Methods to learn bank of filters steering nulls toward potential positions of a target source

Jiri Malek, David Botha, Zbynek Koldovsky, Sharon Gannot

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

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.

Original languageEnglish
Title of host publication2014 4th Joint Workshop on Hands-Free Speech Communication and Microphone Arrays, HSCMA 2014
PublisherIEEE Computer Society
Pages57-61
Number of pages5
ISBN (Print)9781479931095
DOIs
StatePublished - 2014
Event2014 4th Joint Workshop on Hands-Free Speech Communication and Microphone Arrays, HSCMA 2014 - Villers-les-Nancy, France
Duration: 12 May 201414 May 2014

Publication series

Name2014 4th Joint Workshop on Hands-Free Speech Communication and Microphone Arrays, HSCMA 2014

Conference

Conference2014 4th Joint Workshop on Hands-Free Speech Communication and Microphone Arrays, HSCMA 2014
Country/TerritoryFrance
CityVillers-les-Nancy
Period12/05/1414/05/14

Funding

FundersFunder number
Czech Science Foundation

    Keywords

    • Relative transfer functions
    • generalized sidelobe canceler
    • noise extraction
    • semi-blind source separation
    • target-cancelation filters

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