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Fast Direction Finding Using Modified Pseudocovariance Matrix

机译:使用修正的伪协方差矩阵的快速方向查找

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摘要

A modified pseudocovariance matrix is described which can improve the performance of Kim 's ("Fast DOA estimation algorithm using pseudocovariance matrix," IEEE Trans. Antennas Propagat., vol. 53, no. 4, pp. 1346-1351, Apr. 2005) algorithm to realize the fast direction finding with single snapshot in coherent or uncorrelated case. By adding the backwards formulation of pseudocovariance matrix, the rank of pseudocovariance matrix is enhanced. Then a set of pseudocovariance matrices are constructed by circularly shifting the matrix. By weighted averaging, a modified pseudocovariance matrix is reconstructed whose noise is reduced. The proposed matrix has less array element loss than that of the original matrix. Moreover, this algorithm can be applied in the lower signal-noise-ratio (SNR) through noise preprocessing. The new matrix has expanded the application of high-resolution direction finding to nonuniform linear array (NLA), since traditional methods usually assume the array is uniform linear when handling coherent sources. Simulations are conducted to compare the performance of the modified method and the original method. The results illustrate that the high performance of DOA estimate could be obtained rapidly
机译:描述了一种改进的伪协方差矩阵,该矩阵可以改善Kim的性能(“使用伪协方差矩阵的快速DOA估计算法”,IEEE Trans。Antennas Propagat。,第53卷,第4期,第1346-1351页,2005年4月)算法,以在相干或不相关的情况下使用单个快照实现快速方向查找。通过添加伪协方差矩阵的反向表示,伪协方差矩阵的秩得到增强。然后,通过循环移位矩阵来构造一组伪协方差矩阵。通过加权平均,重建了修改的伪协方差矩阵,其噪声得以减小。所提出的矩阵比原始矩阵具有更少的阵列元素损失。此外,该算法可通过噪声预处理应用于较低的信噪比(SNR)中。新矩阵将高分辨率测向的应用扩展到非均匀线性阵列(NLA),因为传统方法通常在处理相干源时假定阵列是均匀线性的。进行仿真以比较改进方法和原始方法的性能。结果表明,可以快速获得高性能的DOA估计

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