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Estimating spreading waveform of long-code direct sequence spread spectrum signals at a low signal-to-noise ratio

机译:在低信噪比的情况下估计长码直接序列扩频信号的扩展波形

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In this study, the problem of estimating the spreading waveform of long-code direct sequence spread spectrum (DSSS) signals is considered. A novel spreading waveform estimation method based on a missing data model is proposed. By showing that the long-code DSSS signal can be equivalently represented as a short-code DSSS signal with missing data, the spreading waveform estimation problem can be viewed as a low-rank matrix approximation problem with missing data that can be approximately solved by the existing optimisation methods. To evaluate the performance of the author's proposed estimator, the authors also derive the Cramer??Rao lower bound (CRB) on the mean square error of spreading waveform estimators. The simulation results demonstrate that the proposed estimator approaches the CRB and provides significant performance improvement compared with the existing estimators in the case of low signal-to-noise ratio situations.
机译:在这项研究中,考虑了估计长码直接序列扩频(DSSS)信号的扩频波形的问题。提出了一种基于缺失数据模型的扩频波形估计方法。通过显示长码DSSS信号可以等效地表示为缺少数据的短码DSSS信号,可以将扩展波形估计问题视为具有丢失数据的低秩矩阵逼近问题,可以通过近似解决。现有的优化方法。为了评估作者提出的估计器的性能,作者还根据扩展波形估计器的均方误差得出了Cramer ?? Rao下界(CRB)。仿真结果表明,在低信噪比的情况下,与现有估计器相比,所提出的估计器接近CRB,并且性能得到了显着改善。

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  • 来源
    《Signal Processing, IET》 |2012年第4期|p.358-363|共6页
  • 作者单位

    School of Electronic Engineering, University of Electronic Science and Technology of China, Chengdu 611731, Peoples Republic of China: National Laboratory of Information Control Technology for Communication System, Jiaxing 314033, People's Republic of China;

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