Opto-Electronic Science, Volume. 2, Issue 9, 230021-1(2023)

Pattern recognition in multi-synaptic photonic spiking neural networks based on a DFB-SA chip

Yanan Han1... Shuiying Xiang1,*, Ziwei Song1, Shuang Gao1, Xingxing Guo1, Yahui Zhang1, Yuechun Shi2, Xiangfei Chen3 and Yue Hao1 |Show fewer author(s)
Author Affiliations
  • 1State Key Laboratory of Integrated Service Networks, State Key Discipline Laboratory of Wide Bandgap Semiconductor Technology, Xidian University, Xi’an 710071, China
  • 2Yongjiang Laboratory, Ningbo 315202, China
  • 3Key Laboratory of Intelligent Optical Sensing and Manipulation, Ministry of Education, the National Laboratory of Solid State Microstructures, the College of Engineering and Applied Sciences, Institute of Optical Communication Engineering, Nanjing University, Nanjing 210023, China
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    References(43)

    [2] N Rathi, I Chakraborty, A Kosta, A Sengupta, A Ankit et al. Exploring neuromorphic computing based on spiking neural networks: algorithms to hardware. ACM Comput Surv, 55, 243(2023).

    [4] F Ponulak, A Kasinski. Introduction to spiking neural networks: information processing, learning and applications. Acta Neurobiol Exp, 71, 409-433(2011).

    [18] CR Huang, VJ Sorger, M Miscuglio, M Al-Qadasi, A Mukherjee et al. Prospects and applications of photonic neural networks. Adv Phys:X, 7, 1981155(2022).

    [19] JQ Gu, CH Feng, HQ Zhu, RT Chen, DZ Pan. Light in AI: toward efficient neurocomputing with optical neural networks—a tutorial. IEEE Trans Circuits Syst II:Express Briefs, 69, 2581-2585(2022).

    [25] SY Xiang, H Zhang, XX Guo, JF Li, AJ Wen et al. Cascadable neuron-like spiking dynamics in coupled VCSELs subject to orthogonally polarized optical pulse injection. IEEE J Sel Top Quantum Electron, 23, 1700207(2017).

    [43] SY Xiang, JK Gong, YH Zhang, XX Guo, YN Han et al. Numerical implementation of wavelength-dependent photonic spike timing dependent plasticity based on VCSOA. IEEE J Quantum Electron, 54, 8100107(2018).

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    Yanan Han, Shuiying Xiang, Ziwei Song, Shuang Gao, Xingxing Guo, Yahui Zhang, Yuechun Shi, Xiangfei Chen, Yue Hao. Pattern recognition in multi-synaptic photonic spiking neural networks based on a DFB-SA chip[J]. Opto-Electronic Science, 2023, 2(9): 230021-1

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    Paper Information

    Category: Research Articles

    Received: Jul. 9, 2023

    Accepted: Sep. 25, 2023

    Published Online: Jan. 22, 2024

    The Author Email: Xiang Shuiying (syxiang@xidian.edu.cn)

    DOI:10.29026/oes.2023.230021

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