All-optical spiking neural network and optical spike-time-dependent plasticity based on the self-pulsing effect within a micro-ring resonator
文献类型:期刊论文
作者 | Wen, Jin1,2; Zhang, Hui2; Wu, Zhengwei2; Wang, Qian2; Yu, Huimin2; Sun, Wei2; Liang, Bozhi2; He, Chenyao2; Xiong, Keyu2; Pan, Yu2 |
刊名 | APPLIED OPTICS |
出版日期 | 2023-07-10 |
卷号 | 62期号:20页码:5459-5466 |
ISSN号 | 1559-128X;2155-3165 |
DOI | 10.1364/AO.493466 |
产权排序 | 1 |
英文摘要 | In this paper, we proposed an all-optical version of photonic spiking neurons and spike-time-dependent plasticity (STDP) based on the nonlinear optical effects within a micro-ring resonator. In this system, the self-pulsing effect was exploited to implement threshold control, and the equivalent pulse energy required for spiking, calculated by multiplying the input pulse power amplitude with its duration, was about 14.1 pJ. The positive performance of the neurons in the excitability and cascadability tests validated the feasibility of this scheme. Furthermore, two simulations were performed to demonstrate that such an all-optical spiking neural network incorporated with STDP could run stably on a stochastic topology. The essence of such an all-optical spiking neural network is a non-linear spiking dynamical system that combines the advantages of photonics and spiking neural networks (SNNs), promising access to the high speed and lower consumption inherent to optical systems. & COPY; 2023 Optica Publishing Group |
语种 | 英语 |
出版者 | Optica Publishing Group |
WOS记录号 | WOS:001038818900003 |
源URL | [http://ir.opt.ac.cn/handle/181661/96694] |
专题 | 西安光学精密机械研究所_瞬态光学技术国家重点实验室 |
通讯作者 | Wen, Jin |
作者单位 | 1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Xian 710119, Peoples R China 2.Xian Shiyou Univ, Sch Sci, Xian 710065, Peoples R China |
推荐引用方式 GB/T 7714 | Wen, Jin,Zhang, Hui,Wu, Zhengwei,et al. All-optical spiking neural network and optical spike-time-dependent plasticity based on the self-pulsing effect within a micro-ring resonator[J]. APPLIED OPTICS,2023,62(20):5459-5466. |
APA | Wen, Jin.,Zhang, Hui.,Wu, Zhengwei.,Wang, Qian.,Yu, Huimin.,...&Liu, Zhanzhi.(2023).All-optical spiking neural network and optical spike-time-dependent plasticity based on the self-pulsing effect within a micro-ring resonator.APPLIED OPTICS,62(20),5459-5466. |
MLA | Wen, Jin,et al."All-optical spiking neural network and optical spike-time-dependent plasticity based on the self-pulsing effect within a micro-ring resonator".APPLIED OPTICS 62.20(2023):5459-5466. |
入库方式: OAI收割
来源:西安光学精密机械研究所
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