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On pre-whitening and accuracy in DOA estimation by sparse signal processing on beamformed data

机译:关于波束成形数据稀疏信号处理在DOA估计中的预美白和准确性

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In this paper we consider the problem of direction of arrival estimation from a set of beamformed measurements corrupted by correlated Gaussian noise. We investigate the performance of sparse signal processing (SSP) on correlated and pre-whitened data, focusing on accuracy and false alarm rate. We considered both a fixed-grid and a gridless method, and performed several simulations. From our analysis we conclude that SSP applied to tapered and beamformed data without prewhitening is robust, but results in a lower accuracy than in the pre-whitened case. Furthermore, by comparing the two methods, we also observe that, for the scenario considered, the fixed-grid method performs as good as the gridless one.
机译:在本文中,我们考虑到从相关高斯噪声损坏的一组波束形成测量的到达估计方向的问题。我们调查稀疏信号处理(SSP)对相关和预制数据的性能,专注于准确性和误报率。我们考虑了固定网格和无缝方法,并进行了多个模拟。从我们的分析来看,我们得出结论,施加到无需防护的锥形和波束成形数据的SSP具有稳健性,但在预混壳中的准确性较低。此外,通过比较这两种方法,我们还观察到,对于考虑的场景,固定网格方法执行与无线网络一样好。

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