Visible light-driven indium-gallium-zinc-oxide optoelectronic synaptic transistor with defect engineering for neuromorphic computing system and artificial intelligence

神经形态工程学 材料科学 晶体管 光电子学 计算机科学 纳米技术 人工神经网络 工程类 人工智能 电气工程 冶金 电压
作者
Jusung Chung,Kyung-Ho Park,Gwan In Kim,Jong Bin An,Su‐Jin Jung,Dong Hyun Choi,Hyun Jae Kim
出处
期刊:Applied Surface Science [Elsevier]
卷期号:610: 155532-155532 被引量:34
标识
DOI:10.1016/j.apsusc.2022.155532
摘要

There has been considerable interest in the development of optoelectronic synaptic transistors with synaptic functions and neural computations. These neuromorphic devices exhibit high-efficiency energy consumption and fast operation by imitating biological neural computation methods. Here, a simple defect engineering method for oxide semiconductors is proposed so that indium‑gallium‑zinc-oxide (IGZO) optoelectronic synaptic transistors can have synaptic behavior even in the long-wavelength-visible-light region, in which it is difficult to stimulate the conventional oxide semiconductor. Two additional defective layers (the defective interface layer and light absorption layer) are controlled to generate defects that improve the synaptic function and visible-light absorption. The IGZO optoelectronic synaptic transistor with defect engineering shows the peak of photo-induced postsynaptic current (PSC) of 17.04 nA and maximum gain of 24.67 with 25 optical pulses and a 198% paired-pulse facilitation (PPF) index under red-light illumination at a 635-nm wavelength. Furthermore, learning and forgetting were mimicked by optical and electrical signals, as demonstrated in a “Pavlov's dog” experiment. These results demonstrate that IGZO optoelectronic synaptic transistors can be used in various optical applications driven by a wide range of visible light, such as artificial eyes or intelligent display products. • Defect engineering including a defective interface layer and light absorption layer was proposed for IGZO optoelectronic synaptic transistor. • Range of operatable light wavelength was expanded to 635-nm red light. • Enhanced synaptic plasticity showed the peak of photo-induced postsynaptic current of 17.04 nA and maximum gain of 24.67 with 25 optical pulses and a 198% paired-pulse facilitation index under red-light illumination.
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