INFORMED GENERALIZED SIDELOBE CANCELER UTILIZING SPARSITY OF SPEECH SIGNALS

被引:2
|
作者
Malek, Jiri [1 ]
Koldovsky, Zbynek [1 ,3 ]
Gannot, Sharon [2 ]
Tichavsky, Petr [3 ]
机构
[1] Tech Univ Liberec, Fac Mechatron Informat & Interdisciplinary Studie, Studentska 2, Liberec 46117, Czech Republic
[2] Bar Ilan Univ, Fac Engn, I-52900 Ramat Gan, Israel
[3] Inst Informat Theory & Automat, CZ-18208 Prague, Czech Republic
来源
2013 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP) | 2013年
关键词
Noise Extraction; Speech Enhancement; l(p)-norm Minimization; Generalized Sidelobe Canceler; Semi-Blind Source Separation;
D O I
10.1109/MLSP.2013.6661967
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This report proposes a novel variant of the generalized sidelobe canceler. It assumes that a set of prepared relative transfer functions (RTFs) is available for several potential positions of a target source within a confined area. The key problem here is to select the correct RTF at any time, even when the exact position of the target is unknown and interfering sources are present. We propose to select the RTF based on l(p)-norm, p <= 1, measured at the blocking matrix output in the frequency domain. Subsequent experiments show that this approach significantly outperforms previously proposed methods for selection when the target and interferer signals are speech signals.
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页数:6
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