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music算法

于 2023-08-20 发布 文件大小:4.46 kB
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MUSIC算法 是一种基于矩阵特征空间分解的方法。从几何角度讲,信号处理的观测空间可以分解为信号子空间和噪声子空间,显然这两个空间是正交的。信号子空间由阵列接收到的数据协方差矩阵中与信号对应的特征向量组成,噪声子空间则由协方差矩阵中所有最小特征值(噪声方差)对应的特征向量组成。 MUSIC算法的基本思想则为将任意阵列输出数据的协方差矩阵进行特征分解,从而得到与信号分量相对应的信号子空间和信号分量相正交的噪声子空间,然后利用这两个子空间的正交性来估计信号的参数(入射方向、极化信息和信号强度)。MUSIC算法具有普遍的适用性,只要已知天线阵的布阵形式,无论是直线阵列还是圆阵列,不管阵元是否是等间距分布,都可以得到高分辨率的结果。

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