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基于声源时延估计的欠定盲分离方法

张华 冯大政 庞继勇

数据采集与处理2009,Vol.24Issue(6):703-708,6.
数据采集与处理2009,Vol.24Issue(6):703-708,6.

基于声源时延估计的欠定盲分离方法

Underdetermined Blind Separation Based on Sound Source Time-Delay Estimation

张华 1冯大政 1庞继勇2

作者信息

  • 1. 西安电子科技大学雷达信号处理国家重点实验室,西安,710071
  • 2. 西安电子科技大学ISN国家重点实验室,西安,710071
  • 折叠

摘要

Abstract

Based on time-delay estimation, a time-frequency masking method is proposed for underdetermined blind source separation. The method can realize the blind separation more than 3 source signals by using only 3 received array elements. Firstly, relative time-delay sequences of all sources are estimated in time-frequency domain by virtue of the W-disjoint orthogonality of speech signals. Secondly, based on the estimated time-delay sequences, the maximum likelihood method is used to estimate the support domain of each signal. The time-frequency components in each support domain belong to only one signal approximatively, and different support domains are mutually disjoint. Finally, the time-frequency representation of each signal is obtained by the time-frequency masking, and then the time-domain source signals are retrieved. The experiments illustrate that the method is validated by the informal subjective measure, and the gain of segment signal-to-noise ratio is at least 13dB. Compared with the degenerate unmixing estimation technique, the separation performance of the proposed method improves about 3dB measured by signal dissimilarities.

关键词

欠定盲分离/时延估计/W-分离正交性/最大似然/时频掩蔽

Key words

underdetermined blind separation/ time-delay estimation/ W-disjoint orthogonality/ maximum likelihood/ time-frequency masking

分类

信息技术与安全科学

引用本文复制引用

张华,冯大政,庞继勇..基于声源时延估计的欠定盲分离方法[J].数据采集与处理,2009,24(6):703-708,6.

基金项目

国家自然科学基金(60672128,60702057)资助项目 (60672128,60702057)

国家高技术研究发展计划"八六三"计划(2007AA01Z288)资助项目. (2007AA01Z288)

数据采集与处理

OA北大核心CSCDCSTPCD

1004-9037

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