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
Link To Document :
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