• Laser Journal
  • Vol. 45, Issue 8, 110 (2024)
XUE Limei1,2, WEI Yanlong1,2, YANG Luxia1,2, YIN Guimei1,2..., MA Huifang2,3 and HAN Bingchen2,3,*|Show fewer author(s)
Author Affiliations
  • 1Department of Computer Science and Technology, Taiyuan Normal University, Jinzhong Shanxi 030600, China
  • 2Shanxi Key Laboratory for Intelligent Optimization Computing and Blockchain Technology, Jinzhong Shanxi 030600, China
  • 3Department of Physics, Taiyuan Normal University, Jinzhong Shanxi 030600, China
  • show less
    DOI: 10.14016/j.cnki.jgzz.2024.08.110 Cite this Article
    XUE Limei, WEI Yanlong, YANG Luxia, YIN Guimei, MA Huifang, HAN Bingchen. Research of the photon pulse LIF neurons based on SOA[J]. Laser Journal, 2024, 45(8): 110 Copy Citation Text show less
    References

    [1] Murray A. F. Silicon implementations of neural networks[J]. IEE Proceedings F Radar and Signal Processing, 1991, 138(1): 3.

    [2] Zhang Yubin, Chen Minghua, Yang Sigang, et al. Electro-Optical neural networks based on Time - Stretch method[J]. IEEE Journal of Selected Topics in Quantum Electronics, 2022, 26(1): 1-10.

    [3] Zang Yubin, Chen Minghua, Yang Sigang, et al. Electro-Optical neural networks based on time-stretch method[J]. IEEE Journal of Selected Topics in Quantum Electronics, 2020, 26(1): 1-10.

    [4] Zhang Tian, Wang Jia, Dan Yihang, et al. Efficient training and design of photonic neural network through neuroevolution[J]. Optics express, 2019, 27(26): 37150-37163.

    [5] Zhao Zhongqiu, Zheng Peng, Xu Shoutao, et al. Object detection with deep learning: a review[C]//IEEE Transactions on Neural Networks and Learning Systems, 2019, 30(11): 3212-3232.

    [6] Xiang Shuiying, Ren Zhenxing, Song Ziwei, et al. Computing primitive of fully VCSEL - based all - optical spiking neural network learning and pattern classification[C]//IEEE Transactions on neural Networks and Learning Systems, 2020.

    [7] Feldmann J, Youngblood N, Wright C D, et al. All-optical spiking neurosynaptic networks with self-learning capabilities[J]. Nature, 2019, 569(7755): 208-214.

    [8] Robertson Joshua, Kirkland Paul, Alanis Juan Arturo, et al. Ultrafast neuromorphic photonic image processing with a VCSEL neuron[J]. Scientific reports, 2022, 12(1): 4874-4874

    [9] Finogeev A, Finogeev A, Fionova L, et al. Intelligent monitoring system for smart road environment[J]. Journal of Industrial Information Integration, 2019, 15: 15-20.

    [11] Rosenbluth D, Kravtsov K, Fok M P, et al. A high performance photonic pulse processing device[J]. Optics Express, 2009, 17(25): 67-72.

    [12] Konstantin K, Mable P. F, Paul R. p, et al. Ultrafast all-optical implementation of a leaky integrate-and-fire neuron[J]. Optics express, 2011.19(3): 33-47.

    [13] Nahmias M A, Tait A N, Shastri B, et al. Recent progress towards a fully-integrated hybrid silicon laser neuron platform[J]. IEICE Proceeding Series, 2014, 46:503-506.

    [14] Peng H T, Angelatos G, de Lima T F, et al. Temporal information processing with an integrated laser neuron[J]. IEEE Journal of Selected Topics in Quantum Electronics, 2019, 26(1): 1-9.

    [15] Xiang Shuiying, Zhang Yahui, Gong Junkai, et al. STDP-based unsupervised spike pattern learning in a photonic spiking neural network with VCSELs and VCSOAs[J]. IEEE Journal of Selected Topics in Quantum Electronics, 2019, 25(6): 1-9.

    [16] Dayan P, Abbott L F. Theoretical neuroscience: computational and mathematical modeling of neural systems[M]. MIT press, 2005.

    XUE Limei, WEI Yanlong, YANG Luxia, YIN Guimei, MA Huifang, HAN Bingchen. Research of the photon pulse LIF neurons based on SOA[J]. Laser Journal, 2024, 45(8): 110
    Download Citation