Wavelength-selective synaptic devices based on Graphdiyne/WSe2 for multi-color image recognition and neuromorphic computing

Journal Article (2025)
Author(s)

Hongyu Tang (Fudan University)

Weiqi Shi (Fudan University)

Wanlin Jiang (Fudan University)

Gaoyuan Wang (Fudan University)

Mengyuan Tang (Fudan University)

Zihao Cai (Fudan University)

Ruiteng Li (Hebei University of Technology)

Shuai Wu (Hebei University of Technology)

Guoqi Zhang (TU Delft - Electrical Engineering, Mathematics and Computer Science)

Jian Li (Gongshu Institute of Future Technology, Zhejiang University - Hangzhou)

Research Group
Electronic Components, Technology and Materials
DOI related publication
https://doi.org/10.1016/j.cej.2025.164215 Final published version
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Publication Year
2025
Language
English
Research Group
Electronic Components, Technology and Materials
Bibliographical Note
Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.
Journal title
Chemical Engineering Journal
Volume number
517
Article number
164215
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Abstract

Graphdiyne (GDY)/two-dimensional materials (2DMs) heterostructures present unique opportunities for advanced optoelectronic and neuromorphic devices because of their exceptional electrical, optical, and structural properties. However, the traditional methods for construction of GDY/2DMs heterostructures usually lead to inferior interfaces, which seriously affects the charge separation and transport. Herein, an in situ approach for growing GDY nanowalls (NWs) on WSe2 is employed in this work. The as-prepared GDY NWs/WSe2 heterostructure exhibits self-powered broadband photodetection across 405–980 nm with a high responsivity of 2176 A/W and detectivity of 3.6 × 1012 Jones at 532 nm under 0.02 mW/cm2 illumination, significantly outperforming previously reported GDY-based devices. The efficient charge separation and strong photocarrier trapping in the GDY NWs/WSe2 heterostructure result in pronounced short-term and long-term synaptic plasticity. The nonlinear, wavelength-dependent reservoir state separation enables clear distinction of multiple pulse sequences, which shows great potential for logic processing. The successfully resolved red, green, and violet patterns, and one-shot color image recognition of a 5-letter image highlight transformative potential of GDY NWs/WSe2 device for future adaptive imaging and neuromorphic computing technologies.

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