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
Link To Document :
بازگشت