DocumentCode
1973360
Title
A fixed point solution for convolved audio source separation
Author
Mitianoudis, Nikolaos ; Davies, Mike
Author_Institution
Audio & Music Technol. Group, King´´s Coll., London, UK
fYear
2001
fDate
2001
Firstpage
87
Lastpage
90
Abstract
We examine the problem of blind audio source separation using independent component analysis (ICA). In order to separate audio sources recorded in a real recording environment, we need to model the mixing process as convolutional. Many methods have been introduced for separating convolved mixtures, the most successful of which require working in the frequency domain. This paper proposes a fixed-point algorithm for performing fast frequency domain ICA, as well as a method to increase the stability and enhance the performance of previous frequency domain ICA algorithms
Keywords
audio signal processing; convolution; fixed point arithmetic; statistical analysis; time-frequency analysis; algorithm stability; audio sources; convolved audio source separation; fast frequency domain ICA; fixed point solution; fixed-point algorithm; independent component analysis; maximum likelihood method; microphones; mixing process model; recording environment; time-frequency input data; Audio recording; Convolution; Delay; Educational institutions; Equations; Frequency domain analysis; Independent component analysis; Microphones; Source separation; Stability;
fLanguage
English
Publisher
ieee
Conference_Titel
Applications of Signal Processing to Audio and Acoustics, 2001 IEEE Workshop on the
Conference_Location
New Platz, NY
Print_ISBN
0-7803-7126-7
Type
conf
DOI
10.1109/ASPAA.2001.969549
Filename
969549
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