Performance Analysis of the Music Algorithm with Spatial Smoothing in the Presence of Coherent Sources

A. Paulraj, V. Reddy, T. Shan, T. Kailath
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引用次数: 34

Abstract

We study the effect of spatial smoothing on the performance of the MUSIC algorithm for directions-of-arrival estimation of partially and fully coherent sources. We show that spatial smoothing improves the sensitivity of the invariant subspaces as a result of progressive decorrelation of the sources, and that the rate at which this happens depends upon the spacing and directions of the sources. This analysis explains the performance improvement observed with moving arrays in the presence of coherent sources. We also show that smoothing reduces the magnitude of the perturbations through subarray averaging, thereby further improving DOA estimation performance. Results of computer simulations are included to support our analysis.
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相干源存在下空间平滑音乐算法的性能分析
我们研究了空间平滑对MUSIC算法在部分和完全相干源到达方向估计中的性能的影响。我们表明,空间平滑提高了不变子空间的灵敏度,这是源的渐进去相关的结果,并且这种情况发生的速度取决于源的间距和方向。这个分析解释了在相干源存在的情况下移动阵列所观察到的性能改进。我们还表明,平滑通过子阵列平均降低了扰动的大小,从而进一步提高了DOA估计性能。计算机模拟结果支持我们的分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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