TY - GEN
T1 - Methods to learn bank of filters steering nulls toward potential positions of a target source
AU - Malek, Jiri
AU - Botha, David
AU - Koldovsky, Zbynek
AU - Gannot, Sharon
PY - 2014
Y1 - 2014
N2 - 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.
AB - 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.
KW - Relative transfer functions
KW - generalized sidelobe canceler
KW - noise extraction
KW - semi-blind source separation
KW - target-cancelation filters
UR - https://www.scopus.com/pages/publications/84904460483
U2 - 10.1109/hscma.2014.6843251
DO - 10.1109/hscma.2014.6843251
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AN - SCOPUS:84904460483
SN - 9781479931095
T3 - 2014 4th Joint Workshop on Hands-Free Speech Communication and Microphone Arrays, HSCMA 2014
SP - 57
EP - 61
BT - 2014 4th Joint Workshop on Hands-Free Speech Communication and Microphone Arrays, HSCMA 2014
PB - IEEE Computer Society
T2 - 2014 4th Joint Workshop on Hands-Free Speech Communication and Microphone Arrays, HSCMA 2014
Y2 - 12 May 2014 through 14 May 2014
ER -