Study On Optical Communications, Volume. 50, Issue 6, 23008201(2024)

Research on Spread Spectrum Codes Optimized by Sparrow Search Algorithm and Extreme Gradient Boosting

Zhiru LIANG*... Dongming BIAN and Gengxin ZHANG |Show fewer author(s)
Author Affiliations
  • College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China
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    Figures & Tables(9)
    The flowchart of signal processing
    Peak graph m-sequence TCF
    Flowchart of SSA optimization of XGBOOST
    The value of fitness versus iteration number
    Comparison graph of predicted values and actual values
    Comparison graph of recognition results of peak detection,decision tree and XGBOOST
    Comparison graph of recognition results under different m-sequence orders
    • Table 1. Optimal parameter of the model

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      Table 1. Optimal parameter of the model

      参数名最佳参数值
      学习率0.943 4
      树的最大深度5
      提升器gbtree
      列采样率1
      随机采样比例0.62
      Gamma函数0
    • Table 2. Common feedback series table of m-sequence series

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      Table 2. Common feedback series table of m-sequence series

      级数n周期p反馈系数
      53145,67,75
      663103,147,155
      7127203,211,217,235
      8255435,453,537,543,545
      95111 021,1 055,1 131,1 157,1 167,1 175
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    Zhiru LIANG, Dongming BIAN, Gengxin ZHANG. Research on Spread Spectrum Codes Optimized by Sparrow Search Algorithm and Extreme Gradient Boosting[J]. Study On Optical Communications, 2024, 50(6): 23008201

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    Paper Information

    Category:

    Received: Aug. 1, 2023

    Accepted: --

    Published Online: Jan. 2, 2025

    The Author Email: LIANG Zhiru (574799923@qq.com)

    DOI:10.13756/j.gtxyj.2024.230082

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