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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    References(12)

    [1] Warner E S, Mulgrew B, Grant P M. Triple Correlation Analysis of m-sequences[J]. Electronics Letters, 29, 1755(1993).

    [2] Batty K E, Adams E R. Detection and Blind Identification of m-sequence Codes Using Higher Order Statistics[C], 778683(1999).

    [3] Bai Y, Yang X J, Zhang Y. A Recognition Method of m-sequence Synchronization Codes Using Higher-order Statistical Processing[J]. Journal of Electronics & Information Technology, 34, 33-37(2012).

    [4] Zu Y X. The Detection and Recognition of m-sequence Using Higher-order Statistical Processing[J]. Journal of Electronics & Information Technology, 29, 1576-1579(2007).

    [5] Zhang T Q, Lin X K, Zhou Z Z. A Neural Network Approach to Blind-estimation of PN Spreading Sequence in Lower SNR DS/SS Signals[J]. Journal of Circuits and Systems, 12, 118-123(2007).

    [6] Zheng Y P, Li G Y, Li Y. Survey of Application of Deep Learning in Image Recognition[J]. Computer Engineering and Applications, 55, 20-36(2019).

    [7] Chen T, Guestrin C. XGBoost: a Scalable Tree Boosting System[C], 785-794(2016).

    [8] Friedman J, Hastie T, Tibshirani R. Special Invited Paper. Additive Logistic Regression: a Statistical View of Boosting[J]. The Annals of Statistics, 28, 337-374(2000).

    [9] Xue J, Shen B. A Novel Swarm Intelligence Optimization Approach: Sparrow Search Algorithm[J]. Systems Science & Control Engineering, 8, 22-34(2020).

    [10] Han Z Y, Shen X J, Shi Z L. The Multiresolution Analysis of Signal and Its Application in Noise Canceling[J]. Journal of Sichuan United University (Advanced Engineering Sciences), 52-58(1999).

    [11] Zhang T Q, Zhou Z Z. A New Spectral Method of Periodic Detection of PC Sequence in Lower SNR DS/SS Signals[J]. Chinese Journal of Radio Science, 16, 518-521(2001).

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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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