• Photonics Research
  • Vol. 11, Issue 8, 1382 (2023)
Yuechun Shi1、7、†, Shuiying Xiang2、†,*, Xingxing Guo2, Yahui Zhang2, Hongji Wang3, Dianzhuang Zheng1、2, Yuna Zhang2, Yanan Han2, Yong Zhao4, Xiaojun Zhu5, Xiangfei Chen3, Xun Li6, and Yue Hao2
Author Affiliations
  • 1Yongjiang Laboratory, Ningbo 315202, China
  • 2State Key Laboratory of Integrated Service Networks, State Key Discipline Laboratory of Wide Bandgap Semiconductor Technology, Xidian University, Xi’an 710071, China
  • 3Key Laboratory of Intelligent Optical Sensing and Manipulation, Ministry of Education, National Laboratory of Solid State Microstructures, College of Engineering and Applied Sciences, Institute of Optical Communication Engineering, Nanjing University, Nanjing 210023, China
  • 4School of Science, Jiangnan University, Wuxi 214122, China
  • 5School of Information Science and Technology, Nantong University, Nantong 226019, China
  • 6Department of Electrical and Computer Engineering, McMaster University, Hamilton, Ontario L8S 4K1, Canada
  • 7e-mail: yuechun-shi@ylab.ac.cn
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    DOI: 10.1364/PRJ.485941 Cite this Article Set citation alerts
    Yuechun Shi, Shuiying Xiang, Xingxing Guo, Yahui Zhang, Hongji Wang, Dianzhuang Zheng, Yuna Zhang, Yanan Han, Yong Zhao, Xiaojun Zhu, Xiangfei Chen, Xun Li, Yue Hao. Photonic integrated spiking neuron chip based on a self-pulsating DFB laser with a saturable absorber[J]. Photonics Research, 2023, 11(8): 1382 Copy Citation Text show less

    Abstract

    We proposed and experimentally demonstrated a simple and novel photonic spiking neuron based on a distributed feedback (DFB) laser chip with an intracavity saturable absorber (SA). The DFB laser with an intracavity SA (DFB-SA) contains a gain region and an SA region. The gain region is designed and fabricated by the asymmetric equivalent π-phase shift based on the reconstruction-equivalent-chirp technique. Under properly injected current in the gain region and reversely biased voltage in the SA region, periodic self-pulsation was experimentally observed due to the Q-switching effect. The self-pulsation frequency increases with the increase of the bias current and is within the range of several gigahertz. When the bias current is below the self-pulsation threshold, neuronlike spiking responses appear when external optical stimulus pulses are injected. Experimental results show that the spike threshold, temporal integration, and refractory period can all be observed in the fabricated DFB-SA chip. To numerically verify the experimental findings, a time-dependent coupled-wave equation model was developed, which described the physics processes inside the gain and SA regions. The numerical results agree well with the experimental measurements. We further experimentally demonstrated that the weighted sum output can readily be encoded into the self-pulsation frequency of the DFB-SA neuron. We also benchmarked the handwritten digit classification task with a simple single-layer fully connected neural network. By using the experimentally measured dependence of the self-pulsation frequency on the bias current in the gain region as an activation function, we can achieve a recognition accuracy of 92.2%, which bridges the gap between the continuous valued artificial neural networks and spike-based neuromorphic networks. To the best of our knowledge, this is the first experimental demonstration of a photonic integrated spiking neuron based on a DFB-SA, which shows great potential to realizing large-scale multiwavelength photonic spiking neural network chips.
    1vgF(z,t)t+F(z,t)z=[Γg1,2(z,t)αs2iδ(z,t)]F(z,t)iκR(z,t)+sF,

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    1vgR(z,t)tR(z,t)z=[Γg1,2(z,t)αs2iδ(z,t)]R(z,t)iκF(z,t)+sR,

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    tN1(z,t)=IGeVAN1(z,t)BN1(z,t)2CN1(z,t)3g1(z,t)vgS(z,t),

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    tN2(z,t)=ISAeVAN2(z,t)+g2(z,t)vgS(z,t),

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    g1(z,t)=gNln[N1(z,t)/NT]1+εS(z,t).

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    g2(z,t)=α0B0[N2(z,t)N0],

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    δ(z,t)=2πλ0neff(z,t)πΛ,

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    S(z,t)=ΓneffLε0/μ02vgVhν[|F(z,t)|2+|R(z,t)|2],

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    neff(z,t)=neff0Γαmg(z,t)λ04π.

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    |s˜(z,t)||s˜(z,t)|=2μ0ε0γΓnspg(z,t)hνneff(z,t)δ(zz)δ(tt).

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    F(0,t)=rARR(0,t)+tAREinj(t)ei(ωinjω0)t,

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    R(L,t)=rHRF(L,t),

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    Yuechun Shi, Shuiying Xiang, Xingxing Guo, Yahui Zhang, Hongji Wang, Dianzhuang Zheng, Yuna Zhang, Yanan Han, Yong Zhao, Xiaojun Zhu, Xiangfei Chen, Xun Li, Yue Hao. Photonic integrated spiking neuron chip based on a self-pulsating DFB laser with a saturable absorber[J]. Photonics Research, 2023, 11(8): 1382
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