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
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;
Conference_Titel :
Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
Print_ISBN :
0-7803-8359-1
DOI :
10.1109/IJCNN.2004.1380956