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Multivariate LP Based MMSE-ZF Equalizer Design Considerations and Application to Multimicrophone Dereverberation

机译:基于多元LP的MMSE-ZF均衡器设计考虑因素及其在多麦克风去混响中的应用

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The linear prediction algorithm estimates a zero-forcing (ZF) equalizer from the SIMO channel output's second order statistics. Linear prediction can be easily extended in the presence of an additive white noise, since the white noise variance can be easily identified and compensated for in the reverberant signal covariance matrix. However, the presence of the additive noise has so far not been considered for the design of the ZF equalizer, and the resulting equalizer is not optimal. In this paper, we consider two issues in the design of the LP-based equalizer in the presence of additive white noise. First, we investigate the effect of relative subchannel delay compensation on the output SNR. We show that such relative delay can reduce considerably the output SNR. Then, we optimize the transformation of the multivariate prediction filter to a longer equalizer filter using the SNR criterion. The optimization corresponds to MMSE-ZF design, and the filter length increase allows for the introduction of some equalization delay, that can also be optimized
机译:线性预测算法根据SIMO通道输出的二阶统计量估算一个迫零(ZF)均衡器。由于可以在混响信号协方差矩阵中轻松识别和补偿白噪声方差,因此在存在加性白噪声的情况下可以轻松扩展线性预测。但是,到目前为止,ZF均衡器的设计尚未考虑到附加噪声的存在,并且所得均衡器并不是最佳的。本文中,在存在加性白噪声的情况下,我们考虑了基于LP的均衡器设计中的两个问题。首先,我们研究相对子通道延迟补偿对输出SNR的影响。我们表明,这种相对延迟会大大降低输出SNR。然后,我们使用SNR准则优化将多元预测滤波器转换为更长的均衡器滤波器的过程。该优化对应于MMSE-ZF设计,并且滤波器长度的增加允许引入一些均衡延迟,这也可以进行优化

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