DocumentCode
424007
Title
Estimation of propagation delays using orientation histograms for anechoic blind source separation
Author
Yamashita, Junji ; Tatsuta, Shigeki ; Hirai, Yuzo
Author_Institution
Univ. of Tsukuba, Ibaraki, Japan
Volume
3
fYear
2004
fDate
25-29 July 2004
Firstpage
2175
Abstract
Blind source separation (BSS) is one of the most active research areas in neural networks. Previously, we proposed a BSS algorithm which exploited orientation histograms in a joint distribution of observed mixtures. Although the algorithm worked well for simultaneous mixtures of sources, interaural source propagation delays almost always exist in natural environments. In this paper-we extend the algorithm by introducing a bank of band-pass filters and various delays for mixture signals to estimate source propagation delays. It will be shown that the extended algorithm can estimate source delays and separate mixtures satisfactorily. Since our algorithm does not contain learning and does not suffer from arbitrariness in permutation of recovered sources as ICA algorithms do, it could be much simpler and easier to construct a real-time BSS system.
Keywords
band-pass filters; blind source separation; delay estimation; independent component analysis; neural nets; real-time systems; ICA algorithms; anechoic blind source separation; band pass filters; interaural source propagation delays; mixture signal separation; neural networks; orientation histograms; permutation; propagation delay estimation; real time system; Blind source separation; Delay estimation; Electronic mail; Frequency; Histograms; Independent component analysis; Neural networks; Propagation delay; Real time systems; Source separation;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
ISSN
1098-7576
Print_ISBN
0-7803-8359-1
Type
conf
DOI
10.1109/IJCNN.2004.1380956
Filename
1380956
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