Title :
Blind source separation with different sensor spacing and filter length for each frequency range
Author :
Sawada, Hiroshi ; Araki, Shoko ; Mukai, Ryo ; Makino, Shoji
Author_Institution :
NTT Commun. Sci. Labs., Kyoto, Japan
Abstract :
This paper presents a method for blind source separation using several separating subsystems whose sensor spacing and filter length can be configured individually. Each subsystem is responsible for source separation of an allocated frequency range. With this mechanism, we can use appropriate sensor spacing as well as filter length for each frequency range. We obtained better separation performance than with the conventional method by using a wide sensor spacing and a long filter for a low frequency range, and a narrow sensor spacing and a short filter for a high frequency range.
Keywords :
blind source separation; filtering theory; bandpass filters; blind source separation; filter length; frequency range; sensor spacing; separation performance; speech signals; subsystem; Blind source separation; Finite impulse response filter; Frequency; Independent component analysis; Jamming; Laboratories; Radio spectrum management; Reverberation; Sensor systems; Source separation;
Conference_Titel :
Neural Networks for Signal Processing, 2002. Proceedings of the 2002 12th IEEE Workshop on
Print_ISBN :
0-7803-7616-1
DOI :
10.1109/NNSP.2002.1030058