Optoelectronic Artificial Synaptic Device Based on Amorphous InAlZnO Films for Learning Simulations

被引:34
作者
Yang, Ruqi [1 ]
Yin, Lei [1 ]
Lu, Jianguo [1 ,2 ]
Lu, Bojing [1 ]
Pi, Xiaodong [1 ]
Li, Siqin [1 ]
Fei Zhuge [3 ]
Lu, Yangdan [1 ]
Shao, Wenyi [1 ]
Ye, Zhizhen [1 ,2 ]
机构
[1] Zhejiang Univ, Sch Mat Sci & Engn, State Key Lab Silicon Mat, Hangzhou 310027, Peoples R China
[2] Zhejiang Univ, Inst Wenzhoum, Wenzhou Key Lab Novel Optoelect & Nano Mat, Wenzhou 325006, Peoples R China
[3] Chinese Acad Sci, Ningbo Inst Mat Technol & Engn, Ningbo 315201, Peoples R China
基金
中国国家自然科学基金;
关键词
optoelectronic artificial synaptic device; synaptic plasticity; learning simulation; amorphous oxide semiconductor; indium aluminum zinc oxide (InAlZnO); NANOCRYSTALS; TRANSPARENT;
D O I
10.1021/acsami.2c14029
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Neuromorphic computing, which mimics brain function, can address the shortcomings of the "von Neumann" system and is one of the critical components of next-generation computing. The use of light to stimulate artificial synapses has the advantages of low power consumption, low latency, and high stability. We demonstrate amorphous InAlZnO-based light -stimulated artificial synaptic devices with a thin-film transistor structure. The devices exhibit fundamental synaptic properties, including excitatory postsynaptic current, paired-pulse facilitation (PPF), and short-term plasticity to long-term plasticity conversion under light stimulation. The PPF index stimulated by 375 nm light is 155.9% when the time interval is 0.1 s. The energy consumption of each synaptic event is 2.3 pJ, much lower than that of ordinary MOS devices and other optical-controlled synaptic devices. The relaxation time constant reaches 277 s after only 10 light spikes, which shows the great synaptic plasticity of the device. In addition, we simulated the learning-forgetting-relearning-forgetting behavior and learning efficiency of human beings under different moods by changing the gate voltage. This work is expected to promote the development of high-performance optoelectronic synaptic devices for neuromorphic computing.
引用
收藏
页码:46866 / 46875
页数:10
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