电子学报 ›› 2016, Vol. 44 ›› Issue (2): 334-339.DOI: 10.3969/j.issn.0372-2112.2016.02.013

• 学术论文 • 上一篇    下一篇

基于半定松弛的长码DSSS信号扩频波形估计

张花国1, 李鑫1, 张建华2, 魏平1   

  1. 1. 电子科技大学电子工程学院, 四川成都 611731;
    2. 中国船舶工业系统工程研究院, 北京 100094
  • 收稿日期:2014-12-01 修回日期:2015-08-21 出版日期:2016-02-25
    • 作者简介:
    • 张花国 男,1979年1月生于山东潍坊,电子科技大学电子工程学院副教授,主要研究方向为复杂通信信号截获与分析.E-mail:uestczhg@163.com;李鑫 男,1991年11月生于辽宁朝阳,现为电子科技大学电子工程学院硕士研究生,主要研究方向为DSSS信号的盲解扩研究.
    • 基金资助:
    • 国家自然科学基金 (No.61201282); 中央高校基本科研业务费 (No.ZYGX2013J016)

A Semidefinite Relaxation Approach to Spreading Waveform Estimation for Long-Code DSSS Signals

ZHANG Hua-guo1, LI Xin1, ZHANG Jian-hua2, WEI Ping1   

  1. 1. School of Electronic Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan 611731, China;
    2. Systems Engineering Research Institute, Beijing 100094, China
  • Received:2014-12-01 Revised:2015-08-21 Online:2016-02-25 Published:2016-02-25

摘要:

针对非合作通信中的长码DSSS信号,提出了一种基于半定松弛的扩频波形估计方法,并在确定信号模型下推导了扩频波形估计的CRB.首先推导了长码DSSS信号扩频波形的极大似然估计,由于该极大似然估计为非凸的组合优化问题,提出通过松弛约束条件将其转化为具有多项式计算复杂度的半定规划问题,实现对该极大似然估计问题的近似求解.仿真表明本文提出方法性能优于现有方法,并随着信噪比的提高逐渐逼近CRB.

关键词: 长码DSSS信号, 极大似然估计, 半定松弛, 扩频波形估计, CRB

Abstract:

For long-code direct sequence spread spectrum (DSSS) signals in non-cooperative communication systems, a semidefinite relaxation approach to spreading waveform estimation is proposed, and the Cramer-Rao lower bound (CRB) for the spreading waveform estimation is also derived under the deterministic signal model.We first derive the maximum likelihood estimate (MLE) of spreading waveform.Then, due to the MLE problem being a non-convex combinatorial optimization problem, we approximate it as a semidefinite programming problem which features polynomial worst-case complexity by relaxing the constraints.The simulation results demonstrate that the proposed estimator significantly outperforms the existing estimators and can achieve the CRB as the signal-to-noise ratio increases.

Key words: long-code DSSS signals, maximum likelihood estimate, semidefinite relaxation, spreading waveform estimation, Cramer-Rao lower bound

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