Study On Optical Communications, Volume. 49, Issue 1, 17(2023)

Research History and Prospect of Photonic Spiking Neural Networks

Te KE, Ying ZHU*, Chu-yu PENG, Xiao HU, and Xi XIAO
Author Affiliations
  • State Key Laboratory of Optical Communication Technologies and Networks, China Information Communication Technologies Group Corporation, Wuhan 430074, China
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    Figures & Tables(22)
    Spiking neuron model
    Experimental setup of photonic LIF neuron based on SOA[44]
    Schematic of the symmetric photonic neuron with excitatory and inhibitory inputs[44]
    Schematic diagram of photonic STDP based on SOA[45]
    Implementation mechanism of photonic STDP based on SOA[45]
    Implementation of an asynchronous spiking photonics neuron based on EAM[47]
    Implementation of photonic STDP based on SOA and EAM[48]
    Implementation of LIF neuron based on DFB-SA[49-50]
    Implementation of photonic STDP based on DFB-LD[52]
    Implementation of graphene excitable laser[53-54]
    Temporal pattern recognition implemented by LIF neuron based on graphene excitable laser[54]
    Self-recurrent bistable circuit implemented by LIF neuron based on graphene excitable laser[54]
    Implementation of graphene excitable laser with excitatory and inhibitory inputs[55]
    A schematic diagram of VCSEL-SA[56]
    Photonic SNN for unsupervised arbitrary pulse pattern recognition based on VCSELs and VCSOAs[59]
    Schematic diagram of photonic SNN for supervised learning classification task based on VCSELs-SA and VCSOAs[60]
    Photonic spiking neuron based on microring resonator embedded with GST[81]
    All-optical spiking neuron network based on PCM and microring resonators[82]
    Perspective view of the hybrid graphene-on-silicon microring coupled with a silicon bus waveguide[83]
    Photonic spiking neuron based on add-drop microring resonators[84]
    • Table 1. Parameters of photonic spiking neuron based on lasers

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      Table 1. Parameters of photonic spiking neuron based on lasers

      激光器平台单脉冲能量/pJ脉冲发放速率/GHz注入方式泵浦面积
      DFB激光器[66]InP50.0~2>600 μm×200 μm
      GSA激光器[54]InGaAsP-C-Si75.04相干光40 μm2
      VCSEL[67-68]分立器件0.41相干光40 000 μm2
    • Table 2. Parameters of photonic spiking neuron based on lasers microring resonators

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      Table 2. Parameters of photonic spiking neuron based on lasers microring resonators

      微环谐振器种类平台单脉冲能量/pJ脉冲发放速率/GHz面积/μm2
      硅基微环谐振器[85]Si6.00.005100
      集成石墨烯硅基微环谐振器[83]Si0.740.000100
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    Te KE, Ying ZHU, Chu-yu PENG, Xiao HU, Xi XIAO. Research History and Prospect of Photonic Spiking Neural Networks[J]. Study On Optical Communications, 2023, 49(1): 17

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    Paper Information

    Category: Research Articles

    Received: Nov. 30, 2022

    Accepted: --

    Published Online: Feb. 15, 2023

    The Author Email: Ying ZHU (zhuying@wri.com.cn)

    DOI:10.13756/j.gtxyj.2023.01.002

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