A three-stage permutation approach for frequency-domain blind source separation

Qian Wang, Ju Liu, Jun Du, Ning Lv, Zhaochen Liu, Yujun Li
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Abstract

The permutation ambiguity is a critical issue for the convolutive blind speech separation in the frequency domain. To solve this problem, a novel three-stage approach is proposed in this paper. The method of choosing benchmark frequency bins is employed to ensure the performance of the second stage. Meanwhile, the correlation of the adjacent frequency bins is combined with the DOA method to bring out the best in each other. Experimental results in simulated and real environment verify the effectiveness and robustness of our method.
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频域盲源分离的三级置换方法
排列歧义是频域卷积盲语音分离的关键问题。为了解决这一问题,本文提出了一种新的三阶段方法。为了保证第二阶段的性能,采用了选择基准频仓的方法。同时,将相邻频域的相关性与DOA方法相结合,充分发挥各自的优点。仿真和真实环境下的实验结果验证了该方法的有效性和鲁棒性。
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