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THE FOURTH-ORDER CUMULANTS BASED SPECTRAL ESTIMATION METHOD AND ITS APPLICATION TO DIRECTION-FINDING

机译:基于四阶累积剂的光谱估计方法及其在方向查找中的应用

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摘要

Traditional approaches of spatial spectral estimation are usually based on the second-order statistics. The higher-order cumulants and the poly-spectrum contain more information and are capable of reducing the Gaussian noise. In this paper, we present a new spectrum estimation method for direction-finding, the FOMUSIC algorithm, which is based on the eigen-structure analysis of the fourth-order cumulants. The derivation of the algorithm is given in detail and its performance is illustrated by both the computer simulations and the experiments of a direction-finding system. The obtained results demonstrate that the fourth-order cumulants based method outperforms the traditional methods, especially when the noise is an unknown colored one.
机译:传统的空间谱估计方法通常基于二阶统计数据。高阶累积物和多光谱包含更多信息,并且能够降低高斯噪声。在本文中,我们介绍了一种用于方向发现的新频谱估计方法,法狼算法,其基于四阶累积物的特征结构分析。详细给出了算法的推导,并且通过计算机仿真和方向查找系统的实验来说明其性能。所得结果表明,基于四阶累积剂的方法优于传统方法,特别是当噪声是未知的彩色时。

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