• Chinese Optics Letters
  • Vol. 21, Issue 3, 030602 (2023)
Yubin Zang1, Zhenming Yu2、**, Kun Xu2, Minghua Chen1, Sigang Yang1, and Hongwei Chen1、*
Author Affiliations
  • 1Beijing National Research Center for Information Science and Technology (BNRist) and Department of Electronic Engineering, Tsinghua University, Beijing 100084, China
  • 2State Key Laboratory of Information Phonetics and Optical Communications, Beijing University of Post and Telecommunications, Beijing 100876, China
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    DOI: 10.3788/COL202321.030602 Cite this Article Set citation alerts
    Yubin Zang, Zhenming Yu, Kun Xu, Minghua Chen, Sigang Yang, Hongwei Chen. Fiber communication receiver models based on the multi-head attention mechanism[J]. Chinese Optics Letters, 2023, 21(3): 030602 Copy Citation Text show less
    References

    [1] G. Keiser. Optical Fiber Communications(2000).

    [2] S. Ramachandran. Fiber Based Dispersion Compensation(2007).

    [3] G. D. Forney. The Viterbi algorithm. Proc. IEEE, 61, 268(1973).

    [4] J. R. Quinlan. Induction of decision trees. Mach. Learn., 1, 81(1986).

    [5] C. Cortes, V. Vapnik. Support-vector networks. Mach. Learn., 20, 273(1995).

    [6] T. Cover, P. Hart. Nearest neighbor pattern classification. IEEE Trans. Inf. Theory, 13, 21(1976).

    [7] C. M. Bishop. Pattern Recognition and Machine Learning(2006).

    [8] A. K. Jain, J. Mao, K. M. Mohiuddin. Artificial neural networks: a tutorial. Computer, 29, 31(1996).

    [9] S. Albawi, T. A. Mohammed, S. Al-Zawi. Understanding of a convolutional neural network. International Conference on Engineering and Technology (ICET), 1(2017).

    [10] S. Lawrence, C. L. Giles, A. C. Tsoi, A. D. Back. Face recognition: a convolutional neural-network approach. IEEE Trans. Neural Netw., 8, 98(1997).

    [11] L. Xu, J. S. Ren, C. Liu, J. Jia. Deep convolutional neural network for image deconvolution. Adv. Neural Inf. Process Syst., 27, 1790(2014).

    [12] T. Mikolov, M. Karafiát, L. Burget, J. Černocký, S. Khudanpur. Recurrent neural network based language model. Eleventh Annual Conference of the International Speech Communication Association(2010).

    [13] Y. Shen, N. C. Harris, S. Skirlo, M. Prabhu, T. Baehr-Jones, M. Hochberg, X. Sun, S. Zhao, H. Larochelle, D. Englund, M. Soljačić. Deep learning with coherent nanophotonic circuits. Nat. Photonics, 11, 441(2017).

    [14] E. E. Azzouz, A. K. Nandi. Modulation Recognition Using Artificial Neural Networks, 132(1996).

    [15] J. A. Jargon, X. Wu, A. E. Willner. Optical performance monitoring using artificial neural networks trained with eye-diagram parameters. IEEE Photon. Technol. Lett., 21, 54(2008).

    [16] B. Karanov, M. Chagnon, F. Thouin, T. A. Eriksson, H. Bülow, D. Lavery, L. Schmalen. End-to-end deep learning of optical fiber communications. J. Light. Technol., 36, 4843(2018).

    [17] D. Wang, Y. Song, J. Li, J. Qin, T. Yang, M. Zhang, X. Chen, A. C. Boucouvalas. Data-driven optical fiber channel modeling: a deep learning approach. J. Light. Technol., 38, 4730(2020).

    [18] F. N. Khan, Q. Fan, C. Lu, A. P. T. Lau. An optical communication’s perspective on machine learning and its applications. J. Light. Technol., 37, 493(2019).

    [19] X. Jin, S. Li, Z. Xu. Compensation of turbulence-induced wavefront aberration with convolutional neural networks for FSO systems. Chin. Opt. Lett., 19, 110601(2021).

    [20] S. Xu, W. Zou. Optical tensor core architecture for neural network training based on dual-layer waveguide topology and homodyne detection. Chin. Opt. Lett., 19, 082501(2021).

    [21] L. Yang, L. Zhang. Recent progress in photonic reservoir neural network. Chin. J. Lasers, 48, 1906001(2021).

    [22] L. Zhao, Z. Han, F. Zhang. Research on stereo location in visible light room based on neural network. Chin. J. Lasers, 48, 0706004(2021).

    [23] A. Vaswani, N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, Ł. Kaiser, I. Polosukhin. Attention is all you need. 31st Conference on Neural Information Processing Systems(2017).

    [24] S. Targ, D. Almeida, K. Lyman. Resnet in resnet: generalizing residual architectures(2016).

    [25] D. P. Kingma, J. Ba. Adam: a method for stochastic optimization(2014).

    Data from CrossRef

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    Yubin Zang, Zhenming Yu, Kun Xu, Minghua Chen, Sigang Yang, Hongwei Chen. Fiber communication receiver models based on the multi-head attention mechanism[J]. Chinese Optics Letters, 2023, 21(3): 030602
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