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A beamforming approach to permutation alignment for multichannel frequency--domain blind speech separation

机译:多通道频率域盲演解分离的置换对准的波束形成方法

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In this work, we explore important connections between blind Source separation (BSS) and ideal beamforming. We first cornpare the performance of a null-steering beamformer against that of a frequency-domain BSS method in a reverberant environment, drawing some interesting conclusions. We then examine the feasibility of using beamformer concepts to resolve permutation inconsistency across frequency, which degrades the performance of BSS methods in a reverberant environment. We also propose a permutation alignment scheme based on information gathered from the microphone array directivity patterns. This technique is novel in the sense that it works satisfactorily even when the directivity patterns exhibit grating lobes, where, in fact, better separation can be achieved in principle. We perform experiments that support the viability of the proposed method under different operating conditions and microphone spacings.
机译:在这项工作中,我们探讨了盲源分离(BSS)与理想的波束成形之间的重要联系。我们首先康纳零转向波束形成器对混响环境中的频率域BSS方法的性能,绘制一些有趣的结论。然后,我们研究使用波束形成器概念来解决跨频率排列不一致的可行性,这降低了BSS方法在混响环境中的性能。我们还提出了一种基于从麦克风阵列方向性模式收集的信息的置换对准方案。这种技术在这种意义上是新颖的,即它令人满出的方式即使当方向性模式表现出光栅叶片时,实际上可以通过原则实现更好的分离。我们执行支持在不同的操作条件和麦克风间距下提出的方法的可行性的实验。

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