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等离子体光电子忆阻器实现完全光调制的突触可塑性,用于神经形态视觉。

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

机构信息

Center for Advanced Optoelectronic Functional Materials Research, Key Laboratory for UV Light-Emitting Materials and Technology (Northeast Normal University), Ministry of Education, 5268 Renmin Street, Changchun, 130024, China.

出版信息

Adv Sci (Weinh). 2022 Feb;9(6):e2104632. doi: 10.1002/advs.202104632. Epub 2021 Dec 29.

Abstract

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 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.

摘要

为了推动高效神经形态视觉的发展,需要探索具有传感和处理功能的光电忆阻器。在这项工作中,作者开发了一种基于银-二氧化钛纳米复合材料中局域表面等离子体共振(LSPR)和光激发效应的等离子体光电忆阻器。该器件展示了完全由光诱导的突触可塑性(例如,增强和抑制),可在单个器件中实现视觉传感和低水平图像预处理(包括对比度增强和噪声降低)的功能组合。此外,光门控和电驱动的突触可塑性也可以在同一器件中进行,其中,尖峰时间依赖可塑性(STDP)学习功能可以通过可见光和紫外光照射来可逆地调节。因此,该忆阻器还可以实现高层图像处理功能,例如图像识别,并且由于图像预处理和光门控 STDP 增强,其识别率和准确性明显提高。实验分析表明,光刺激下的忆阻开关机制可以归因于 LSPR 和光激发效应导致的银纳米颗粒的氧化/还原。作者的工作提出了一种新型的完全光调制能力的等离子体光电忆阻器,这可能会推动高效神经形态视觉的未来发展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/865a/8867191/48577f6877cb/ADVS-9-2104632-g001.jpg

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