Study On Optical Communications, Volume. 51, Issue 2, 240023-01(2025)

Research on Modulation Format Recognition for Underwater Visible Light Communication based on BiGRU

Wendi GAO1,2,3, Yunkai WANG1,2,3, Chi XU1,2,3, Zengyi XU1,2,3, and Nan CHI1,2,3、*
Author Affiliations
  • 1The Ministry of Education Key Laboratory of Electromagnetic Wave Information Science, Department of Communication Science and Engineering, Fudan University, Shanghai 200433, China
  • 2Shanghai Engineering Research Center of Low-Earth-Orbit Satellite Communication and Applications, Shanghai 200433, China
  • 3Shanghai Collaborative Innovation Center of Low-Earth-Orbit Satellite Communication Technology, Shanghai 200433, China
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    References(14)

    [1] You X, Wang C X, Huang J et al. Towards 6G Wireless Communication Networks: Vision, Enabling Technologies, and New Paradigm Shifts[J]. Science China Information Sciences, 64, 110301(2020).

    [2] Zong B, Fan C, Wang X et al. 6G Technologies: Key Drivers, Core Requirements, System Architectures, and Enabling Technologies[J]. IEEE Vehicular Technology Magazine, 14, 18-27(2019).

    [3] Chi N, Wang C F, Li W P et al. Research Progress of Underwater Visible Light Communication Technology based on Blue/Green LED[J]. Journal of Fudan University: Natural Science, 58, 537-548(2019).

    [4] Amanor D N, Edmonson W W, Afghah F. Intersatel-lite Communication System based on Visible Light[J]. IEEE Transactions on Aerospace and Electronic Systems, 54, 2888-2899(2018).

    [5] Song A, Stojanovic M, Chitre M. Editorial Underwater Acoustic Communications: Where we Stand and What Is Next?[J]. IEEE Journal of Oceanic Engineering, 44, 1-6(2019).

    [6] Baggeroer A. Acoustic Telemetry-an Overview[J]. IEEE Journal of Oceanic Engineering, 9, 229-235(1984).

    [7] Duntley S Q. Light in the Sea[J]. Journal of the Optical Society of America A, 53, 214-233(1963).

    [8] Chi N, Zhou Y, Liang S et al. Enabling Technologies for High-speed Visible Light Communication Employing CAP Modulation[J]. Journal of Lightwave Technology, 36, 510-518(2018).

    [9] Hameed F, Dobre O A, Popescu D C. On the Likelihood-based Approach to Modulation Classification[J]. IEEE Transactions on Wireless Communications, 8, 5884-5892(2009).

    [10] Gers F A, Schmidhuber J, Cummins F. Learning to Forget: Continual Prediction with LSTM[J]. Neural Computation, 12, 2451-2471(2000).

    [12] Yang S, Yu X, Zhou Y. LSTM and GRU Neural Network Performance Comparison Study: Taking Yelp Review Dataset as an Example[C], 9221727(2020).

    [13] Zhang H Y, Yao L, Chen C X et al. Application of BO-BiGRU based Post Equalizer in High-speed Underwater Visible Light Communication System[J]. Telecommunications Science, 39, 11-19(2023).

    [14] Lin X H, Chi N. Constellation Geometrically-shaping and Artificial Intelligence Technology in Underwater Visible Light Communication[J]. Study on Optical Communications, 21-27(2023).

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    Wendi GAO, Yunkai WANG, Chi XU, Zengyi XU, Nan CHI. Research on Modulation Format Recognition for Underwater Visible Light Communication based on BiGRU[J]. Study On Optical Communications, 2025, 51(2): 240023-01

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    Paper Information

    Category:

    Received: Feb. 3, 2024

    Accepted: --

    Published Online: May. 22, 2025

    The Author Email: Nan CHI (nanchi@fudan.edu.cn)

    DOI:10.13756/j.gtxyj.2025.240023

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