Acta Optica Sinica, Volume. 45, Issue 10, 1006003(2025)

Suppression of LED Nonlinear Distortion by Improvement CNN‒BiLSTM‒Self-Attention Cascade Equalization Algorithm Based on Neighborhood Rough Set

Kejun Jia*, Jiaqi Che, Jiaxin Liu, and Yuqin Xian
Author Affiliations
  • School of Computer and Communication, Lanzhou University of Technology, Lanzhou 730050, Gansu , China
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    References(41)

    [28] Jia K J, Wang J N, Lin Y et al. Design of KNN cascade equalizer improved by rough set theory and LED nonlinearity suppression study[J]. Journal of Beijing University of Posts and Telecommunications, 46, 15-21(2023).

    [30] Hu Q H, Zhao H, Yu D R. Efficient symbolic and numerical attribute reduction with neighborhood rough sets[J]. Pattern Recognition and Artificial Intelligence, 21, 732-738(2008).

    [34] Vaswani A, Shazeer N, Parmar N et al. Attention is all you need[C], 6000-6010(2017).

    [37] Zhang Q H, Xiao J Y, Ai Z H et al. Near neighborhood classifier with adaptive radius selection[J]. Pattern Recognition and Artificial Intelligence, 35, 989-998(2022).

    [39] Guo J N, Wang C, Zhang J. Optimal constellation design for visible light communication with multi-color LED[J]. Acta Optica Sinica, 45, 0306005(2025).

    [40] Jia K J, He Y M, Zhang F F et al. An antenna selection algorithm for visible light communication MIMO-OFDM systems based on submodular function[J]. Telecommunication Engineering, 65, 445-453(2025).

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    Kejun Jia, Jiaqi Che, Jiaxin Liu, Yuqin Xian. Suppression of LED Nonlinear Distortion by Improvement CNN‒BiLSTM‒Self-Attention Cascade Equalization Algorithm Based on Neighborhood Rough Set[J]. Acta Optica Sinica, 2025, 45(10): 1006003

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    Paper Information

    Category: Fiber Optics and Optical Communications

    Received: Jan. 24, 2025

    Accepted: Apr. 1, 2025

    Published Online: May. 20, 2025

    The Author Email: Kejun Jia (kjjia@lut.edu.cn)

    DOI:10.3788/AOS250539

    CSTR:32393.14.AOS250539

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