Title :
Pre-processing scheme to effectively compensate environment and equipment factors for sound source separation
Author :
Cheng, Yi-Hsiang ; Chiu, Chun-Hung ; Chen, Oscal T C ; Wu, Wen-Chih
Author_Institution :
Dept. of Electr. Eng., Nat. Chung Cheng Univ., Chiayi, Taiwan
Abstract :
This work proposes a preprocessing scheme to effectively enhance the performance of sound source separation. In the beginning, time stretched pulses are employed to stimulate an environment with loudspeakers and microphones. The signals recorded from microphones are used to determine physical parameters, including environment and equipment factors, of the system response associated with a real-world environment. According to the determined parameters, the mixture signals are preprocessed by de-convolution to decrease the influence of non-linearity and noise accompanied with such a recording process. The experimental results reveal that our preprocessing scheme can apparently improve the performance at the popularly-used blind source separation algorithms. Therefore, the scheme proposed herein can be beneficial to various multimedia applications demanding sound source separation.
Keywords :
blind source separation; deconvolution; environmental factors; loudspeakers; microphones; blind source separation algorithms; deconvolution; environment factors compensation; equipment factors compensation; loudspeakers; microphones; mixture signals; multimedia applications; physical parameters; preprocessing scheme; sound source separation; time stretched pulses; Blind Source Separation; Independent Component Analysis;
Conference_Titel :
TENCON 2010 - 2010 IEEE Region 10 Conference
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4244-6889-8
DOI :
10.1109/TENCON.2010.5686598