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SUBBAND BEAMFORMER COMBINED WITH TIME-FREQUENCY ICA FOR EXTRACTION OF TARGET SOURCE UNDER REVERBERANT ENVIRONMENTS

机译:子带子波束形成器与时频ICA相结合,以便在混响环境下提取目标源

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We propose a novel beamforming method that is complementarity combined with the time-frequency domain independent component analysis (TF-ICA). Under reverberant environments, performance of TF-ICA is known to be limited. On the other hand, when time period in which there are only noise sources (noise-only period) is given, beamforming based on multichannel spatial prediction (MSP-BF) are shown to achieve good noise reduction performance. The proposed method applies noise-period identification based on the output of TF-ICA to obtain a noise-only period. MSP-BF using the obtained noise-only period is performed. Furthermore, to avoid performance degradation, the proposed method selects the better output signal obtained by TF-ICA and MSP-BF. Experimental results under a reverberant environment indicate that the proposed method outperforms TF-ICA. Furthermore, thanks to output-signal selector, even when there are no noise-only periods, performance degradation can be avoided.
机译:我们提出了一种新颖的波束形成方法,该方法与时频域独立分量分析(TF-ICA)相结合。在混响环境下,已知TF-ICA的性能受到限制。另一方面,当给出仅存在噪声源(仅限噪声时段)的时间段时,基于多通道空间预测(MSP-BF)的波束成形被示出以实现良好的降噪性能。该方法基于TF-ICA的输出应用噪声周期识别,以获得仅噪声的时间。使用使用所获得的噪声段的MSP-BF进行。此外,为了避免性能下降,所提出的方法选择通过TF-ICA和MSP-BF获得的更好的输出信号。在混响环境下的实验结果表明,所提出的方法优于TF-ICA。此外,由于输出信号选择器,即使在没有噪声时段时,也可以避免性能劣化。

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