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Efficient DOA estimation of noncircular signals in the presence of multipath propagation

机译:在多径传播情况下非圆形信号的有效DOA估计

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摘要

The noncircularity of uncorrelated signals can improve the performance of direction of arrival (DOA) estimation using antenna arrays. However, due to reflection from surfaces or malicious jamming, the received noncircular signals may be a mixture of uncorrelated and coherent components in practice, which has not been considered by existing algorithms. This paper addresses the issue of DOA estimation for noncircular signals under multipath fading in smart antenna systems, and a novel two-stage processing method is proposed accordingly. By expanding the signal subspace from augmented array output, the DOA estimates of uncorrelated sources are first obtained, and then the covariance matrix of uncorrelated signals is reconstructed and removed from that of the mixed signals afterwards. Secondly, a spatial smoothing technique is performed on a denoised covariance to restore rank deficiency in the covariance of the remaining coherent signals. The resultant algorithm can resolve more signals than array elements with higher accuracy and better classification of signal type than previous methods. Additionally, a new deterministic direction estimation Cramér–Rao lower bound (CRLB) is derived for the considered mixture model. Simulation results demonstrate the validity and efficiency of the proposed method.
机译:不相关信​​号的非圆形性可以改善使用天线阵列的到达方向(DOA)估计的性能。但是,由于表面反射或恶意干扰,实际上,接收到的非圆形信号可能是不相关分量和相干分量的混合物,现有算法尚未考虑这些信号。针对智能天线系统中多径衰落下非圆形信号的DOA估计问题,提出了一种新颖的两阶段处理方法。通过从增强阵列输出扩展信号子空间,首先获得不相关源的DOA估计,然后重建不相关信号的协方差矩阵,然后从混合信号中去除协方差矩阵。其次,对降噪后的协方差执行空间平滑技术,以恢复剩余相干信号的协方差中的秩不足。与以前的方法相比,所得算法与数组元素相比可以解析更多的信号,具有更高的精度和更好的信号类型分类。此外,还为考虑的混合模型推导了新的确定性方向估计Cramér-Rao下界(CRLB)。仿真结果证明了该方法的有效性和有效性。

著录项

  • 来源
    《Signal processing》 |2018年第8期|14-26|共13页
  • 作者单位

    University of Adelaide Radar Research Centre, School of Electrical and Electronic Engineering, The University of Adelaide;

    University of Adelaide Radar Research Centre, School of Electrical and Electronic Engineering, The University of Adelaide;

    University of Adelaide Radar Research Centre, School of Electrical and Electronic Engineering, The University of Adelaide;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Direction of arrival (DOA); Noncircular signals; Coherent signals; Spatial smoothing;

    机译:到达方向(DOA);非圆形信号;相干信号;空间平滑;

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