for neuromorphic vision
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8867191/
https://www.ncbi.nlm.nih.gov/pubmed/34967152
http://dx.doi.org/10.1002/advs.202104632
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