Light-Stimulated IGZO Transistors with Tunable Synaptic Plasticity Based on Casein Electrolyte Electric Double Layer for Neuromorphic Systems

被引:5
|
作者
Kim, Hwi-Su [1 ]
Park, Hamin [2 ]
Cho, Won-Ju [1 ]
机构
[1] Kwangwoon Univ, Dept Elect Mat Engn, Gwangun Ro 20, Seoul 01897, South Korea
[2] Kwangwoon Univ, Dept Elect Engn, Gwangun Ro 20, Seoul 01897, South Korea
关键词
optoelectronic synapses; synaptic device; indium-gallium-zinc-oxide thin film transistors; electric double layers; persistent photoconductivity; MODULATION; CALCIUM; DEVICE;
D O I
10.3390/biomimetics8070532
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this study, optoelectronic synaptic transistors based on indium-gallium-zinc oxide (IGZO) with a casein electrolyte-based electric double layer (EDL) were examined. The casein electrolyte played a crucial role in modulating synaptic plasticity through an internal proton-induced EDL effect. Thus, important synaptic behaviors, such as excitatory post-synaptic current, paired-pulse facilitation, and spike rate-dependent and spike number-dependent plasticity, were successfully implemented by utilizing the persistent photoconductivity effect of the IGZO channel stimulated by light. The synergy between the light stimulation and the EDL effect allowed the effective modulation of synaptic plasticity, enabling the control of memory levels, including the conversion of short-term memory to long-term memory. Furthermore, a Modified National Institute of Standards and Technology digit recognition simulation was performed using a three-layer artificial neural network model, achieving a high recognition rate of 90.5%. These results demonstrated a high application potential of the proposed optoelectronic synaptic transistors in neuromorphic visual systems.
引用
收藏
页数:13
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