All-optical silicon microring spiking neuron

被引:26
|
作者
Xiang, Jinlong [1 ]
Zhang, Yujia [1 ]
Zhao, Yaotian [1 ]
Guo, Xuhan [1 ]
Su, Yikai [1 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Elect Engn, State Key Lab Adv Opt Commun Syst & Networks, Shanghai 200240, Peoples R China
基金
上海市自然科学基金; 中国国家自然科学基金;
关键词
INHIBITORY DYNAMICS; VCSEL; EXCITABILITY; PHOTONICS; OPERATION; LASERS;
D O I
10.1364/PRJ.445954
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
With the rapid development of artificial intelligence and machine learning, brain-inspired neuromorphic photonics has emerged as an extremely attractive computing paradigm, promising orders-of-magnitude higher computing speed and energy efficiency compared to its electronic counterparts. Tremendous efforts have been devoted to photonic hardware implementations of mimicking the nonlinear neuron-like spiking response and the linear synapse-like weighting functionality. Here, we systematically characterize the spiking dynamics of a passive silicon microring neuron. The research of self-pulsation and excitability reveals that the silicon microring can function as an all-optical class II resonate-and-fire neuron. The typical refractory period has been successfully suppressed by configuring the pump power above the perturbation power, hence allowing the microring neuron to operate with a speed up to roughly sub-gigahertz. Additionally, temporal integration and controllable inhibition regimes are experimentally demonstrated for the first time, to the best of our knowledge. Our experimental verification is obtained with a commercial CMOS platform, hence offering great potential for large-scale neuromorphic Photonics integration. (C) 2022 Chinese Laser Press
引用
收藏
页码:939 / 946
页数:8
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