2023 Light-Enhanced Molecular Polarity Enabling Multispectral Color-Cognitive Memristor for Neuromorphic Visual System
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작성자 최고관리자 작성일 25-04-07 23:04본문
- Research
- Neuromorphic
- Journal
- Nature Communications
- Volume and page
- 14, 5775 (2023.09.18)
: [Featured in a Nature Communications Editors’ Highlights: 'Neuromorphic Hardware and Computing' section]
: [Featured in various media]
- Year of publication
- 2023
- IF
- 14.7
- JCR
- 5.6%
Featured in a Nature Communications Editors’ Highlights: 'Neuromorphic Hardware and Computing' section
Featured in various media (NEWSH, 한국대학신문, 에너지경제, 교수신문)
An optoelectronic synapse having a multispectral color-discriminating ability is an essential prerequisite to emulate the human retina for realizing a neuromorphic visual system. Several studies based on the three-terminal transistor architecture have shown its feasibility; however, its implementation with a two-terminal memristor architecture, advantageous to achieving high integration density as a simple crossbar array for an ultra-high-resolution vision chip, remains a challenge. Furthermore, regardless of the architecture, it requires specific material combinations to exhibit the photo-synaptic functionalities, and thus its integration into various systems is limited. Here, we suggest an approach that can universally introduce a color-discriminating synaptic functionality into a two-terminal memristor irrespective of the kinds of switching medium. This is possible by simply introducing the molecular interlayer with long-lasting photo-enhanced dipoles that can adjust the resistance of the memristor at the light-irradiation. We also propose the molecular design principle that can afford this feature. The optoelectronic synapse array having a color-discriminating functionality is confirmed to improve the inference accuracy of the convolutional neural network for the colorful image recognition tasks through a visual pre-processing. Additionally, the wavelength-dependent optoelectronic synapse can also be leveraged in the design of a light-programmable reservoir computing system.
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Light-Enhanced Molecular Polarity Enabling Multispectral Color-Cognitive Memristor for Neuromorphic Visual System.pdf (3.0M)
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