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A novel initialization approach for solving permutation ambiguity of frequency domain blind source separation

机译:解决频域盲源分离置换歧义的新初始化方法

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摘要

Due to the importance of speech signals in the recent years, many techniques have been proposed to solve the permutation ambiguity of blind source separation in frequency domain. Our goal in this paper is to present a new method based on initialization and navigation resources to solve the permutation ambiguity in blind source separation in the frequency domain. In this work, first the separation matrices are obtained from each frequency subband, into a diagonal matrix. After sorting the eigenvalues, the matrix will initialize to the next frequency subband as an initial value. Simulation results show that our separation method has better separation quality and has higher speed of convergence.
机译:由于近年来语音信号的重要性,已经提出了许多技术来解决频域中盲源分离的排列歧义。我们的目标是提出一种基于初始化和导航资源的新方法,以解决频域中盲源分离中的置换歧义问题。在这项工作中,首先将每个频率子带的分离矩阵转化为对角矩阵。在对特征值进行排序之后,矩阵将初始化为下一个频率子带作为初始值。仿真结果表明,我们的分离方法具有较好的分离质量,收敛速度更快。

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