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Novel design of oversampled GDFT filter banks for application to subband based blind source separation

机译:用于子带盲源分离的过采样GDFT滤波器组的新设计。

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Subband permutation alignment is critical to the successful operation of subband-based blind source separation. The inter-subband correlation information can be exploited to solve the permutation problem. In this paper, a novel design is proposed based on the over-sampled generalized DFT (GDFT) filter banks to further improve performance of the correlation-based method. It employs a model that includes inter-subband correlation as part of the optimization criterion, and relaxes the perfect-reconstruction condition due to an inherent characteristic of the convolutive BSS problem. As shown in simulations, improved performance is achieved in terms of both permutation alignment and overall separation result.
机译:子带排列对齐对于成功进行基于子带的盲源分离操作至关重要。可以利用子带间相关信息来解决置换问题。本文提出了一种基于过采样的广义DFT(GDFT)滤波器组的新颖设计,以进一步提高基于相关方法的性能。它采用包括子带间相关性作为优化准则一部分的模型,并由于卷积BSS问题的固有特性而放宽了完美重建条件。如仿真所示,在排列对齐和整体分离结果方面都实现了改进的性能。

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