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组合二进制偏移载波信号的伪码周期及组合码序列盲估计

张天骐 刘董华 袁帅 王胜

张天骐, 刘董华, 袁帅, 王胜. 组合二进制偏移载波信号的伪码周期及组合码序列盲估计[J]. 电子与信息学报, 2019, 41(4): 917-924. doi: 10.11999/JEIT180444
引用本文: 张天骐, 刘董华, 袁帅, 王胜. 组合二进制偏移载波信号的伪码周期及组合码序列盲估计[J]. 电子与信息学报, 2019, 41(4): 917-924. doi: 10.11999/JEIT180444
Tianqi ZHANG, Donghua LIU, Shuai YUAN, Sheng WANG. Blind Estimation of the Pseudo Code Period and Combination Code Sequence for Composite Binary Offset Carrier Signal[J]. Journal of Electronics & Information Technology, 2019, 41(4): 917-924. doi: 10.11999/JEIT180444
Citation: Tianqi ZHANG, Donghua LIU, Shuai YUAN, Sheng WANG. Blind Estimation of the Pseudo Code Period and Combination Code Sequence for Composite Binary Offset Carrier Signal[J]. Journal of Electronics & Information Technology, 2019, 41(4): 917-924. doi: 10.11999/JEIT180444

组合二进制偏移载波信号的伪码周期及组合码序列盲估计

doi: 10.11999/JEIT180444
基金项目: 国家自然科学基金(61671095, 61371164, 61702065, 61701067, 61771085),信号与信息处理重庆市市级重点实验室建设项目(CSTC2009CA2003),重庆市研究生科研创新项目(CYS17219),重庆市教育委员会科研项目(KJ1600427, KJ1600429)
详细信息
    作者简介:

    张天骐:男,1971年生,博士后,教授,主要研究方向为通信信号的调制解调、盲处理、语音信号处理、神经网络实现以及FPGA、VLSI实现

    刘董华:男,1992年生,硕士生,研究方向为通信信号盲处理

    袁帅:男,1993年生,硕士生,研究方向为导航信号的捕获与跟踪

    王胜:男,1994年生,硕士生,研究方向为通信信号处理

    通讯作者:

    刘董华 993578978@qq.com

  • 中图分类号: TN911.7

Blind Estimation of the Pseudo Code Period and Combination Code Sequence for Composite Binary Offset Carrier Signal

Funds: The National Natural Science Foundation of China (61671095, 61371164, 61702065, 61701067, 61771085), The Project of Key Laboratory of Signal and Information Processing of Chongqing (CSTC2009CA2003), The Chongqing Graduate Research and Innovation Project (CYS17219), The Research Project of Chongqing Educational Commission (KJ1600427, KJ1600429)
  • 摘要:

    针对在非协作通信以及低信噪比下组合二进制偏移载波(CBOC)信号伪码周期和组合码序列较难估计的问题,该文提出了2次谱算法与基于径向基函数(RBF)神经网络算法。对输入信号进行2次功率谱计算,可以得到CBOC信号的伪码周期。在此基础上,首先对接收的1周期组合码序列进行重叠分段,其次优化筛选出学习系数,对每段数据向量作为RBF神经网络的输入信号并进行有监督地调节,最后对每段数据向量多次输入并反复训练权值向量就可以恢复原组合码序列。仿真结果表明,利用2次谱可以在低信噪比下估计出伪码周期;在误码率低于1%的情况下,所提出的RBF神经网络相比于反向传播(BP)神经网络与Sanger神经网络,信噪比分别提高1 dB和3 dB,并且在同等条件下所需的数据组数较少。

  • 图  1  RBF神经网络结构图

    图  2  1周期CBOC组合码序列分段

    图  3  CBOC信号的功率谱与2次谱

    图  4  不同采样频率估计CBOC信号伪码周期累加次数

    图  5  学习速率系数$\mu $对收敛数据组数均值的影响

    图  6  截取前两段CBOC组合码序列的真实值与估计值对比

    图  7  组合码长度、上采样次数与数据组数对收敛性能的影响

    图  8  不同算法对CBOC组合码估计性能对比

    表  1  E1频段扩频码特性

    E1信号分量扩频码周期
    (ms)
    扩频码码长扩频码速率
    (Mbps)
    主码长度辅助码长度
    数据通道44092无辅助码1.023
    导频通道1004092251.023
    下载: 导出CSV
  • 谢钢. 全球导航卫星系统原理—GPS、格洛纳斯和伽利略系统[M]. 北京: 电子工业出版社, 2013: 88–97.

    XIE Gang. Principles of GNSS: GPS, GLONASS and Galileo[M]. Beijing: Publishing House of Electronics Industry, 2013: 88–97.
    PAUN A F and CASANDRA A R. Analysis of the performance of an acquisition algorithm for Galileo E1 signals[C]. Proceedings of the International Conference on Communications, Bucharest, Romania, 2016: 469–472. doi: 10.1109/ICComm.2016.7528262.
    UNION E. European GNSS(Galileo) Open Service: Signal in Space: Interface Control Document[M]. Luxembourg: Publications Office of the European Union, 2010: 8–171.
    DENG Zhongliang, XI Yue, JIAO Jichao, et al. Unambiguous acquisition for Galileo E1 OS signal based on delay-and-multiply[J]. Telkomnika, 2014, 12(4): 950–962 doi: 10.12928/TELKOMNIKA.v12i4.530
    张天骐, 江晓磊, 赵军桃, 等. 二进制偏移载波及其衍生信号的通用无模糊捕获算法[J]. 电子与信息学报, 2017, 39(2): 451–458 doi: 10.11999/JEIT160351

    ZHANG Tianqi, JIANG Xiaolei, ZHAO Juntao, et al. Unambiguous general acquisition for binary offset carrier and its derivative signals[J]. Journal of Electronics &Information Technology, 2017, 39(2): 451–458 doi: 10.11999/JEIT160351
    陈昌川, 周杨, 张天骐. TDDM-BOC信号组合码序列及信息序列盲估计[J]. 电子与信息学报, 2016, 38(11): 2760–2766 doi: 10.11999/JEIT160042

    CHEN Changchuan, ZHOU Yang, and ZHANG Tianqi. Blind estimation of the combination code sequence and information sequence for TDDM-BOC signal[J]. Journal of Electronics &Information Technology, 2016, 38(11): 2760–2766 doi: 10.11999/JEIT160042
    钱博, 田浩明, 冯永新, 等. BOC调制信号相关检测算法[J]. 火力指挥与控制, 2011, 36(4): 22–25

    QIAN Bo, TIAN Haoming, FENG Yongxin, et al. Research on an algorithm of correlation detection for BOC modulation signal[J]. Fire Control &Command Control, 2011, 36(4): 22–25
    阳锐, 张天骐, 石穗, 等. BOC信号的伪码周期和组合码盲估计[J]. 电讯技术, 2014, 54(6): 53–58 doi: 10.3969/j.issn.1001-893x.2014.06.012

    YANG Rui, ZHANG Tianqi, SHI Sui, et al. Blind estimation of pseudo code period and combination code for BOC signals[J]. Telecommunication Engineering, 2014, 54(6): 53–58 doi: 10.3969/j.issn.1001-893x.2014.06.012
    张婷, 张天骐, 熊梅. 基于Sanger神经网络的TDDM-BOC信号组合码序列盲估计[J]. 计算机应用, 2017, 37(8): 2189–2194 doi: 10.11772/j.issn.1001-9081.2017.08.2189

    ZHANG Ting, ZHANG Tianqi, and XIONG Mei. Blind estimation of combination code sequence for TDDM-BOC based on Sanger neural network[J]. Journal of Computer Applications, 2017, 37(8): 2189–2194 doi: 10.11772/j.issn.1001-9081.2017.08.2189
    沈斌, 王建新. 基于奇异值分解的直扩信号伪码序列及信息序列盲估计方法[J]. 电子与信息学报, 2014, 36(9): 2098–2103 doi: 10.3724/SP.J.1146.2013.01692

    SHEN Bin and WANG Jianxin. Blind estimation of the PN sequence and information sequence of a DSSS signal based on SVD[J]. Journal of Electronics &Information Technology, 2014, 36(9): 2098–2103 doi: 10.3724/SP.J.1146.2013.01692
    ZHANG Xiaolin and CHEN Jian. Research on blind reconstruction method of PN sequence for period DSSS signal in low SNR conditions[C]. Proceedings of the IEEE International Conference on Signal Processing, Chengdu, China, 2017: 1254–1258. doi: 10.1109/ICSP.2016.7878027.
    GU Xiaowei, ZHAO Zhijin, and SHEN Lei. Blind estimation of pseudo-random codes in periodic long code direct sequence spread spectrum signals[J]. IET Communications, 2016, 10(11): 1273–1281 doi: 10.1049/iet-com.2015.0374
    赵德芳, 张天骐, 金翔, 等. 基于BP神经网络的直扩信号扩频码盲识别[J]. 电讯技术, 2010, 50(10): 28–35 doi: 10.3969/j.issn.1001-893x.2010.10.006

    ZHAO Defang, ZHANG Tianqi, JIN Xiang, et al. DSSS signal spread spectrum codes blind identification based on BP neural network[J]. Telecommunication Engineering, 2010, 50(10): 28–35 doi: 10.3969/j.issn.1001-893x.2010.10.006
    史雨薇. Galileo E1信号性能分析与软件模拟源的设计[D]. [硕士论文], 哈尔滨工业大学, 2012: 19–28.

    SHI Yuwei. Analysis of Galileo E1 signal and design of software simulator[D]. [Mater dissertation], Harbin Institute of Technology, 2012: 19–28.
    VAHABLI E and RAHMATI S. Application of an RBF neural network for FDM parts' surface roughness prediction for enhancing surface quality[J]. International Journal of Precision Engineering & Manufacturing, 2016, 17(12): 1589–1603 doi: 10.1007/s12541-016-0185-7
    LI Jiaojiao, DU Qian, and LI Yunsong. An efficient radial basis function neural network for hyperspectral remote sensing image classification[J]. Soft Computing, 2015, 20(12): 1–7 doi: 10.1007/s00500-015-1739-9
    杨淑莹. 模式识别与智能计算[M]. 北京: 电子工业出版社, 2008: 163–168.

    YANG Shuying. Pattern Recognition and Intelligent Computing[M]. Beijing: Publishing House of Electronics Industry, 2008: 163–168.
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出版历程
  • 收稿日期:  2018-05-10
  • 修回日期:  2018-10-11
  • 网络出版日期:  2018-11-02
  • 刊出日期:  2019-04-01

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