• Photonics Research
  • Vol. 9, Issue 6, 1055 (2021)
Yahui Zhang1, Shuiying Xiang1、2、*, Xingyu Cao1, Shihao Zhao1, Xingxing Guo1, Aijun Wen1, and Yue Hao2
Author Affiliations
  • 1State Key Laboratory of Integrated Service Networks, Xidian University, Xi’an 710071, China
  • 2State Key Discipline Laboratory of Wide Bandgap Semiconductor Technology, School of Microelectronics, Xidian University, Xi’an 710071, China
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    DOI: 10.1364/PRJ.422628 Cite this Article Set citation alerts
    Yahui Zhang, Shuiying Xiang, Xingyu Cao, Shihao Zhao, Xingxing Guo, Aijun Wen, Yue Hao. Experimental demonstration of pyramidal neuron-like dynamics dominated by dendritic action potentials based on a VCSEL for all-optical XOR classification task[J]. Photonics Research, 2021, 9(6): 1055 Copy Citation Text show less
    References

    [1] P. R. Prucnal, B. J. Shastri, T. F. de Lima, M. A. Nahmias, A. N. Tait. Recent progress in semiconductor excitable lasers for photonic spike processing. Adv. Opt. Photonics, 8, 228-299(2016).

    [2] T. F. de Lima, H.-T. Peng, A. N. Tait, M. A. Nahmias, H. B. Miller, B. J. Shastri, P. R. Prucnal. Machine learning with neuromorphic photonics. J. Lightwave Technol., 37, 1515-1534(2019).

    [3] S. Xiang, Y. Zhang, J. Gong, X. Guo, L. Lin, Y. Hao. STDP-based unsupervised spike pattern learning in a photonic spiking neural network with VCSELs and VCSOAs. IEEE J. Sel. Top. Quantum Electron., 25, 1700109(2019).

    [4] X. X. Guo, S. Y. Xiang, Y. H. Zhang, L. Lin, A. J. Wen, Y. Hao. Polarization multiplexing reservoir computing based on a VCSEL with polarized optical feedback. IEEE J. Sel. Top. Quantum Electron., 26, 1700109(2019).

    [5] J. Robertson, E. Wade, Y. Kopp, J. Bueno, A. Hurtado. Toward neuromorphic photonic networks of ultrafast spiking laser neurons. IEEE J. Sel. Top. Quantum Electron., 26, 2931215(2020).

    [6] A. Zhao, N. Jiang, S. Liu, Y. Zhang, K. Qiu. Physical layer encryption for WDM optical communication systems using private chaotic phase scrambling. J. Lightwave Technol., 39, 2288-2295(2021).

    [7] W. Coomans, L. Gelens, S. Beri, J. Danckaert, G. Van der Sande. Solitary and coupled semiconductor ring lasers as optical spiking neurons. Phys. Rev. E, 84, 036209(2011).

    [8] A. Hurtado, K. Schires, I. D. Henning, M. J. Adams. Investigation of vertical cavity surface emitting laser dynamics for neuromorphic photonic systems. Appl. Phys. Lett., 100, 103703(2012).

    [9] B. J. Shastri, M. A. Nahmias, A. N. Tait, P. R. Prucnal. Simulations of a graphene excitable laser for spike processing. Opt. Quantum Electron., 46, 1353-1358(2014).

    [10] B. J. Shastri, M. A. Nahmias, A. N. Tait, A. W. Rodriguez, B. Wu, P. R. Prucnal. Spike processing with a graphene excitable laser. Sci. Rep., 6, 19126(2016).

    [11] S. Y. Xiang, A. J. Wen, W. Pan. Emulation of spiking response and spiking frequency property in VCSEL-based photonic neuron. IEEE Photonics J., 8, 1504109(2016).

    [12] T. Deng, J. Robertson, A. Hurtado. Controlled propagation of spiking dynamics in vertical-cavity surface-emitting lasers: towards neuromorphic photonic networks. IEEE J. Sel. Top. Quantum Electron., 23, 1800408(2017).

    [13] A. Dolcemascolo, B. Garbin, B. Peyce, R. Veltz, S. Barland. Resonator neuron and triggering multipulse excitability in laser with injected signal. Phys. Rev. E, 98, 062211(2018).

    [14] M. P. Fok, Y. Tian, D. Rosenbluth, P. R. Prucnal. Pulse lead/lag timing detection for adaptive feedback and control based on optical spike-timing-dependent plasticity. Opt. Lett., 38, 419-421(2013).

    [15] R. Toole, M. P. Fok. Photonic implementation of a neuronal algorithm applicable towards angle of arrival detection and localization. Opt. Express, 23, 16133-16141(2015).

    [16] Q. Ren, Y. Zhang, R. Wang, J. Zhao. Optical spike-timing-dependent plasticity with weight-dependent learning window and reward modulation. Opt. Express, 23, 25247-25258(2015).

    [17] S. Xiang, J. Gong, Y. Zhang, X. Guo, Y. Han, A. Wen, Y. Hao. Numerical implementation of wavelength-dependent photonic spike timing dependent plasticity based on VCSOA. IEEE J. Quantum Electron., 54, 8100107(2018).

    [18] A. N. Tait, T. F. de Lima, E. Zhou, A. X. Wu, M. A. Nahmias, B. J. Shastri, P. R. Prucnal. Neuromorphic photonic networks using silicon photonic weight banks. Sci. Rep., 7, 7430(2017).

    [19] J. Robertson, T. Deng, J. Javaloyes, A. Hurtado. Controlled inhibition of spiking dynamics in VCSELs for neuromorphic photonics: theory and experiments. Opt. Lett., 42, 1560-1563(2017).

    [20] Y. Zhang, S. Xiang, X. Guo, A. Wen, Y. Hao. All-optical inhibitory dynamics in photonic neuron based on polarization mode competition in a VCSEL with an embedded saturable absorber. Opt. Lett., 44, 1548-1551(2019).

    [21] J. Feldmann, N. Youngblood, C. D. Wright, H. Bhaskaran, W. H. P. Pernice. All-optical spiking neurosynaptic networks with self-learning capabilities. Nature, 569, 208-214(2019).

    [22] S. Xiang, Z. Ren, Z. Song, Y. Zhang, X. Guo, G. Han, Y. Hao. Computing primitive of fully-VCSELs-based all-optical spiking neural network for supervised learning and pattern classification. IEEE Trans. Neural Netw. Learn. Sys..

    [23] A. Gldon, T. A. Zolnik, P. Fidzinski, F. Bolduan, A. Papoutsi, P. Poirazi, M. Holtkamp, I. Vida, M. E. Larkum. Dendritic action potentials and computation in human layer 2/3 cortical neurons. Science, 367, 83-87(2020).

    [24] S. M. Bohte, J. N. Kok, H. La Poutre. Error-backpropagation in temporally encoded networks of spiking neurons. Neurocomputing, 48, 17-37(2002).

    [25] I. Sporea, A. Grüning. Supervised learning in multilayer spiking neural networks. Neural Comput., 25, 473-509(2013).

    [26] R. Hasan, T. M. Taha, C. Yakopcic. On-chip training of memristor crossbar based multi-layer neural networks. Microelectron. J., 66, 31-40(2017).

    [27] H. T. Peng, G. Angelatos, T. F. de Lima, M. A. Nahmias, A. N. Tait, S. Abbaslou, B. J. Shastri, P. R. Prucnal. Temporal information processing with an integrated laser neuron. IEEE J. Sel. Top. Quantum Electron., 26, 5100209(2020).

    [28] S. Xiang, Z. Ren, Y. Zhang, Z. Song, X. Guo, G. Han, Y. Hao. Training a multi-layer photonic spiking neural network with modified supervised learning algorithm based on photonic STDP. IEEE J. Sel. Top. Quantum Electron., 27, 7500109(2020).

    [29] S. Xiang, Z. Ren, Y. Zhang, Z. Song, Y. Hao. All-optical neuromorphic XOR operation with inhibitory dynamics of a single photonic spiking neuron based on a VCSEL-SA. Opt. Lett., 45, 1104-1107(2020).

    [30] K. Iga, H. E. Li. Vertical-cavity Surface-emitting Laser Devices(2003).

    [31] R. Michalzik. VCSELs: Fundamentals, Technology and Applications of Vertical-cavity Surface-emitting Lasers, 166(2013).

    [32] R. Al-Seyab, K. Schires, N. A. Khan, A. Hurtado, I. D. Henning, M. J. Adams. Dynamics of polarized optical injection in 1550-nm VCSELs: theory and experiments. IEEE J. Sel. Top. Quantum Electron., 17, 1242-1249(2011).

    [33] J. P. Toomey, C. Nichkawde, D. M. Kane, K. Schires, I. D. Henning, A. Hurtado, M. J. Adams. Stability of the nonlinear dynamics of an optically injected VCSEL. Opt. Express, 20, 10256-10270(2012).

    [34] A. Quirce, J. R. Cuesta, A. Hurtado, K. Schires, A. Valle, L. Pesquera, I. D. Henning, M. J. Adams. Dynamic characteristics of an all-optical inverter based on polarization switching in long-wavelength VCSELs. IEEE J. Quantum Electron., 48, 588-595(2012).

    Yahui Zhang, Shuiying Xiang, Xingyu Cao, Shihao Zhao, Xingxing Guo, Aijun Wen, Yue Hao. Experimental demonstration of pyramidal neuron-like dynamics dominated by dendritic action potentials based on a VCSEL for all-optical XOR classification task[J]. Photonics Research, 2021, 9(6): 1055
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