High-performance solar-blind optoelectronic synaptic device based on N-doped Ga2O3 nanowire network for neuromorphic computing

神经形态工程学 光电子学 材料科学 纳米线 计算机科学 调制(音乐) 失真(音乐) 兴奋剂 传输(电信) 信号(编程语言) 光子学 带隙 光调制器 电子工程 加密 电压 突触重量 异质结双极晶体管 宽禁带半导体 人工神经网络 晶体管 数据传输 光通信 信号处理
作者
Fan Wu,Xuehua Zhang,Kai Chen,Jinsong Liu,Chenhui Niu,Haizheng Hu,Shunli Wang
出处
期刊:Journal of Applied Physics [American Institute of Physics]
卷期号:138 (22)
标识
DOI:10.1063/5.0307144
摘要

Optoelectronic synapses use optical signals as modulation inputs and offer advantages such as low-power consumption, non-contact operation, and high parallelism. However, devices operating in the visible and near-infrared regions are susceptible to ambient light interference, leading to signal distortion and high background noise. In contrast, optoelectronic synaptic devices working in a solar-blind region are impervious to external ambient interference, enabling them to achieve stable and high-fidelity signal transmission effectively. Ga2O3 as a wide bandgap with inherent oxygen-vacancy defects has strong deep-ultraviolet light sensitivity, making it an ideal material for solar-blind optoelectronic synapses. Here, high-performance solar-blind synaptic devices were prepared using nanowire network interfacial effects and nitrogen doping to modulate oxygen vacancies. Notably, the paired-pulse facilitation index increased by approximately 1.2 fold after doping. In handwritten digit recognition experiments, the recognition accuracy of the doped device exceeded 90%, representing an improvement of nearly 15% compared to the undoped counterpart. Furthermore, leveraging its enhanced light perception and strong memory characteristics, a precise optical encryption communication scheme with strong anti-interference capability was also designed. The optoelectronic synaptic devices based on element regulated Ga2O3 nanowire network provide a new way for the development of the next generation of high-performance solar-blind optoelectronic neuromorphic systems.
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