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A Method of Fast Extract Signal Subspace Based on the Householder Transformation

机译:一种基于家庭式转换的快速提取信号子空间方法

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The technologies of array signal processing based on subspace decomposition can break the Rayleigh limit, and have great performance and angular resolution. However, in order to obtain signal subspace, traditional methods need to apply singular value decomposition on the signal covariance matrix. Because of the large amount of calculation of singular value decomposition, it is difficult to satisfy the requirements in real-time. Given that the signal covariance matrix is conjugate-symmetric, this paper proposes a new method that can fast compute signal subspace depending on repeatedly applying householder transformation to reduce the covariance matrix order based on the power method, and it has fewer iterations and less amount of calculation.
机译:基于子空间分解的阵列信号处理技术可以破坏瑞利极限,具有很大的性能和角度分辨率。但是,为了获得信号子空间,传统方法需要在信号协方差矩阵上应用奇异值分解。由于奇异值分解的大量计算,因此难以实现实时要求。鉴于信号协方差矩阵是共轭对称的,本文提出了一种新方法,可以快速计算信号子空间,这取决于反复应用家庭式转换,以减少基于电源方法的协方差矩阵顺序,并且它具有较少的迭代和较少量计算。

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