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学术论文

代表性成果:

1. Y. Zhang, S. Xiang, X. Guo, Y. Han, Y. Shi, X. Chen, G. Han, and Y. Hao, Spiking information processing in a single fabricated photonic spiking neuron with double integrated electronic dendrites, Photonics Research, 2023.(中科院I区)

2. Y. Zhang, S. Xiang, Y. Han, X. Guo, W. Zhang, Q. Tan, G. Han, and Y. Hao, BP-based supervised learning algorithm for multilayer photonic spiking neural network and hardware implementation,Opt. Express 31, 16549-16559, 2023.(中科院II)

3. Y. Zhang, S. Xiang, S. Jiang, Y. Han, X. Guo, L. Zheng, Y. Shi, and Y. Hao, Hybrid photonic deep convolutional residual spiking neural networks for text classification, Opt. Express 31, 28489-28502, 2023.(中科院II)

4. Y. Zhang, S. Xiang, X. Cao, X. Guo, G. Han, Y. Hao, Plastic Photonic Synapse based on VCSOA for Self-learning in Photonic Spiking Neural Network, Journal of Lightwave Technology, 41(6), 1759-1767, 2023. (中科院II)

5. Y. Zhang, S. Xiang, X. Cao, S. Zhao, X. Guo, A. Wen, Y. Hao. Experimental demonstration of pyramidal neuron-like dynamics dominated by dendritic action potentials based on a VCSEL for all-optical XOR classification task, Photonics Research, 2021, 9(6): 1055 - 1061.(中科院I区)

6. Y. Zhang, J. Robertson, S. Xiang, M. Hejda, J. Bueno and A. Hurtado, All-optical neuromorphic binary convolution with a spiking VCSEL neuron for image gradient magnitudes, Photonics Research, 2021, 9(5): B201 - B208.(中科院I区)

7. Y. Zhang, SXiang, X. Guo, A. Wen, and Y. Hao, A modified supervised learning rule for training a photonic spiking neural network to recognize digital patterns, Science China information science, 64(2) 122403, 2021. (中科院II区)

8. Y. Zhang, SXiang, X. Guo, A. Wen, and Y. Hao, The winner-take-all mechanism for all-optical systems of pattern recognition and max-pooling operation, IEEE/OSA Journal of Lightwave Technology, 38(18), 5071 – 5077, 2020. (中科院II区)

9. Y. Zhang, S. Xiang, X. Guo, A. Wen, and Y. Hao, All-optical inhibitory dynamics in photonic neuron based on polarization mode competition in a VCSEL with an embedded saturable absorber, Optics Letters. 44(7):1548-1551, 2019. (入选Editor’s Pick,中科院II)

10. Y. Zhang, S. Xiang, X. Guo, A. Wen, and Y. Hao, Polarization- resolved and polarization- multiplexed spike encoding properties in photonic neuron based on VCSEL-SA, Scientific Reports 8:16095, 2018. (中科院III区)

11.Y. Zhang, S. Xiang, X. Guo, A. Wen, Y. Hao. Spike encoding and storage properties in mutually coupled vertical-cavity surface-emitting lasers subject to optical pulse injection. Applied Optics, 2018, 57(7): 1731-1737.(中科院III区)

12. SXiang, Y. Zhang, X. Guo, A. Wen, and Y. Hao, Photonic generation of neuron-like dynamics using VCSELs subject to double polarized optical injection, IEEE/OSA Journal of Lightwave Technology, 36(19), 4227-4234, Mar. 2018. (中科院II区)

13. S.Xiang, Y. Zhang, J. Gong, X. Guo, L. Lin and Y. Hao, STDP-based unsupervised spike pattern learning in a photonic spiking neural network with VCSELs and VCSOAs, IEEE Journal of Selected Topics Quantum Electronics, 25(6): 1700109, Nov./Dec. 2019. (中科院II区)

14. J. Robertson, Y. Zhang, M. Hejda, J. Bueno, S. Xiang, and A. Hurtado, Image edge detection with a photonic spiking VCSEL-neuron, Optics Express, 28(25): 37526-37537, 2020. (中科院II区)