Title :
Methods to learn bank of filters steering nulls toward potential positions of a target source
Author :
Malek, Jiri ; Botha, David ; Koldovsky, Zbynek ; Gannot, Sharon
Author_Institution :
Fac. of Mechatron., Inf., & Interdiscipl. Studies, Tech. Univ. of Liberec, Liberec, Czech Republic
Abstract :
In signal enhancement applications, a reference signal which provides information about interferences and noise is desired. It can be obtained via a multichannel filter that performs a spatial null in the target position, a so-called target-cancelation filter. The filter must adapt to the target position, which is difficult when noise is active. When the target location is confined to a small area, a solution could be based on preparing a bank of target-cancelation filters for potential positions of the target. In this paper, we propose two methods to learn such banks from noise-free recordings. We show by experiments that learned banks have practical advantages compared to banks that were prepared manually by collecting filters for selected positions.
Keywords :
blind source separation; filtering theory; multichannel filter; noise-free recordings; semi-blind source separation; signal enhancement applications; target location; target position; target-cancelation filter; Conferences; Microphones; Noise; Source separation; Speech; Speech processing; Transfer functions; Relative transfer functions; generalized sidelobe canceler; noise extraction; semi-blind source separation; target-cancelation filters;
Conference_Titel :
Hands-free Speech Communication and Microphone Arrays (HSCMA), 2014 4th Joint Workshop on
Conference_Location :
Villers-les-Nancy
DOI :
10.1109/HSCMA.2014.6843251