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2D DOA estimator for coherently distributed sources based on fourth order cumulants

机译:基于四阶累积量的二维分布式DOA估计器

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In this paper, a new method to estimate the nominal two-dimensional (2D) direction-of-arrivals (DOAs) of multiple coherently distributed (CD) sources using two uniform linear arrays (ULAs) is proposed. Because the fourth-order cumulants of Gaussian random processing is equal to zero, the proposed method firstly constructs three fourth-order cumulants matrices for Gaussian noise suppression, which can result in the improvement of the performance of DOA estimation. Then the rotational invariant structure is exploited among the three fourth-order cumulants matrices. Finally, the nominal DOAs of coherently distributed sources are obtained from the eigenvalues of the rotational invariant matrices without spectrum peak searching. Compared with some existing methods, the proposed method exhibit a better estimation performance for CD sources even at the conditions of low signal-to-noise ratio (SNR), small number of snapshots or different angular spread degrees. Simulation results validate the effectiveness of the proposed method.
机译:本文提出了一种使用两个均匀线性阵列(ULA)估算多个相干分布(CD)源的标称二维到达方向(DOA)的新方法。由于高斯随机处理的四阶累积量等于零,因此该方法首先构造了三个用于高斯噪声抑制的四阶累积量矩阵,从而可以提高DOA估计的性能。然后在三个四阶累积量矩阵中利用旋转不变结构。最后,无需旋转频谱峰值即可从旋转不变矩阵的特征值获得相干分布源的标称DOA。与某些现有方法相比,该方法即使在信噪比(SNR)低,快照数量少或角度扩展程度不同的情况下,也能显示出更好的CD源估计性能。仿真结果验证了该方法的有效性。

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