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Unitary root-MUSIC with a real-valued eigendecomposition: a theoretical and experimental performance study

机译:具有实值特征分解的根MUSIC:理论和实验性能研究

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A real-valued (unitary) formulation of the popular root-MUSIC direction-of-arrival (DOA) estimation technique is considered. This unitary root-MUSIC algorithm reduces the computational complexity in the eigenanalysis stage of root-MUSIC because it exploits the eigendecomposition of a real-valued covariance matrix. The asymptotic performance of unitary root-MUSIC is analyzed and compared with that of conventional root-MUSIC. The results of this comparison show identical asymptotic properties of both algorithms in the case of uncorrelated sources and a better performance of unitary root-MUSIC in scenarios with partially correlated or fully coherent sources. Additionally, our simulations and the results of sonar and ultrasonic real data processing demonstrate an improved threshold performance of unitary root-MUSIC relative to conventional root-MUSIC. It can be then recommended that, as a rule, the unitary root-MUSIC technique should be preferred by the user to the conventional root-MUSIC algorithm.
机译:考虑了流行的根MUSIC到达方向(DOA)估计技术的实值(单位)公式。这种单一的根MUSIC算法降低了根MUSIC特征分析阶段的计算复杂度,因为它利用了实值协方差矩阵的特征分解。分析了单一根MUSIC的渐近性能并将其与常规根MUSIC的渐近性能进行了比较。比较的结果表明,在不相关源的情况下,两种算法具有相同的渐近性质,在具有部分相关或完全相干源的情况下,单一根MUSIC的性能更好。此外,我们的模拟以及声纳和超声真实数据处理的结果表明,与传统的根MUSIC相比,单一根MUSIC的阈值性能有所提高。然后可以建议,通常,用户应该首选单一根MUSIC技术,而不是传统的根MUSIC算法。

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