Optical Communication Technology, Volume. 48, Issue 3, 18(2024)

Improved YOLOv5s algorithm for modulation format recognition of visible light communication signal

WANG Yeheng... WU Zhang, ZHAO Yongsheng, YAN Zhiyuan, MAO Ruixia and ZHU Hongna |Show fewer author(s)
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    References(10)

    [1] [1] TUNZE G B, HUYNH-THE T, LEE J M, et al. Sparsely connected CNN for efficient automatic modulation recognition [J]. IEEE Transactions on Vehicular Technology, 2020, 69(12): 15557-15568.

    [2] [2] ZENG Y, ZHANG M, HAN F, et al. Spectrum analysis and convolutional neural network for automatic modulation recognition [J]. IEEE Wireless Communications Letters: 2019, 8(3): 929-932.

    [3] [3] ANG R Q, PENG Y P, XIE W X, et al. Improved YOLOv4 small target detection algorithm with embedded SCSE module [J]. Journal of graphics,2021, 42(4): 546-555.

    [4] [4] XIANG Q, YANG Y, ZHANG Q, et al. Joint and accurate SNR estimation and modulation format identification scheme using the Feature-Based ANN[J]. IEEE Photonies Journal, 2019, 11(4): 1-11.

    [5] [5] HE J, ZHOU Y, SHI J, et al. Modulation classification method based on clustering and gaussian model analysis for VLC system[J]. IEEE Photonics Technology Letters, 2020, 32(11): 651-654.

    [6] [6] LV H J, ZHOU X, HUO J H, et al. Joint SNR monitoring and modulation format identification on signal amplitude histograms using convolutional neural network[J]. Optical Fiber Technology: 2021, 61: 1-5.

    [7] [7] GAO W, XU C, XU Z, et al. Modulation format recognition based on coordinate transformation and combination in VLC system [C]//2022 Asia Communications and Photonics Conference (ACP), November 5-8, 2022,Shenzhen, China. Piscataway: IEEE, 2022: 1151-1155.

    [9] [9] REDMON J, DIVVALA S, GIRSHICK R, et al. You only look once: unified, real-time object detection [C]//2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas,USA. New York: IEEE, 2016: 2-10.

    [10] [10] KAUR P, KHEHRA B S, MAVI E B S. Data augmentation for object detection: a review [C]//2021 IEEE International Midwest Symposium on Circuits and Systems(MWSCAS), August 9-11, 2021, Lansing, USA. NewYork: IEEE, 2021: 537-543.

    [11] [11] LIU S, HUANG D, WANG Y. Learning spatial fusion for single-shot object detection [EB/OL]. (2019-11-21) [2024-02-25]. https://arxiv.org/abs/1911.09516.

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    WANG Yeheng, WU Zhang, ZHAO Yongsheng, YAN Zhiyuan, MAO Ruixia, ZHU Hongna. Improved YOLOv5s algorithm for modulation format recognition of visible light communication signal[J]. Optical Communication Technology, 2024, 48(3): 18

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    Paper Information

    Received: Feb. 29, 2024

    Accepted: --

    Published Online: Aug. 2, 2024

    The Author Email:

    DOI:10.13921/j.cnki.issn1002-5561.2024.03.004

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