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A matrix-pencil approach to blind separation of colored nonstationary signals

机译:矩阵-铅笔方法对有色非平稳信号进行盲分离

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For many signal sources such as speech with distinct, nonwhite power spectral densities, second-order statistics of the received signal mixture can be exploited for signal separation. Without knowledge of the noise correlation matrix, we propose a simple and yet effective signal extraction method for signal source separation under unknown temporally white noise. This new and unbiased signal extractor is derived from the matrix pencil formed between output autocorrelation matrices at different delays. Based on the matrix pencil, an ESPRIT-type algorithm is derived to get an optimal solution in the least square sense. Our method is well suited for systems with colored sensor noises and for nonstationary signals.
机译:对于许多信号源(例如具有不同的非白功率谱密度的语音),可以利用接收信号混合的二阶统计信息进行信号分离。在不了解噪声相关矩阵的情况下,我们提出了一种简单而有效的信号提取方法,用于在未知时间白噪声下分离信号源。这种新的,无偏的信号提取器是由在不同延迟下的输出自相关矩阵之间形成的矩​​阵笔得出的。基于矩阵铅笔,推导了ESPRIT类型的算法,以获得最小二乘方的最优解。我们的方法非常适合于带有彩色传感器噪声和非平稳信号的系统。

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